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Offset 1, 3 lines modified		Offset 1, 3 lines modified

1	·~~e9120d~~780d29c~~668~~d25~~61c~~b053b~~6a002~~·5272736·doc·optional·python-xarray-doc_2025.03.0-2_all.deb	1	·332aaa47aa0879f3c3fefd25aa589c2c·5272724·doc·optional·python-xarray-doc_2025.03.0-2_all.deb
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Offset 1, 3 lines modified		Offset 1, 3 lines modified
1	-rw-r--r--···0········0········0········4·2025-03-30·08:29:46.000000·debian-binary	1	-rw-r--r--···0········0········0········4·2025-03-30·08:29:46.000000·debian-binary
2	-rw-r--r--···0········0········0·····7560·2025-03-30·08:29:46.000000·control.tar.xz	2	-rw-r--r--···0········0········0·····7556·2025-03-30·08:29:46.000000·control.tar.xz
3	-rw-r--r--···0········0········0··5264984·2025-03-30·08:29:46.000000·data.tar.xz	3	-rw-r--r--···0········0········0··5264976·2025-03-30·08:29:46.000000·data.tar.xz


Offset 1, 13 lines modified		Offset 1, 13 lines modified
1	Package:·python-xarray-doc	1	Package:·python-xarray-doc
2	Source:·python-xarray	2	Source:·python-xarray
3	Version:·2025.03.0-2	3	Version:·2025.03.0-2
4	Architecture:·all	4	Architecture:·all
5	Maintainer:·Debian·Science·Maintainers·<debian-science-maintainers@lists.alioth.debian.org>	5	Maintainer:·Debian·Science·Maintainers·<debian-science-maintainers@lists.alioth.debian.org>
6	Installed-Size:·15074	6	Installed-Size:·15073
7	Depends:·libjs-sphinxdoc·(>=·8.1),·libjs-mathjax,·libjs-requirejs	7	Depends:·libjs-sphinxdoc·(>=·8.1),·libjs-mathjax,·libjs-requirejs
8	Built-Using:·alabaster·(=·0.7.16-0.1),·sphinx·(=·8.1.3-5)	8	Built-Using:·alabaster·(=·0.7.16-0.1),·sphinx·(=·8.1.3-5)
9	Section:·doc	9	Section:·doc
10	Priority:·optional	10	Priority:·optional
11	Multi-Arch:·foreign	11	Multi-Arch:·foreign
12	Homepage:·https://xarray.pydata.org/	12	Homepage:·https://xarray.pydata.org/
13	Description:·documentation·for·xarray	13	Description:·documentation·for·xarray


Offset 149, 15 lines modified		Offset 149, 15 lines modified
149	<span·class="ansi-green-intense-fg·ansi-bold">····705</span>·server_hostname:·<span·style="color:·rgb(0,135,0)">str</span>·<span·style="color:·rgb(98,98,98)">=</span>·<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host	149	<span·class="ansi-green-intense-fg·ansi-bold">····705</span>·server_hostname:·<span·style="color:·rgb(0,135,0)">str</span>·<span·style="color:·rgb(98,98,98)">=</span>·<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host

150	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/connection.py:205</span>,·in·<span·class="ansi-cyan-fg">HTTPConnection._new_conn</span><span·class="ansi-blue-fg">(self)</span>	150	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/connection.py:205</span>,·in·<span·class="ansi-cyan-fg">HTTPConnection._new_conn</span><span·class="ansi-blue-fg">(self)</span>
151	<span·class="ansi-green-intense-fg·ansi-bold">····204</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·socket<span·style="color:·rgb(98,98,98)">.</span>gaierror·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	151	<span·class="ansi-green-intense-fg·ansi-bold">····204</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·socket<span·style="color:·rgb(98,98,98)">.</span>gaierror·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:
152	<span·class="ansi-green-fg">-->·205</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·NameResolutionError(<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host,·<span·style="color:·rgb(0,135,0)">self</span>,·e)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">e</span>	152	<span·class="ansi-green-fg">-->·205</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·NameResolutionError(<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host,·<span·style="color:·rgb(0,135,0)">self</span>,·e)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">e</span>
153	<span·class="ansi-green-intense-fg·ansi-bold">····206</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·SocketTimeout·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	153	<span·class="ansi-green-intense-fg·ansi-bold">····206</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·SocketTimeout·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:

154	<span·class="ansi-red-fg">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff~~66313~~b60>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)	154	<span·class="ansi-red-fg">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff3b087b60>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)

155	The·above·exception·was·the·direct·cause·of·the·following·exception:	155	The·above·exception·was·the·direct·cause·of·the·following·exception:

156	<span·class="ansi-red-fg">MaxRetryError</span>·····························Traceback·(most·recent·call·last)	156	<span·class="ansi-red-fg">MaxRetryError</span>·····························Traceback·(most·recent·call·last)
157	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/requests/adapters.py:667</span>,·in·<span·class="ansi-cyan-fg">HTTPAdapter.send</span><span·class="ansi-blue-fg">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>	157	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/requests/adapters.py:667</span>,·in·<span·class="ansi-cyan-fg">HTTPAdapter.send</span><span·class="ansi-blue-fg">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>
158	<span·class="ansi-green-intense-fg·ansi-bold">····666</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:	158	<span·class="ansi-green-intense-fg·ansi-bold">····666</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:
159	<span·class="ansi-green-fg">-->·667</span>·····resp·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">conn</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">urlopen</span><span·class="ansi-yellow-bg">(</span>	159	<span·class="ansi-green-fg">-->·667</span>·····resp·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">conn</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">urlopen</span><span·class="ansi-yellow-bg">(</span>
Offset 183, 15 lines modified		Offset 183, 15 lines modified
183	<span·class="ansi-green-intense-fg·ansi-bold">····844</span>·retries<span·style="color:·rgb(98,98,98)">.</span>sleep()	183	<span·class="ansi-green-intense-fg·ansi-bold">····844</span>·retries<span·style="color:·rgb(98,98,98)">.</span>sleep()

184	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/util/retry.py:519</span>,·in·<span·class="ansi-cyan-fg">Retry.increment</span><span·class="ansi-blue-fg">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>	184	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/util/retry.py:519</span>,·in·<span·class="ansi-cyan-fg">Retry.increment</span><span·class="ansi-blue-fg">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>
185	<span·class="ansi-green-intense-fg·ansi-bold">····518</span>·····reason·<span·style="color:·rgb(98,98,98)">=</span>·error·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">or</span>·ResponseError(cause)	185	<span·class="ansi-green-intense-fg·ansi-bold">····518</span>·····reason·<span·style="color:·rgb(98,98,98)">=</span>·error·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">or</span>·ResponseError(cause)
186	<span·class="ansi-green-fg">-->·519</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·MaxRetryError(_pool,·url,·reason)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">reason</span>··<span·style="color:·rgb(95,135,135)">#·type:·ignore[arg-type]</span>	186	<span·class="ansi-green-fg">-->·519</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·MaxRetryError(_pool,·url,·reason)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">reason</span>··<span·style="color:·rgb(95,135,135)">#·type:·ignore[arg-type]</span>
187	<span·class="ansi-green-intense-fg·ansi-bold">····521</span>·log<span·style="color:·rgb(98,98,98)">.</span>debug(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Incremented·Retry·for·(url=</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%s</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">):·</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%r</span><span·style="color:·rgb(175,0,0)">"</span>,·url,·new_retry)	187	<span·class="ansi-green-intense-fg·ansi-bold">····521</span>·log<span·style="color:·rgb(98,98,98)">.</span>debug(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Incremented·Retry·for·(url=</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%s</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">):·</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%r</span><span·style="color:·rgb(175,0,0)">"</span>,·url,·new_retry)

188	<span·class="ansi-red-fg">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/era5-2mt-2019-03-uk.grib·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff~~66313~~b60>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	188	<span·class="ansi-red-fg">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/era5-2mt-2019-03-uk.grib·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3b087b60>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))

189	During·handling·of·the·above·exception,·another·exception·occurred:	189	During·handling·of·the·above·exception,·another·exception·occurred:

190	<span·class="ansi-red-fg">ConnectionError</span>···························Traceback·(most·recent·call·last)	190	<span·class="ansi-red-fg">ConnectionError</span>···························Traceback·(most·recent·call·last)
191	Cell·<span·class="ansi-green-fg">In[2],·line·1</span>	191	Cell·<span·class="ansi-green-fg">In[2],·line·1</span>
192	<span·class="ansi-green-fg">---->·1</span>·ds·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">xr</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">tutorial</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">load_dataset</span><span·class="ansi-yellow-bg">(</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">era5-2mt-2019-03-uk.grib</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg">,</span><span·class="ansi-yellow-bg">·</span><span·class="ansi-yellow-bg">engine</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">=</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">cfgrib</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg">)</span>	192	<span·class="ansi-green-fg">---->·1</span>·ds·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">xr</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">tutorial</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">load_dataset</span><span·class="ansi-yellow-bg">(</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">era5-2mt-2019-03-uk.grib</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg">,</span><span·class="ansi-yellow-bg">·</span><span·class="ansi-yellow-bg">engine</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">=</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">cfgrib</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg">)</span>

Offset 280, 15 lines modified		Offset 280, 15 lines modified
280	<span·class="ansi-green-intense-fg·ansi-bold">····696</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·<span·style="color:·rgb(0,135,0)">isinstance</span>(e<span·style="color:·rgb(98,98,98)">.</span>reason,·_SSLError):	280	<span·class="ansi-green-intense-fg·ansi-bold">····696</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·<span·style="color:·rgb(0,135,0)">isinstance</span>(e<span·style="color:·rgb(98,98,98)">.</span>reason,·_SSLError):
281	<span·class="ansi-green-intense-fg·ansi-bold">····697</span>·········<span·style="color:·rgb(95,135,135)">#·This·branch·is·for·urllib3·v1.22·and·later.</span>	281	<span·class="ansi-green-intense-fg·ansi-bold">····697</span>·········<span·style="color:·rgb(95,135,135)">#·This·branch·is·for·urllib3·v1.22·and·later.</span>
282	<span·class="ansi-green-intense-fg·ansi-bold">····698</span>·········<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·SSLError(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	282	<span·class="ansi-green-intense-fg·ansi-bold">····698</span>·········<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·SSLError(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)
283	<span·class="ansi-green-fg">-->·700</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	283	<span·class="ansi-green-fg">-->·700</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)
284	<span·class="ansi-green-intense-fg·ansi-bold">····702</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·ClosedPoolError·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	284	<span·class="ansi-green-intense-fg·ansi-bold">····702</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·ClosedPoolError·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:
285	<span·class="ansi-green-intense-fg·ansi-bold">····703</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	285	<span·class="ansi-green-intense-fg·ansi-bold">····703</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)

286	<span·class="ansi-red-fg">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/era5-2mt-2019-03-uk.grib·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff~~66313~~b60>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	286	<span·class="ansi-red-fg">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/era5-2mt-2019-03-uk.grib·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3b087b60>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))
287	</pre></div></div>	287	</pre></div></div>
288	</div>	288	</div>
289	<p>Let’s·create·a·simple·plot·of·2-m·air·temperature·in·degrees·Celsius:</p>	289	<p>Let’s·create·a·simple·plot·of·2-m·air·temperature·in·degrees·Celsius:</p>
290	<div·class="nbinput·docutils·container">	290	<div·class="nbinput·docutils·container">
291	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:	291	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:
292	</pre></div>	292	</pre></div>
293	</div>	293	</div>
Offset 357, 15 lines modified		Offset 357, 15 lines modified
357	</pre></div></div>	357	</pre></div></div>
358	</div>	358	</div>
359	<div·class="nboutput·docutils·container">	359	<div·class="nboutput·docutils·container">
360	<div·class="prompt·empty·docutils·container">	360	<div·class="prompt·empty·docutils·container">
361	</div>	361	</div>
362	<div·class="output_area·docutils·container">	362	<div·class="output_area·docutils·container">
363	<div·class="highlight"><pre>	363	<div·class="highlight"><pre>
364	Error·in·callback·<function·_draw_all_if_interactive·at·0xffff~~6676~~bce0>·(for·post_execute),·with·arguments·args·(),kwargs·{}:	364	Error·in·callback·<function·_draw_all_if_interactive·at·0xffff3b4ebce0>·(for·post_execute),·with·arguments·args·(),kwargs·{}:
365	</pre></div></div>	365	</pre></div></div>
366	</div>	366	</div>
367	<div·class="nboutput·docutils·container">	367	<div·class="nboutput·docutils·container">
368	<div·class="prompt·empty·docutils·container">	368	<div·class="prompt·empty·docutils·container">
369	</div>	369	</div>
370	<div·class="output_area·docutils·container">	370	<div·class="output_area·docutils·container">
371	<div·class="highlight"><pre>	371	<div·class="highlight"><pre>


Offset 93, 15 lines modified		Offset 93, 15 lines modified
93	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in	93	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in
94	HTTPConnection._new_conn(self)	94	HTTPConnection._new_conn(self)
95	····204·except·socket.gaierror·as·e:	95	····204·except·socket.gaierror·as·e:
96	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e	96	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e
97	····206·except·SocketTimeout·as·e:	97	····206·except·SocketTimeout·as·e:

98	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at	98	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at
99	0xffff~~66313~~b60>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	99	0xffff3b087b60>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
100	in·name·resolution)	100	in·name·resolution)

101	The·above·exception·was·the·direct·cause·of·the·following·exception:	101	The·above·exception·was·the·direct·cause·of·the·following·exception:

102	MaxRetryError·····························Traceback·(most·recent·call·last)	102	MaxRetryError·····························Traceback·(most·recent·call·last)
103	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in	103	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in
104	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)	104	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)
Offset 137, 15 lines modified		Offset 137, 15 lines modified
137	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore	137	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore
138	[arg-type]	138	[arg-type]
139	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)	139	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)

140	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	140	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
141	exceeded·with·url:·/pydata/xarray-data/raw/master/era5-2mt-2019-03-uk.grib	141	exceeded·with·url:·/pydata/xarray-data/raw/master/era5-2mt-2019-03-uk.grib
142	(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	142	(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
143	0xffff~~66313~~b60>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	143	0xffff3b087b60>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
144	in·name·resolution)"))	144	in·name·resolution)"))

145	During·handling·of·the·above·exception,·another·exception·occurred:	145	During·handling·of·the·above·exception,·another·exception·occurred:

146	ConnectionError···························Traceback·(most·recent·call·last)	146	ConnectionError···························Traceback·(most·recent·call·last)
147	Cell·In[2],·line·1	147	Cell·In[2],·line·1
148	---->·1·ds·=·xr.tutorial.load_dataset("era5-2mt-2019-03-uk.grib",	148	---->·1·ds·=·xr.tutorial.load_dataset("era5-2mt-2019-03-uk.grib",
Offset 255, 15 lines modified		Offset 255, 15 lines modified
255	-->·700·····raise·ConnectionError(e,·request=request)	255	-->·700·····raise·ConnectionError(e,·request=request)
256	····702·except·ClosedPoolError·as·e:	256	····702·except·ClosedPoolError·as·e:
257	····703·····raise·ConnectionError(e,·request=request)	257	····703·····raise·ConnectionError(e,·request=request)

258	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	258	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
259	exceeded·with·url:·/pydata/xarray-data/raw/master/era5-2mt-2019-03-uk.grib	259	exceeded·with·url:·/pydata/xarray-data/raw/master/era5-2mt-2019-03-uk.grib
260	(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	260	(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
261	0xffff~~66313~~b60>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	261	0xffff3b087b60>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
262	in·name·resolution)"))	262	in·name·resolution)"))
263	Let’s·create·a·simple·plot·of·2-m·air·temperature·in·degrees·Celsius:	263	Let’s·create·a·simple·plot·of·2-m·air·temperature·in·degrees·Celsius:
264	[3]:	264	[3]:
265	ds·=·ds·-·273.15	265	ds·=·ds·-·273.15
266	ds.t2m[0].plot(cmap=plt.cm.coolwarm)	266	ds.t2m[0].plot(cmap=plt.cm.coolwarm)
267	---------------------------------------------------------------------------	267	---------------------------------------------------------------------------
268	NameError·································Traceback·(most·recent·call·last)	268	NameError·································Traceback·(most·recent·call·last)
Offset 298, 15 lines modified		Offset 298, 15 lines modified
298	·····10·plt.title("ERA5·-·2m·temperature·British·Isles·March·2019")	298	·····10·plt.title("ERA5·-·2m·temperature·British·Isles·March·2019")

299	NameError:·name·'ds'·is·not·defined	299	NameError:·name·'ds'·is·not·defined
300	/usr/lib/python3/dist-packages/cartopy/io/__init__.py:241:·DownloadWarning:	300	/usr/lib/python3/dist-packages/cartopy/io/__init__.py:241:·DownloadWarning:
301	Downloading:·https://naturalearth.s3.amazonaws.com/10m_physical/	301	Downloading:·https://naturalearth.s3.amazonaws.com/10m_physical/
302	ne_10m_coastline.zip	302	ne_10m_coastline.zip
303	··warnings.warn(f'Downloading:·{url}',·DownloadWarning)	303	··warnings.warn(f'Downloading:·{url}',·DownloadWarning)
304	Error·in·callback·<function·_draw_all_if_interactive·at·0xffff~~6676~~bce0>·(for	304	Error·in·callback·<function·_draw_all_if_interactive·at·0xffff3b4ebce0>·(for
305	post_execute),·with·arguments·args·(),kwargs·{}:	305	post_execute),·with·arguments·args·(),kwargs·{}:
306	---------------------------------------------------------------------------	306	---------------------------------------------------------------------------
307	gaierror··································Traceback·(most·recent·call·last)	307	gaierror··································Traceback·(most·recent·call·last)
308	File·/usr/lib/python3.13/urllib/request.py:1319,·in·AbstractHTTPHandler.do_open	308	File·/usr/lib/python3.13/urllib/request.py:1319,·in·AbstractHTTPHandler.do_open
309	(self,·http_class,·req,·**http_conn_args)	309	(self,·http_class,·req,·**http_conn_args)
310	···1318·try:	310	···1318·try:
311	->·1319·····h.request(req.get_method(),·req.selector,·req.data,·headers,	311	->·1319·····h.request(req.get_method(),·req.selector,·req.data,·headers,


Offset 185, 15 lines modified		Offset 185, 15 lines modified
185	<span·class="ansi-green-intense-fg·ansi-bold">····705</span>·server_hostname:·<span·style="color:·rgb(0,135,0)">str</span>·<span·style="color:·rgb(98,98,98)">=</span>·<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host	185	<span·class="ansi-green-intense-fg·ansi-bold">····705</span>·server_hostname:·<span·style="color:·rgb(0,135,0)">str</span>·<span·style="color:·rgb(98,98,98)">=</span>·<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host

186	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/connection.py:205</span>,·in·<span·class="ansi-cyan-fg">HTTPConnection._new_conn</span><span·class="ansi-blue-fg">(self)</span>	186	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/connection.py:205</span>,·in·<span·class="ansi-cyan-fg">HTTPConnection._new_conn</span><span·class="ansi-blue-fg">(self)</span>
187	<span·class="ansi-green-intense-fg·ansi-bold">····204</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·socket<span·style="color:·rgb(98,98,98)">.</span>gaierror·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	187	<span·class="ansi-green-intense-fg·ansi-bold">····204</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·socket<span·style="color:·rgb(98,98,98)">.</span>gaierror·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:
188	<span·class="ansi-green-fg">-->·205</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·NameResolutionError(<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host,·<span·style="color:·rgb(0,135,0)">self</span>,·e)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">e</span>	188	<span·class="ansi-green-fg">-->·205</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·NameResolutionError(<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host,·<span·style="color:·rgb(0,135,0)">self</span>,·e)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">e</span>
189	<span·class="ansi-green-intense-fg·ansi-bold">····206</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·SocketTimeout·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	189	<span·class="ansi-green-intense-fg·ansi-bold">····206</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·SocketTimeout·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:

190	<span·class="ansi-red-fg">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff~~3bbc~~42f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)	190	<span·class="ansi-red-fg">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff463642f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)

191	The·above·exception·was·the·direct·cause·of·the·following·exception:	191	The·above·exception·was·the·direct·cause·of·the·following·exception:

192	<span·class="ansi-red-fg">MaxRetryError</span>·····························Traceback·(most·recent·call·last)	192	<span·class="ansi-red-fg">MaxRetryError</span>·····························Traceback·(most·recent·call·last)
193	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/requests/adapters.py:667</span>,·in·<span·class="ansi-cyan-fg">HTTPAdapter.send</span><span·class="ansi-blue-fg">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>	193	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/requests/adapters.py:667</span>,·in·<span·class="ansi-cyan-fg">HTTPAdapter.send</span><span·class="ansi-blue-fg">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>
194	<span·class="ansi-green-intense-fg·ansi-bold">····666</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:	194	<span·class="ansi-green-intense-fg·ansi-bold">····666</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:
195	<span·class="ansi-green-fg">-->·667</span>·····resp·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">conn</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">urlopen</span><span·class="ansi-yellow-bg">(</span>	195	<span·class="ansi-green-fg">-->·667</span>·····resp·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">conn</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">urlopen</span><span·class="ansi-yellow-bg">(</span>
Offset 219, 15 lines modified		Offset 219, 15 lines modified
219	<span·class="ansi-green-intense-fg·ansi-bold">····844</span>·retries<span·style="color:·rgb(98,98,98)">.</span>sleep()	219	<span·class="ansi-green-intense-fg·ansi-bold">····844</span>·retries<span·style="color:·rgb(98,98,98)">.</span>sleep()

220	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/util/retry.py:519</span>,·in·<span·class="ansi-cyan-fg">Retry.increment</span><span·class="ansi-blue-fg">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>	220	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/util/retry.py:519</span>,·in·<span·class="ansi-cyan-fg">Retry.increment</span><span·class="ansi-blue-fg">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>
221	<span·class="ansi-green-intense-fg·ansi-bold">····518</span>·····reason·<span·style="color:·rgb(98,98,98)">=</span>·error·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">or</span>·ResponseError(cause)	221	<span·class="ansi-green-intense-fg·ansi-bold">····518</span>·····reason·<span·style="color:·rgb(98,98,98)">=</span>·error·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">or</span>·ResponseError(cause)
222	<span·class="ansi-green-fg">-->·519</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·MaxRetryError(_pool,·url,·reason)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">reason</span>··<span·style="color:·rgb(95,135,135)">#·type:·ignore[arg-type]</span>	222	<span·class="ansi-green-fg">-->·519</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·MaxRetryError(_pool,·url,·reason)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">reason</span>··<span·style="color:·rgb(95,135,135)">#·type:·ignore[arg-type]</span>
223	<span·class="ansi-green-intense-fg·ansi-bold">····521</span>·log<span·style="color:·rgb(98,98,98)">.</span>debug(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Incremented·Retry·for·(url=</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%s</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">):·</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%r</span><span·style="color:·rgb(175,0,0)">"</span>,·url,·new_retry)	223	<span·class="ansi-green-intense-fg·ansi-bold">····521</span>·log<span·style="color:·rgb(98,98,98)">.</span>debug(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Incremented·Retry·for·(url=</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%s</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">):·</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%r</span><span·style="color:·rgb(175,0,0)">"</span>,·url,·new_retry)

224	<span·class="ansi-red-fg">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/ROMS_example.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff~~3bbc~~42f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	224	<span·class="ansi-red-fg">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/ROMS_example.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff463642f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))

225	During·handling·of·the·above·exception,·another·exception·occurred:	225	During·handling·of·the·above·exception,·another·exception·occurred:

226	<span·class="ansi-red-fg">ConnectionError</span>···························Traceback·(most·recent·call·last)	226	<span·class="ansi-red-fg">ConnectionError</span>···························Traceback·(most·recent·call·last)
227	Cell·<span·class="ansi-green-fg">In[2],·line·2</span>	227	Cell·<span·class="ansi-green-fg">In[2],·line·2</span>
228	<span·class="ansi-green-intense-fg·ansi-bold">······1</span>·<span·style="color:·rgb(95,135,135)">#·load·in·the·file</span>	228	<span·class="ansi-green-intense-fg·ansi-bold">······1</span>·<span·style="color:·rgb(95,135,135)">#·load·in·the·file</span>
229	<span·class="ansi-green-fg">---->·2</span>·ds·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">xr</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">tutorial</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">open_dataset</span><span·class="ansi-yellow-bg">(</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">ROMS_example.nc</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg">,</span><span·class="ansi-yellow-bg">·</span><span·class="ansi-yellow-bg">chunks</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">=</span><span·class="ansi-yellow-bg">{</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">ocean_time</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg">:</span><span·class="ansi-yellow-bg">·</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">1</span><span·class="ansi-yellow-bg">}</span><span·class="ansi-yellow-bg">)</span>	229	<span·class="ansi-green-fg">---->·2</span>·ds·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">xr</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">tutorial</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">open_dataset</span><span·class="ansi-yellow-bg">(</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">ROMS_example.nc</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg">,</span><span·class="ansi-yellow-bg">·</span><span·class="ansi-yellow-bg">chunks</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">=</span><span·class="ansi-yellow-bg">{</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">ocean_time</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg">:</span><span·class="ansi-yellow-bg">·</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">1</span><span·class="ansi-yellow-bg">}</span><span·class="ansi-yellow-bg">)</span>
Offset 309, 15 lines modified		Offset 309, 15 lines modified
309	<span·class="ansi-green-intense-fg·ansi-bold">····696</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·<span·style="color:·rgb(0,135,0)">isinstance</span>(e<span·style="color:·rgb(98,98,98)">.</span>reason,·_SSLError):	309	<span·class="ansi-green-intense-fg·ansi-bold">····696</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·<span·style="color:·rgb(0,135,0)">isinstance</span>(e<span·style="color:·rgb(98,98,98)">.</span>reason,·_SSLError):
310	<span·class="ansi-green-intense-fg·ansi-bold">····697</span>·········<span·style="color:·rgb(95,135,135)">#·This·branch·is·for·urllib3·v1.22·and·later.</span>	310	<span·class="ansi-green-intense-fg·ansi-bold">····697</span>·········<span·style="color:·rgb(95,135,135)">#·This·branch·is·for·urllib3·v1.22·and·later.</span>
311	<span·class="ansi-green-intense-fg·ansi-bold">····698</span>·········<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·SSLError(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	311	<span·class="ansi-green-intense-fg·ansi-bold">····698</span>·········<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·SSLError(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)
312	<span·class="ansi-green-fg">-->·700</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	312	<span·class="ansi-green-fg">-->·700</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)
313	<span·class="ansi-green-intense-fg·ansi-bold">····702</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·ClosedPoolError·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	313	<span·class="ansi-green-intense-fg·ansi-bold">····702</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·ClosedPoolError·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:
314	<span·class="ansi-green-intense-fg·ansi-bold">····703</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	314	<span·class="ansi-green-intense-fg·ansi-bold">····703</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)

315	<span·class="ansi-red-fg">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/ROMS_example.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff~~3bbc~~42f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	315	<span·class="ansi-red-fg">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/ROMS_example.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff463642f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))
316	</pre></div></div>	316	</pre></div></div>
317	</div>	317	</div>
318	</section>	318	</section>
319	<section·id="Add-a-lazilly-calculated-vertical-coordinates">	319	<section·id="Add-a-lazilly-calculated-vertical-coordinates">
320	<h2>Add·a·lazilly·calculated·vertical·coordinates<a·class="headerlink"·href="#Add-a-lazilly-calculated-vertical-coordinates"·title="Link·to·this·heading">¶</a></h2>	320	<h2>Add·a·lazilly·calculated·vertical·coordinates<a·class="headerlink"·href="#Add-a-lazilly-calculated-vertical-coordinates"·title="Link·to·this·heading">¶</a></h2>
321	<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>	321	<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>
322	<p>In·short,·for·<code·class="docutils·literal·notranslate"><span·class="pre">Vtransform==2</span></code>·as·used·in·this·example,</p>	322	<p>In·short,·for·<code·class="docutils·literal·notranslate"><span·class="pre">Vtransform==2</span></code>·as·used·in·this·example,</p>


Offset 134, 15 lines modified		Offset 134, 15 lines modified
134	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in	134	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in
135	HTTPConnection._new_conn(self)	135	HTTPConnection._new_conn(self)
136	····204·except·socket.gaierror·as·e:	136	····204·except·socket.gaierror·as·e:
137	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e	137	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e
138	····206·except·SocketTimeout·as·e:	138	····206·except·SocketTimeout·as·e:

139	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at	139	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at
140	0xffff~~3bbc~~42f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	140	0xffff463642f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
141	in·name·resolution)	141	in·name·resolution)

142	The·above·exception·was·the·direct·cause·of·the·following·exception:	142	The·above·exception·was·the·direct·cause·of·the·following·exception:

143	MaxRetryError·····························Traceback·(most·recent·call·last)	143	MaxRetryError·····························Traceback·(most·recent·call·last)
144	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in	144	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in
145	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)	145	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)
Offset 178, 15 lines modified		Offset 178, 15 lines modified
178	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore	178	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore
179	[arg-type]	179	[arg-type]
180	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)	180	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)

181	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	181	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
182	exceeded·with·url:·/pydata/xarray-data/raw/master/ROMS_example.nc·(Caused·by	182	exceeded·with·url:·/pydata/xarray-data/raw/master/ROMS_example.nc·(Caused·by
183	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	183	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
184	0xffff~~3bbc~~42f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	184	0xffff463642f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
185	in·name·resolution)"))	185	in·name·resolution)"))

186	During·handling·of·the·above·exception,·another·exception·occurred:	186	During·handling·of·the·above·exception,·another·exception·occurred:

187	ConnectionError···························Traceback·(most·recent·call·last)	187	ConnectionError···························Traceback·(most·recent·call·last)
188	Cell·In[2],·line·2	188	Cell·In[2],·line·2
189	······1·#·load·in·the·file	189	······1·#·load·in·the·file
Offset 288, 15 lines modified		Offset 288, 15 lines modified
288	-->·700·····raise·ConnectionError(e,·request=request)	288	-->·700·····raise·ConnectionError(e,·request=request)
289	····702·except·ClosedPoolError·as·e:	289	····702·except·ClosedPoolError·as·e:
290	····703·····raise·ConnectionError(e,·request=request)	290	····703·····raise·ConnectionError(e,·request=request)

291	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	291	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
292	exceeded·with·url:·/pydata/xarray-data/raw/master/ROMS_example.nc·(Caused·by	292	exceeded·with·url:·/pydata/xarray-data/raw/master/ROMS_example.nc·(Caused·by
293	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	293	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
294	0xffff~~3bbc~~42f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	294	0xffff463642f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
295	in·name·resolution)"))	295	in·name·resolution)"))
296	\x8\x8\x8\x8\x8·A\x8Ad\x8dd\x8d·a\x8a·l\x8la\x8az\x8zi\x8il\x8ll\x8ly\x8y·c\x8ca\x8al\x8lc\x8cu\x8ul\x8la\x8at\x8te\x8ed\x8d·v\x8ve\x8er\x8rt\x8ti\x8ic\x8ca\x8al\x8l·c\x8co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8es\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8	296	\x8\x8\x8\x8\x8·A\x8Ad\x8dd\x8d·a\x8a·l\x8la\x8az\x8zi\x8il\x8ll\x8ly\x8y·c\x8ca\x8al\x8lc\x8cu\x8ul\x8la\x8at\x8te\x8ed\x8d·v\x8ve\x8er\x8rt\x8ti\x8ic\x8ca\x8al\x8l·c\x8co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8es\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8
297	Write·equations·to·calculate·the·vertical·coordinate.·These·will·be·only	297	Write·equations·to·calculate·the·vertical·coordinate.·These·will·be·only
298	evaluated·when·data·is·requested.·Information·about·the·ROMS·vertical	298	evaluated·when·data·is·requested.·Information·about·the·ROMS·vertical
299	coordinate·can·be·found·(here)[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8w_\x8w_\x8w_\x8._\x8m_\x8y_\x8r_\x8o_\x8m_\x8s_\x8._\x8o_\x8r_\x8g_\x8/_\x8w_\x8i_\x8k_\x8i_\x8/_\x8V_\x8e_\x8r_\x8t_\x8i_\x8c_\x8a_\x8l_\x8__\x8S_\x8-	299	coordinate·can·be·found·(here)[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8w_\x8w_\x8w_\x8._\x8m_\x8y_\x8r_\x8o_\x8m_\x8s_\x8._\x8o_\x8r_\x8g_\x8/_\x8w_\x8i_\x8k_\x8i_\x8/_\x8V_\x8e_\x8r_\x8t_\x8i_\x8c_\x8a_\x8l_\x8__\x8S_\x8-
300	_\x8c_\x8o_\x8o_\x8r_\x8d_\x8i_\x8n_\x8a_\x8t_\x8e]	300	_\x8c_\x8o_\x8o_\x8r_\x8d_\x8i_\x8n_\x8a_\x8t_\x8e]
301	In·short,·for·Vtransform==2·as·used·in·this·example,	301	In·short,·for·Vtransform==2·as·used·in·this·example,


Offset 165, 15 lines modified		Offset 165, 15 lines modified
165	<span·class="ansi-green-intense-fg·ansi-bold">····705</span>·server_hostname:·<span·style="color:·rgb(0,135,0)">str</span>·<span·style="color:·rgb(98,98,98)">=</span>·<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host	165	<span·class="ansi-green-intense-fg·ansi-bold">····705</span>·server_hostname:·<span·style="color:·rgb(0,135,0)">str</span>·<span·style="color:·rgb(98,98,98)">=</span>·<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host

166	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/connection.py:205</span>,·in·<span·class="ansi-cyan-fg">HTTPConnection._new_conn</span><span·class="ansi-blue-fg">(self)</span>	166	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/connection.py:205</span>,·in·<span·class="ansi-cyan-fg">HTTPConnection._new_conn</span><span·class="ansi-blue-fg">(self)</span>
167	<span·class="ansi-green-intense-fg·ansi-bold">····204</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·socket<span·style="color:·rgb(98,98,98)">.</span>gaierror·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	167	<span·class="ansi-green-intense-fg·ansi-bold">····204</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·socket<span·style="color:·rgb(98,98,98)">.</span>gaierror·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:
168	<span·class="ansi-green-fg">-->·205</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·NameResolutionError(<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host,·<span·style="color:·rgb(0,135,0)">self</span>,·e)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">e</span>	168	<span·class="ansi-green-fg">-->·205</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·NameResolutionError(<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host,·<span·style="color:·rgb(0,135,0)">self</span>,·e)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">e</span>
169	<span·class="ansi-green-intense-fg·ansi-bold">····206</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·SocketTimeout·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	169	<span·class="ansi-green-intense-fg·ansi-bold">····206</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·SocketTimeout·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:

170	<span·class="ansi-red-fg">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff4540e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)	170	<span·class="ansi-red-fg">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff5c41e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)

171	The·above·exception·was·the·direct·cause·of·the·following·exception:	171	The·above·exception·was·the·direct·cause·of·the·following·exception:

172	<span·class="ansi-red-fg">MaxRetryError</span>·····························Traceback·(most·recent·call·last)	172	<span·class="ansi-red-fg">MaxRetryError</span>·····························Traceback·(most·recent·call·last)
173	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/requests/adapters.py:667</span>,·in·<span·class="ansi-cyan-fg">HTTPAdapter.send</span><span·class="ansi-blue-fg">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>	173	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/requests/adapters.py:667</span>,·in·<span·class="ansi-cyan-fg">HTTPAdapter.send</span><span·class="ansi-blue-fg">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>
174	<span·class="ansi-green-intense-fg·ansi-bold">····666</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:	174	<span·class="ansi-green-intense-fg·ansi-bold">····666</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:
175	<span·class="ansi-green-fg">-->·667</span>·····resp·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">conn</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">urlopen</span><span·class="ansi-yellow-bg">(</span>	175	<span·class="ansi-green-fg">-->·667</span>·····resp·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">conn</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">urlopen</span><span·class="ansi-yellow-bg">(</span>
Offset 199, 15 lines modified		Offset 199, 15 lines modified
199	<span·class="ansi-green-intense-fg·ansi-bold">····844</span>·retries<span·style="color:·rgb(98,98,98)">.</span>sleep()	199	<span·class="ansi-green-intense-fg·ansi-bold">····844</span>·retries<span·style="color:·rgb(98,98,98)">.</span>sleep()

200	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/util/retry.py:519</span>,·in·<span·class="ansi-cyan-fg">Retry.increment</span><span·class="ansi-blue-fg">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>	200	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/util/retry.py:519</span>,·in·<span·class="ansi-cyan-fg">Retry.increment</span><span·class="ansi-blue-fg">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>
201	<span·class="ansi-green-intense-fg·ansi-bold">····518</span>·····reason·<span·style="color:·rgb(98,98,98)">=</span>·error·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">or</span>·ResponseError(cause)	201	<span·class="ansi-green-intense-fg·ansi-bold">····518</span>·····reason·<span·style="color:·rgb(98,98,98)">=</span>·error·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">or</span>·ResponseError(cause)
202	<span·class="ansi-green-fg">-->·519</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·MaxRetryError(_pool,·url,·reason)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">reason</span>··<span·style="color:·rgb(95,135,135)">#·type:·ignore[arg-type]</span>	202	<span·class="ansi-green-fg">-->·519</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·MaxRetryError(_pool,·url,·reason)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">reason</span>··<span·style="color:·rgb(95,135,135)">#·type:·ignore[arg-type]</span>
203	<span·class="ansi-green-intense-fg·ansi-bold">····521</span>·log<span·style="color:·rgb(98,98,98)">.</span>debug(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Incremented·Retry·for·(url=</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%s</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">):·</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%r</span><span·style="color:·rgb(175,0,0)">"</span>,·url,·new_retry)	203	<span·class="ansi-green-intense-fg·ansi-bold">····521</span>·log<span·style="color:·rgb(98,98,98)">.</span>debug(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Incremented·Retry·for·(url=</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%s</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">):·</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%r</span><span·style="color:·rgb(175,0,0)">"</span>,·url,·new_retry)

204	<span·class="ansi-red-fg">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff4540e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	204	<span·class="ansi-red-fg">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff5c41e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))

205	During·handling·of·the·above·exception,·another·exception·occurred:	205	During·handling·of·the·above·exception,·another·exception·occurred:

206	<span·class="ansi-red-fg">ConnectionError</span>···························Traceback·(most·recent·call·last)	206	<span·class="ansi-red-fg">ConnectionError</span>···························Traceback·(most·recent·call·last)
207	Cell·<span·class="ansi-green-fg">In[1],·line·7</span>	207	Cell·<span·class="ansi-green-fg">In[1],·line·7</span>
208	<span·class="ansi-green-intense-fg·ansi-bold">······2</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">import</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">numpy</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">np</span>	208	<span·class="ansi-green-intense-fg·ansi-bold">······2</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">import</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">numpy</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">np</span>
209	<span·class="ansi-green-intense-fg·ansi-bold">······4</span>·xr<span·style="color:·rgb(98,98,98)">.</span>set_options(display_style<span·style="color:·rgb(98,98,98)">=</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">html</span><span·style="color:·rgb(175,0,0)">"</span>)··<span·style="color:·rgb(95,135,135)">#·fancy·HTML·repr</span>	209	<span·class="ansi-green-intense-fg·ansi-bold">······4</span>·xr<span·style="color:·rgb(98,98,98)">.</span>set_options(display_style<span·style="color:·rgb(98,98,98)">=</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">html</span><span·style="color:·rgb(175,0,0)">"</span>)··<span·style="color:·rgb(95,135,135)">#·fancy·HTML·repr</span>
Offset 303, 15 lines modified		Offset 303, 15 lines modified
303	<span·class="ansi-green-intense-fg·ansi-bold">····696</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·<span·style="color:·rgb(0,135,0)">isinstance</span>(e<span·style="color:·rgb(98,98,98)">.</span>reason,·_SSLError):	303	<span·class="ansi-green-intense-fg·ansi-bold">····696</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·<span·style="color:·rgb(0,135,0)">isinstance</span>(e<span·style="color:·rgb(98,98,98)">.</span>reason,·_SSLError):
304	<span·class="ansi-green-intense-fg·ansi-bold">····697</span>·········<span·style="color:·rgb(95,135,135)">#·This·branch·is·for·urllib3·v1.22·and·later.</span>	304	<span·class="ansi-green-intense-fg·ansi-bold">····697</span>·········<span·style="color:·rgb(95,135,135)">#·This·branch·is·for·urllib3·v1.22·and·later.</span>
305	<span·class="ansi-green-intense-fg·ansi-bold">····698</span>·········<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·SSLError(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	305	<span·class="ansi-green-intense-fg·ansi-bold">····698</span>·········<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·SSLError(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)
306	<span·class="ansi-green-fg">-->·700</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	306	<span·class="ansi-green-fg">-->·700</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)
307	<span·class="ansi-green-intense-fg·ansi-bold">····702</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·ClosedPoolError·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	307	<span·class="ansi-green-intense-fg·ansi-bold">····702</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·ClosedPoolError·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:
308	<span·class="ansi-green-intense-fg·ansi-bold">····703</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	308	<span·class="ansi-green-intense-fg·ansi-bold">····703</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)

309	<span·class="ansi-red-fg">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff4540e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	309	<span·class="ansi-red-fg">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff5c41e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))
310	</pre></div></div>	310	</pre></div></div>
311	</div>	311	</div>
312	<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>	312	<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>
313	<div·class="nbinput·docutils·container">	313	<div·class="nbinput·docutils·container">
314	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:	314	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:
315	</pre></div>	315	</pre></div>
316	</div>	316	</div>


Offset 112, 15 lines modified		Offset 112, 15 lines modified
112	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in	112	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in
113	HTTPConnection._new_conn(self)	113	HTTPConnection._new_conn(self)
114	····204·except·socket.gaierror·as·e:	114	····204·except·socket.gaierror·as·e:
115	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e	115	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e
116	····206·except·SocketTimeout·as·e:	116	····206·except·SocketTimeout·as·e:

117	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at	117	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at
118	0xffff4540e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	118	0xffff5c41e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
119	in·name·resolution)	119	in·name·resolution)

120	The·above·exception·was·the·direct·cause·of·the·following·exception:	120	The·above·exception·was·the·direct·cause·of·the·following·exception:

121	MaxRetryError·····························Traceback·(most·recent·call·last)	121	MaxRetryError·····························Traceback·(most·recent·call·last)
122	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in	122	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in
123	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)	123	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)
Offset 156, 15 lines modified		Offset 156, 15 lines modified
156	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore	156	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore
157	[arg-type]	157	[arg-type]
158	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)	158	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)

159	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	159	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
160	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	160	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
161	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	161	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
162	0xffff4540e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	162	0xffff5c41e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
163	in·name·resolution)"))	163	in·name·resolution)"))

164	During·handling·of·the·above·exception,·another·exception·occurred:	164	During·handling·of·the·above·exception,·another·exception·occurred:

165	ConnectionError···························Traceback·(most·recent·call·last)	165	ConnectionError···························Traceback·(most·recent·call·last)
166	Cell·In[1],·line·7	166	Cell·In[1],·line·7
167	······2·import·numpy·as·np	167	······2·import·numpy·as·np
Offset 280, 15 lines modified		Offset 280, 15 lines modified
280	-->·700·····raise·ConnectionError(e,·request=request)	280	-->·700·····raise·ConnectionError(e,·request=request)
281	····702·except·ClosedPoolError·as·e:	281	····702·except·ClosedPoolError·as·e:
282	····703·····raise·ConnectionError(e,·request=request)	282	····703·····raise·ConnectionError(e,·request=request)

283	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	283	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
284	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	284	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
285	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	285	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
286	0xffff4540e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	286	0xffff5c41e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
287	in·name·resolution)"))	287	in·name·resolution)"))
288	The·function·we·will·apply·is·np.interp·which·expects·1D·numpy·arrays.·This	288	The·function·we·will·apply·is·np.interp·which·expects·1D·numpy·arrays.·This
289	functionality·is·already·implemented·in·xarray·so·we·use·that·capability·to	289	functionality·is·already·implemented·in·xarray·so·we·use·that·capability·to
290	make·sure·we·are·not·making·mistakes.	290	make·sure·we·are·not·making·mistakes.
291	[2]:	291	[2]:
292	newlat·=·np.linspace(15,·75,·100)	292	newlat·=·np.linspace(15,·75,·100)
293	air.interp(lat=newlat)	293	air.interp(lat=newlat)


Offset 171, 15 lines modified		Offset 171, 15 lines modified
171	<span·class="ansi-green-intense-fg·ansi-bold">····705</span>·server_hostname:·<span·style="color:·rgb(0,135,0)">str</span>·<span·style="color:·rgb(98,98,98)">=</span>·<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host	171	<span·class="ansi-green-intense-fg·ansi-bold">····705</span>·server_hostname:·<span·style="color:·rgb(0,135,0)">str</span>·<span·style="color:·rgb(98,98,98)">=</span>·<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host

172	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/connection.py:205</span>,·in·<span·class="ansi-cyan-fg">HTTPConnection._new_conn</span><span·class="ansi-blue-fg">(self)</span>	172	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/connection.py:205</span>,·in·<span·class="ansi-cyan-fg">HTTPConnection._new_conn</span><span·class="ansi-blue-fg">(self)</span>
173	<span·class="ansi-green-intense-fg·ansi-bold">····204</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·socket<span·style="color:·rgb(98,98,98)">.</span>gaierror·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	173	<span·class="ansi-green-intense-fg·ansi-bold">····204</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·socket<span·style="color:·rgb(98,98,98)">.</span>gaierror·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:
174	<span·class="ansi-green-fg">-->·205</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·NameResolutionError(<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host,·<span·style="color:·rgb(0,135,0)">self</span>,·e)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">e</span>	174	<span·class="ansi-green-fg">-->·205</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·NameResolutionError(<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host,·<span·style="color:·rgb(0,135,0)">self</span>,·e)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">e</span>
175	<span·class="ansi-green-intense-fg·ansi-bold">····206</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·SocketTimeout·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	175	<span·class="ansi-green-intense-fg·ansi-bold">····206</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·SocketTimeout·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:

176	<span·class="ansi-red-fg">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff~~45398~~d70>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)	176	<span·class="ansi-red-fg">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff3f434d70>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)

177	The·above·exception·was·the·direct·cause·of·the·following·exception:	177	The·above·exception·was·the·direct·cause·of·the·following·exception:

178	<span·class="ansi-red-fg">MaxRetryError</span>·····························Traceback·(most·recent·call·last)	178	<span·class="ansi-red-fg">MaxRetryError</span>·····························Traceback·(most·recent·call·last)
179	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/requests/adapters.py:667</span>,·in·<span·class="ansi-cyan-fg">HTTPAdapter.send</span><span·class="ansi-blue-fg">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>	179	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/requests/adapters.py:667</span>,·in·<span·class="ansi-cyan-fg">HTTPAdapter.send</span><span·class="ansi-blue-fg">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>
180	<span·class="ansi-green-intense-fg·ansi-bold">····666</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:	180	<span·class="ansi-green-intense-fg·ansi-bold">····666</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:
181	<span·class="ansi-green-fg">-->·667</span>·····resp·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">conn</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">urlopen</span><span·class="ansi-yellow-bg">(</span>	181	<span·class="ansi-green-fg">-->·667</span>·····resp·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">conn</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">urlopen</span><span·class="ansi-yellow-bg">(</span>
Offset 205, 15 lines modified		Offset 205, 15 lines modified
205	<span·class="ansi-green-intense-fg·ansi-bold">····844</span>·retries<span·style="color:·rgb(98,98,98)">.</span>sleep()	205	<span·class="ansi-green-intense-fg·ansi-bold">····844</span>·retries<span·style="color:·rgb(98,98,98)">.</span>sleep()

206	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/util/retry.py:519</span>,·in·<span·class="ansi-cyan-fg">Retry.increment</span><span·class="ansi-blue-fg">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>	206	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/util/retry.py:519</span>,·in·<span·class="ansi-cyan-fg">Retry.increment</span><span·class="ansi-blue-fg">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>
207	<span·class="ansi-green-intense-fg·ansi-bold">····518</span>·····reason·<span·style="color:·rgb(98,98,98)">=</span>·error·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">or</span>·ResponseError(cause)	207	<span·class="ansi-green-intense-fg·ansi-bold">····518</span>·····reason·<span·style="color:·rgb(98,98,98)">=</span>·error·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">or</span>·ResponseError(cause)
208	<span·class="ansi-green-fg">-->·519</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·MaxRetryError(_pool,·url,·reason)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">reason</span>··<span·style="color:·rgb(95,135,135)">#·type:·ignore[arg-type]</span>	208	<span·class="ansi-green-fg">-->·519</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·MaxRetryError(_pool,·url,·reason)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">reason</span>··<span·style="color:·rgb(95,135,135)">#·type:·ignore[arg-type]</span>
209	<span·class="ansi-green-intense-fg·ansi-bold">····521</span>·log<span·style="color:·rgb(98,98,98)">.</span>debug(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Incremented·Retry·for·(url=</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%s</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">):·</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%r</span><span·style="color:·rgb(175,0,0)">"</span>,·url,·new_retry)	209	<span·class="ansi-green-intense-fg·ansi-bold">····521</span>·log<span·style="color:·rgb(98,98,98)">.</span>debug(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Incremented·Retry·for·(url=</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%s</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">):·</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%r</span><span·style="color:·rgb(175,0,0)">"</span>,·url,·new_retry)

210	<span·class="ansi-red-fg">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff~~45398~~d70>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	210	<span·class="ansi-red-fg">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3f434d70>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))

211	During·handling·of·the·above·exception,·another·exception·occurred:	211	During·handling·of·the·above·exception,·another·exception·occurred:

212	<span·class="ansi-red-fg">ConnectionError</span>···························Traceback·(most·recent·call·last)	212	<span·class="ansi-red-fg">ConnectionError</span>···························Traceback·(most·recent·call·last)
213	Cell·<span·class="ansi-green-fg">In[2],·line·1</span>	213	Cell·<span·class="ansi-green-fg">In[2],·line·1</span>
214	<span·class="ansi-green-fg">---->·1</span>·ds·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">xr</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">tutorial</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">load_dataset</span><span·class="ansi-yellow-bg">(</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">air_temperature</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg">)</span>	214	<span·class="ansi-green-fg">---->·1</span>·ds·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">xr</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">tutorial</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">load_dataset</span><span·class="ansi-yellow-bg">(</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">air_temperature</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg">)</span>
215	<span·class="ansi-green-intense-fg·ansi-bold">······3</span>·<span·style="color:·rgb(95,135,135)">#·to·celsius</span>	215	<span·class="ansi-green-intense-fg·ansi-bold">······3</span>·<span·style="color:·rgb(95,135,135)">#·to·celsius</span>
Offset 304, 15 lines modified		Offset 304, 15 lines modified
304	<span·class="ansi-green-intense-fg·ansi-bold">····696</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·<span·style="color:·rgb(0,135,0)">isinstance</span>(e<span·style="color:·rgb(98,98,98)">.</span>reason,·_SSLError):	304	<span·class="ansi-green-intense-fg·ansi-bold">····696</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·<span·style="color:·rgb(0,135,0)">isinstance</span>(e<span·style="color:·rgb(98,98,98)">.</span>reason,·_SSLError):
305	<span·class="ansi-green-intense-fg·ansi-bold">····697</span>·········<span·style="color:·rgb(95,135,135)">#·This·branch·is·for·urllib3·v1.22·and·later.</span>	305	<span·class="ansi-green-intense-fg·ansi-bold">····697</span>·········<span·style="color:·rgb(95,135,135)">#·This·branch·is·for·urllib3·v1.22·and·later.</span>
306	<span·class="ansi-green-intense-fg·ansi-bold">····698</span>·········<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·SSLError(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	306	<span·class="ansi-green-intense-fg·ansi-bold">····698</span>·········<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·SSLError(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)
307	<span·class="ansi-green-fg">-->·700</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	307	<span·class="ansi-green-fg">-->·700</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)
308	<span·class="ansi-green-intense-fg·ansi-bold">····702</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·ClosedPoolError·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	308	<span·class="ansi-green-intense-fg·ansi-bold">····702</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·ClosedPoolError·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:
309	<span·class="ansi-green-intense-fg·ansi-bold">····703</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	309	<span·class="ansi-green-intense-fg·ansi-bold">····703</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)

310	<span·class="ansi-red-fg">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff~~45398~~d70>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	310	<span·class="ansi-red-fg">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3f434d70>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))
311	</pre></div></div>	311	</pre></div></div>
312	</div>	312	</div>
313	<p>Plot·the·first·timestep:</p>	313	<p>Plot·the·first·timestep:</p>
314	<div·class="nbinput·docutils·container">	314	<div·class="nbinput·docutils·container">
315	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:	315	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:
316	</pre></div>	316	</pre></div>
317	</div>	317	</div>


Offset 115, 15 lines modified		Offset 115, 15 lines modified
115	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in	115	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in
116	HTTPConnection._new_conn(self)	116	HTTPConnection._new_conn(self)
117	····204·except·socket.gaierror·as·e:	117	····204·except·socket.gaierror·as·e:
118	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e	118	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e
119	····206·except·SocketTimeout·as·e:	119	····206·except·SocketTimeout·as·e:

120	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at	120	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at
121	0xffff~~45398~~d70>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	121	0xffff3f434d70>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
122	in·name·resolution)	122	in·name·resolution)

123	The·above·exception·was·the·direct·cause·of·the·following·exception:	123	The·above·exception·was·the·direct·cause·of·the·following·exception:

124	MaxRetryError·····························Traceback·(most·recent·call·last)	124	MaxRetryError·····························Traceback·(most·recent·call·last)
125	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in	125	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in
126	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)	126	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)
Offset 159, 15 lines modified		Offset 159, 15 lines modified
159	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore	159	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore
160	[arg-type]	160	[arg-type]
161	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)	161	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)

162	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	162	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
163	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	163	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
164	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	164	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
165	0xffff~~45398~~d70>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	165	0xffff3f434d70>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
166	in·name·resolution)"))	166	in·name·resolution)"))

167	During·handling·of·the·above·exception,·another·exception·occurred:	167	During·handling·of·the·above·exception,·another·exception·occurred:

168	ConnectionError···························Traceback·(most·recent·call·last)	168	ConnectionError···························Traceback·(most·recent·call·last)
169	Cell·In[2],·line·1	169	Cell·In[2],·line·1
170	---->·1·ds·=·xr.tutorial.load_dataset("air_temperature")	170	---->·1·ds·=·xr.tutorial.load_dataset("air_temperature")
Offset 278, 15 lines modified		Offset 278, 15 lines modified
278	-->·700·····raise·ConnectionError(e,·request=request)	278	-->·700·····raise·ConnectionError(e,·request=request)
279	····702·except·ClosedPoolError·as·e:	279	····702·except·ClosedPoolError·as·e:
280	····703·····raise·ConnectionError(e,·request=request)	280	····703·····raise·ConnectionError(e,·request=request)

281	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	281	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
282	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	282	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
283	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	283	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
284	0xffff~~45398~~d70>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	284	0xffff3f434d70>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
285	in·name·resolution)"))	285	in·name·resolution)"))
286	Plot·the·first·timestep:	286	Plot·the·first·timestep:
287	[3]:	287	[3]:
288	projection·=·ccrs.LambertConformal(central_longitude=-95,·central_latitude=45)	288	projection·=·ccrs.LambertConformal(central_longitude=-95,·central_latitude=45)

289	f,·ax·=·plt.subplots(subplot_kw=dict(projection=projection))	289	f,·ax·=·plt.subplots(subplot_kw=dict(projection=projection))


Offset 144, 15 lines modified		Offset 144, 15 lines modified
144	<span·class="ansi-green-intense-fg·ansi-bold">····705</span>·server_hostname:·<span·style="color:·rgb(0,135,0)">str</span>·<span·style="color:·rgb(98,98,98)">=</span>·<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host	144	<span·class="ansi-green-intense-fg·ansi-bold">····705</span>·server_hostname:·<span·style="color:·rgb(0,135,0)">str</span>·<span·style="color:·rgb(98,98,98)">=</span>·<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host

145	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/connection.py:205</span>,·in·<span·class="ansi-cyan-fg">HTTPConnection._new_conn</span><span·class="ansi-blue-fg">(self)</span>	145	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/connection.py:205</span>,·in·<span·class="ansi-cyan-fg">HTTPConnection._new_conn</span><span·class="ansi-blue-fg">(self)</span>
146	<span·class="ansi-green-intense-fg·ansi-bold">····204</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·socket<span·style="color:·rgb(98,98,98)">.</span>gaierror·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	146	<span·class="ansi-green-intense-fg·ansi-bold">····204</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·socket<span·style="color:·rgb(98,98,98)">.</span>gaierror·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:
147	<span·class="ansi-green-fg">-->·205</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·NameResolutionError(<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host,·<span·style="color:·rgb(0,135,0)">self</span>,·e)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">e</span>	147	<span·class="ansi-green-fg">-->·205</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·NameResolutionError(<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host,·<span·style="color:·rgb(0,135,0)">self</span>,·e)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">e</span>
148	<span·class="ansi-green-intense-fg·ansi-bold">····206</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·SocketTimeout·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	148	<span·class="ansi-green-intense-fg·ansi-bold">····206</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·SocketTimeout·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:

149	<span·class="ansi-red-fg">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff3~~6a0~~e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)	149	<span·class="ansi-red-fg">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff3f74e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)

150	The·above·exception·was·the·direct·cause·of·the·following·exception:	150	The·above·exception·was·the·direct·cause·of·the·following·exception:

151	<span·class="ansi-red-fg">MaxRetryError</span>·····························Traceback·(most·recent·call·last)	151	<span·class="ansi-red-fg">MaxRetryError</span>·····························Traceback·(most·recent·call·last)
152	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/requests/adapters.py:667</span>,·in·<span·class="ansi-cyan-fg">HTTPAdapter.send</span><span·class="ansi-blue-fg">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>	152	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/requests/adapters.py:667</span>,·in·<span·class="ansi-cyan-fg">HTTPAdapter.send</span><span·class="ansi-blue-fg">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>
153	<span·class="ansi-green-intense-fg·ansi-bold">····666</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:	153	<span·class="ansi-green-intense-fg·ansi-bold">····666</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:
154	<span·class="ansi-green-fg">-->·667</span>·····resp·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">conn</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">urlopen</span><span·class="ansi-yellow-bg">(</span>	154	<span·class="ansi-green-fg">-->·667</span>·····resp·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">conn</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">urlopen</span><span·class="ansi-yellow-bg">(</span>
Offset 178, 15 lines modified		Offset 178, 15 lines modified
178	<span·class="ansi-green-intense-fg·ansi-bold">····844</span>·retries<span·style="color:·rgb(98,98,98)">.</span>sleep()	178	<span·class="ansi-green-intense-fg·ansi-bold">····844</span>·retries<span·style="color:·rgb(98,98,98)">.</span>sleep()

179	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/util/retry.py:519</span>,·in·<span·class="ansi-cyan-fg">Retry.increment</span><span·class="ansi-blue-fg">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>	179	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/util/retry.py:519</span>,·in·<span·class="ansi-cyan-fg">Retry.increment</span><span·class="ansi-blue-fg">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>
180	<span·class="ansi-green-intense-fg·ansi-bold">····518</span>·····reason·<span·style="color:·rgb(98,98,98)">=</span>·error·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">or</span>·ResponseError(cause)	180	<span·class="ansi-green-intense-fg·ansi-bold">····518</span>·····reason·<span·style="color:·rgb(98,98,98)">=</span>·error·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">or</span>·ResponseError(cause)
181	<span·class="ansi-green-fg">-->·519</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·MaxRetryError(_pool,·url,·reason)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">reason</span>··<span·style="color:·rgb(95,135,135)">#·type:·ignore[arg-type]</span>	181	<span·class="ansi-green-fg">-->·519</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·MaxRetryError(_pool,·url,·reason)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">reason</span>··<span·style="color:·rgb(95,135,135)">#·type:·ignore[arg-type]</span>
182	<span·class="ansi-green-intense-fg·ansi-bold">····521</span>·log<span·style="color:·rgb(98,98,98)">.</span>debug(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Incremented·Retry·for·(url=</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%s</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">):·</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%r</span><span·style="color:·rgb(175,0,0)">"</span>,·url,·new_retry)	182	<span·class="ansi-green-intense-fg·ansi-bold">····521</span>·log<span·style="color:·rgb(98,98,98)">.</span>debug(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Incremented·Retry·for·(url=</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%s</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">):·</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%r</span><span·style="color:·rgb(175,0,0)">"</span>,·url,·new_retry)

183	<span·class="ansi-red-fg">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3~~6a0~~e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	183	<span·class="ansi-red-fg">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3f74e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))

184	During·handling·of·the·above·exception,·another·exception·occurred:	184	During·handling·of·the·above·exception,·another·exception·occurred:

185	<span·class="ansi-red-fg">ConnectionError</span>···························Traceback·(most·recent·call·last)	185	<span·class="ansi-red-fg">ConnectionError</span>···························Traceback·(most·recent·call·last)
186	Cell·<span·class="ansi-green-fg">In[1],·line·5</span>	186	Cell·<span·class="ansi-green-fg">In[1],·line·5</span>
187	<span·class="ansi-green-intense-fg·ansi-bold">······2</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">import</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">numpy</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">np</span>	187	<span·class="ansi-green-intense-fg·ansi-bold">······2</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">import</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">numpy</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">np</span>
188	<span·class="ansi-green-intense-fg·ansi-bold">······3</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">import</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">pandas</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">pd</span>	188	<span·class="ansi-green-intense-fg·ansi-bold">······3</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">import</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">pandas</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">pd</span>
Offset 278, 15 lines modified		Offset 278, 15 lines modified
278	<span·class="ansi-green-intense-fg·ansi-bold">····696</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·<span·style="color:·rgb(0,135,0)">isinstance</span>(e<span·style="color:·rgb(98,98,98)">.</span>reason,·_SSLError):	278	<span·class="ansi-green-intense-fg·ansi-bold">····696</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·<span·style="color:·rgb(0,135,0)">isinstance</span>(e<span·style="color:·rgb(98,98,98)">.</span>reason,·_SSLError):
279	<span·class="ansi-green-intense-fg·ansi-bold">····697</span>·········<span·style="color:·rgb(95,135,135)">#·This·branch·is·for·urllib3·v1.22·and·later.</span>	279	<span·class="ansi-green-intense-fg·ansi-bold">····697</span>·········<span·style="color:·rgb(95,135,135)">#·This·branch·is·for·urllib3·v1.22·and·later.</span>
280	<span·class="ansi-green-intense-fg·ansi-bold">····698</span>·········<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·SSLError(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	280	<span·class="ansi-green-intense-fg·ansi-bold">····698</span>·········<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·SSLError(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)
281	<span·class="ansi-green-fg">-->·700</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	281	<span·class="ansi-green-fg">-->·700</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)
282	<span·class="ansi-green-intense-fg·ansi-bold">····702</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·ClosedPoolError·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	282	<span·class="ansi-green-intense-fg·ansi-bold">····702</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·ClosedPoolError·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:
283	<span·class="ansi-green-intense-fg·ansi-bold">····703</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	283	<span·class="ansi-green-intense-fg·ansi-bold">····703</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)

284	<span·class="ansi-red-fg">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3~~6a0~~e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	284	<span·class="ansi-red-fg">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3f74e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))
285	</pre></div></div>	285	</pre></div></div>
286	</div>	286	</div>
287	<div·class="nbinput·nblast·docutils·container">	287	<div·class="nbinput·nblast·docutils·container">
288	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:	288	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:
289	</pre></div>	289	</pre></div>
290	</div>	290	</div>
291	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span>	291	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span>


Offset 92, 15 lines modified		Offset 92, 15 lines modified
92	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in	92	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in
93	HTTPConnection._new_conn(self)	93	HTTPConnection._new_conn(self)
94	····204·except·socket.gaierror·as·e:	94	····204·except·socket.gaierror·as·e:
95	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e	95	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e
96	····206·except·SocketTimeout·as·e:	96	····206·except·SocketTimeout·as·e:

97	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at	97	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at
98	0xffff3~~6a0~~e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	98	0xffff3f74e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
99	in·name·resolution)	99	in·name·resolution)

100	The·above·exception·was·the·direct·cause·of·the·following·exception:	100	The·above·exception·was·the·direct·cause·of·the·following·exception:

101	MaxRetryError·····························Traceback·(most·recent·call·last)	101	MaxRetryError·····························Traceback·(most·recent·call·last)
102	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in	102	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in
103	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)	103	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)
Offset 136, 15 lines modified		Offset 136, 15 lines modified
136	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore	136	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore
137	[arg-type]	137	[arg-type]
138	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)	138	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)

139	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	139	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
140	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	140	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
141	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	141	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
142	0xffff3~~6a0~~e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	142	0xffff3f74e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
143	in·name·resolution)"))	143	in·name·resolution)"))

144	During·handling·of·the·above·exception,·another·exception·occurred:	144	During·handling·of·the·above·exception,·another·exception·occurred:

145	ConnectionError···························Traceback·(most·recent·call·last)	145	ConnectionError···························Traceback·(most·recent·call·last)
146	Cell·In[1],·line·5	146	Cell·In[1],·line·5
147	······2·import·numpy·as·np	147	······2·import·numpy·as·np
Offset 256, 15 lines modified		Offset 256, 15 lines modified
256	-->·700·····raise·ConnectionError(e,·request=request)	256	-->·700·····raise·ConnectionError(e,·request=request)
257	····702·except·ClosedPoolError·as·e:	257	····702·except·ClosedPoolError·as·e:
258	····703·····raise·ConnectionError(e,·request=request)	258	····703·····raise·ConnectionError(e,·request=request)

259	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	259	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
260	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	260	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
261	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	261	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
262	0xffff3~~6a0~~e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	262	0xffff3f74e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
263	in·name·resolution)"))	263	in·name·resolution)"))
264	[·]:	264	[·]:
265	_\x8[_\x8L_\x8o_\x8g_\x8o_\x8·_\x8o_\x8f_\x8·_\x8x_\x8a_\x8r_\x8r_\x8a_\x8y_\x8]	265	_\x8[_\x8L_\x8o_\x8g_\x8o_\x8·_\x8o_\x8f_\x8·_\x8x_\x8a_\x8r_\x8r_\x8a_\x8y_\x8]
266	\x8\x8\x8\x8\x8\x8·_\x8x\x8x_\x8a\x8a_\x8r\x8r_\x8r\x8r_\x8a\x8a_\x8y\x8y·\x8\x8\x8\x8\x8\x8	266	\x8\x8\x8\x8\x8\x8·_\x8x\x8x_\x8a\x8a_\x8r\x8r_\x8r\x8r_\x8a\x8a_\x8y\x8y·\x8\x8\x8\x8\x8\x8
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20	············"cell_type":·"code",	20	············"cell_type":·"code",
21	············"execution_count":·1,	21	············"execution_count":·1,
22	············"metadata":·{	22	············"metadata":·{
23	················"execution":·{	23	················"execution":·{
24	····················"iopub.execute_input":·"2026-05-03T16:34:18.818563Z",	24	····················"iopub.execute_input":·"2025-03-31T10:45:44.684867Z",
25	····················"iopub.status.busy":·"2026-05-03T16:34:18.~~8183~~14Z",	25	····················"iopub.status.busy":·"2025-03-31T10:45:44.684617Z",
26	····················"iopub.status.idle":·"2026-05-03T16:34:20.749404Z",	26	····················"iopub.status.idle":·"2025-03-31T10:45:45.665930Z",
27	····················"shell.execute_reply":·"2026-05-03T16:34:20.~~7486~~95Z"	27	····················"shell.execute_reply":·"2025-03-31T10:45:45.665196Z"
28	················}	28	················}
29	············},	29	············},
30	············"outputs":·[],	30	············"outputs":·[],
31	············"source":·[	31	············"source":·[
32	················"import·numpy·as·np\n",	32	················"import·numpy·as·np\n",
33	················"import·cartopy.crs·as·ccrs\n",	33	················"import·cartopy.crs·as·ccrs\n",
34	················"import·cartopy.feature·as·cfeature\n",	34	················"import·cartopy.feature·as·cfeature\n",
Offset 75, 24 lines modified		Offset 75, 24 lines modified
75	············]	75	············]
76	········},	76	········},
77	········{	77	········{
78	············"cell_type":·"code",	78	············"cell_type":·"code",
79	············"execution_count":·2,	79	············"execution_count":·2,
80	············"metadata":·{	80	············"metadata":·{
81	················"execution":·{	81	················"execution":·{
82	····················"iopub.execute_input":·"2026-05-03T16:34:20.~~755535~~Z",	82	····················"iopub.execute_input":·"2025-03-31T10:45:45.682240Z",
83	····················"iopub.status.busy":·"2026-05-03T16:34:20.~~755123~~Z",	83	····················"iopub.status.busy":·"2025-03-31T10:45:45.681777Z",
84	····················"iopub.status.idle":·"2026-05-03T16:34:22.3~~05532~~Z",	84	····················"iopub.status.idle":·"2025-03-31T10:45:46.346095Z",
85	····················"shell.execute_reply":·"2026-05-03T16:34:22.3~~04643~~Z"	85	····················"shell.execute_reply":·"2025-03-31T10:45:46.345186Z"
86	················}	86	················}
87	············},	87	············},
88	············"outputs":·[	88	············"outputs":·[
89	················{	89	················{
90	····················"ename":·"ConnectionError",	90	····················"ename":·"ConnectionError",
91	····················"evalue":·"HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/ROMS_example.nc·(Caused·by·NameResolutionError(\"<urllib3.connection.HTTPSConnection·object·at·0xffff~~3bbc~~42f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)\"))",	91	····················"evalue":·"HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/ROMS_example.nc·(Caused·by·NameResolutionError(\"<urllib3.connection.HTTPSConnection·object·at·0xffff463642f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)\"))",
92	····················"output_type":·"error",	92	····················"output_type":·"error",
93	····················"traceback":·[	93	····················"traceback":·[


Offset 36, 24 lines modified		Offset 36, 24 lines modified
36	············"execution_count":·1,	36	············"execution_count":·1,
37	············"metadata":·{	37	············"metadata":·{
38	················"ExecuteTime":·{	38	················"ExecuteTime":·{
39	····················"end_time":·"2020-01-15T14:45:51.659160Z",	39	····················"end_time":·"2020-01-15T14:45:51.659160Z",
40	····················"start_time":·"2020-01-15T14:45:50.528742Z"	40	····················"start_time":·"2020-01-15T14:45:50.528742Z"
41	················},	41	················},
42	················"execution":·{	42	················"execution":·{
43	····················"iopub.execute_input":·"2026-05-03T16:34:29.~~627110~~Z",	43	····················"iopub.execute_input":·"2025-03-31T10:45:49.599886Z",
44	····················"iopub.status.busy":·"2026-05-03T16:34:29.~~626850~~Z",	44	····················"iopub.status.busy":·"2025-03-31T10:45:49.599617Z",
45	····················"iopub.status.idle":·"2026-05-03T16:34:32.~~013~~554Z",	45	····················"iopub.status.idle":·"2025-03-31T10:45:50.846564Z",
46	····················"shell.execute_reply":·"2026-05-03T16:34:32.~~01264~~8Z"	46	····················"shell.execute_reply":·"2025-03-31T10:45:50.845718Z"
47	················}	47	················}
48	············},	48	············},
49	············"outputs":·[	49	············"outputs":·[
50	················{	50	················{
51	····················"ename":·"ConnectionError",	51	····················"ename":·"ConnectionError",
52	····················"evalue":·"HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError(\"<urllib3.connection.HTTPSConnection·object·at·0xffff4540e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)\"))",	52	····················"evalue":·"HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError(\"<urllib3.connection.HTTPSConnection·object·at·0xffff5c41e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)\"))",
53	····················"output_type":·"error",	53	····················"output_type":·"error",
54	····················"traceback":·[	54	····················"traceback":·[
55	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",	55	························"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
56	························"\u001b[0;31mgaierror\u001b[0m··································Traceback·(most·recent·call·last)",	56	························"\u001b[0;31mgaierror\u001b[0m··································Traceback·(most·recent·call·last)",
57	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connection.py:198\u001b[0m,·in·\u001b[0;36mHTTPConnection._new_conn\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m····197\u001b[0m·\u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-->·198\u001b[0m·····sock·\u001b[38;5;241m=\u001b[39m·\u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_connection\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m····199\u001b[0m·\u001b[43m········\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dns_host\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mport\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····200\u001b[0m·\u001b[43m········\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····201\u001b[0m·\u001b[43m········\u001b[49m\u001b[43msource_address\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource_address\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····202\u001b[0m·\u001b[43m········\u001b[49m\u001b[43msocket_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msocket_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····203\u001b[0m·\u001b[43m····\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m····204\u001b[0m·\u001b[38;5;28;01mexcept\u001b[39;00m·socket\u001b[38;5;241m.\u001b[39mgaierror·\u001b[38;5;28;01mas\u001b[39;00m·e:\n",	57	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connection.py:198\u001b[0m,·in·\u001b[0;36mHTTPConnection._new_conn\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m····197\u001b[0m·\u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-->·198\u001b[0m·····sock·\u001b[38;5;241m=\u001b[39m·\u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_connection\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m····199\u001b[0m·\u001b[43m········\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dns_host\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mport\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····200\u001b[0m·\u001b[43m········\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····201\u001b[0m·\u001b[43m········\u001b[49m\u001b[43msource_address\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource_address\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····202\u001b[0m·\u001b[43m········\u001b[49m\u001b[43msocket_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msocket_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····203\u001b[0m·\u001b[43m····\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m····204\u001b[0m·\u001b[38;5;28;01mexcept\u001b[39;00m·socket\u001b[38;5;241m.\u001b[39mgaierror·\u001b[38;5;28;01mas\u001b[39;00m·e:\n",
58	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/util/connection.py:60\u001b[0m,·in·\u001b[0;36mcreate_connection\u001b[0;34m(address,·timeout,·source_address,·socket_options)\u001b[0m\n\u001b[1;32m·····58\u001b[0m·····\u001b[38;5;28;01mraise\u001b[39;00m·LocationParseError(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mhost\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m,·label·empty·or·too·long\u001b[39m\u001b[38;5;124m\"\u001b[39m)·\u001b[38;5;28;01mfrom\u001b[39;00m·\u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m--->·60\u001b[0m·\u001b[38;5;28;01mfor\u001b[39;00m·res·\u001b[38;5;129;01min\u001b[39;00m·\u001b[43msocket\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgetaddrinfo\u001b[49m\u001b[43m(\u001b[49m\u001b[43mhost\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43mport\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43mfamily\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43msocket\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mSOCK_STREAM\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m·····61\u001b[0m·····af,·socktype,·proto,·canonname,·sa·\u001b[38;5;241m=\u001b[39m·res\n",	58	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/util/connection.py:60\u001b[0m,·in·\u001b[0;36mcreate_connection\u001b[0;34m(address,·timeout,·source_address,·socket_options)\u001b[0m\n\u001b[1;32m·····58\u001b[0m·····\u001b[38;5;28;01mraise\u001b[39;00m·LocationParseError(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mhost\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m,·label·empty·or·too·long\u001b[39m\u001b[38;5;124m\"\u001b[39m)·\u001b[38;5;28;01mfrom\u001b[39;00m·\u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m--->·60\u001b[0m·\u001b[38;5;28;01mfor\u001b[39;00m·res·\u001b[38;5;129;01min\u001b[39;00m·\u001b[43msocket\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgetaddrinfo\u001b[49m\u001b[43m(\u001b[49m\u001b[43mhost\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43mport\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43mfamily\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43msocket\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mSOCK_STREAM\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m·····61\u001b[0m·····af,·socktype,·proto,·canonname,·sa·\u001b[38;5;241m=\u001b[39m·res\n",
59	························"File·\u001b[0;32m/usr/lib/python3.13/socket.py:977\u001b[0m,·in·\u001b[0;36mgetaddrinfo\u001b[0;34m(host,·port,·family,·type,·proto,·flags)\u001b[0m\n\u001b[1;32m····976\u001b[0m·addrlist·\u001b[38;5;241m=\u001b[39m·[]\n\u001b[0;32m-->·977\u001b[0m·\u001b[38;5;28;01mfor\u001b[39;00m·res·\u001b[38;5;129;01min\u001b[39;00m·\u001b[43m_socket\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgetaddrinfo\u001b[49m\u001b[43m(\u001b[49m\u001b[43mhost\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43mport\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43mfamily\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[38;5;28;43mtype\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43mproto\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43mflags\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m····978\u001b[0m·····af,·socktype,·proto,·canonname,·sa·\u001b[38;5;241m=\u001b[39m·res\n",	59	························"File·\u001b[0;32m/usr/lib/python3.13/socket.py:977\u001b[0m,·in·\u001b[0;36mgetaddrinfo\u001b[0;34m(host,·port,·family,·type,·proto,·flags)\u001b[0m\n\u001b[1;32m····976\u001b[0m·addrlist·\u001b[38;5;241m=\u001b[39m·[]\n\u001b[0;32m-->·977\u001b[0m·\u001b[38;5;28;01mfor\u001b[39;00m·res·\u001b[38;5;129;01min\u001b[39;00m·\u001b[43m_socket\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgetaddrinfo\u001b[49m\u001b[43m(\u001b[49m\u001b[43mhost\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43mport\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43mfamily\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[38;5;28;43mtype\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43mproto\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43mflags\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m····978\u001b[0m·····af,·socktype,·proto,·canonname,·sa·\u001b[38;5;241m=\u001b[39m·res\n",
Offset 62, 35 lines modified		Offset 62, 35 lines modified
62	························"\u001b[0;31mNameResolutionError\u001b[0m·······················Traceback·(most·recent·call·last)",	62	························"\u001b[0;31mNameResolutionError\u001b[0m·······················Traceback·(most·recent·call·last)",
63	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connectionpool.py:787\u001b[0m,·in·\u001b[0;36mHTTPConnectionPool.urlopen\u001b[0;34m(self,·method,·url,·body,·headers,·retries,·redirect,·assert_same_host,·timeout,·pool_timeout,·release_conn,·chunked,·body_pos,·preload_content,·decode_content,·*response_kw)\u001b[0m\n\u001b[1;32m····786\u001b[0m·\u001b[38;5;66;03m#·Make·the·request·on·the·HTTPConnection·object\u001b[39;00m\n\u001b[0;32m-->·787\u001b[0m·response·\u001b[38;5;241m=\u001b[39m·\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m····788\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mconn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····789\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····790\u001b[0m·\u001b[43m····\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····791\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout_obj\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····792\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbody\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····793\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····794\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mchunked\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunked\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····795\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mretries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····796\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mresponse_conn\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mresponse_conn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····797\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mpreload_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpreload_content\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····798\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdecode_content\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····799\u001b[0m·\u001b[43m····\u001b[49m\u001b[38;5;241;43m\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mresponse_kw\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····800\u001b[0m·\u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m····802\u001b[0m·\u001b[38;5;66;03m#·Everything·went·great!\u001b[39;00m\n",	63	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connectionpool.py:787\u001b[0m,·in·\u001b[0;36mHTTPConnectionPool.urlopen\u001b[0;34m(self,·method,·url,·body,·headers,·retries,·redirect,·assert_same_host,·timeout,·pool_timeout,·release_conn,·chunked,·body_pos,·preload_content,·decode_content,·*response_kw)\u001b[0m\n\u001b[1;32m····786\u001b[0m·\u001b[38;5;66;03m#·Make·the·request·on·the·HTTPConnection·object\u001b[39;00m\n\u001b[0;32m-->·787\u001b[0m·response·\u001b[38;5;241m=\u001b[39m·\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m····788\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mconn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····789\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····790\u001b[0m·\u001b[43m····\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····791\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout_obj\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····792\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbody\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····793\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····794\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mchunked\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunked\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····795\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mretries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····796\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mresponse_conn\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mresponse_conn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····797\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mpreload_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpreload_content\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····798\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdecode_content\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····799\u001b[0m·\u001b[43m····\u001b[49m\u001b[38;5;241;43m\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mresponse_kw\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····800\u001b[0m·\u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m····802\u001b[0m·\u001b[38;5;66;03m#·Everything·went·great!\u001b[39;00m\n",
64	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connectionpool.py:488\u001b[0m,·in·\u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self,·conn,·method,·url,·body,·headers,·retries,·timeout,·chunked,·response_conn,·preload_content,·decode_content,·enforce_content_length)\u001b[0m\n\u001b[1;32m····487\u001b[0m·········new_e·\u001b[38;5;241m=\u001b[39m·_wrap_proxy_error(new_e,·conn\u001b[38;5;241m.\u001b[39mproxy\u001b[38;5;241m.\u001b[39mscheme)\n\u001b[0;32m-->·488\u001b[0m·····\u001b[38;5;28;01mraise\u001b[39;00m·new_e\n\u001b[1;32m····490\u001b[0m·\u001b[38;5;66;03m#·conn.request()·calls·http.client.*.request,·not·the·method·in\u001b[39;00m\n\u001b[1;32m····491\u001b[0m·\u001b[38;5;66;03m#·urllib3.request.·It·also·calls·makefile·(recv)·on·the·socket.\u001b[39;00m\n",	64	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connectionpool.py:488\u001b[0m,·in·\u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self,·conn,·method,·url,·body,·headers,·retries,·timeout,·chunked,·response_conn,·preload_content,·decode_content,·enforce_content_length)\u001b[0m\n\u001b[1;32m····487\u001b[0m·········new_e·\u001b[38;5;241m=\u001b[39m·_wrap_proxy_error(new_e,·conn\u001b[38;5;241m.\u001b[39mproxy\u001b[38;5;241m.\u001b[39mscheme)\n\u001b[0;32m-->·488\u001b[0m·····\u001b[38;5;28;01mraise\u001b[39;00m·new_e\n\u001b[1;32m····490\u001b[0m·\u001b[38;5;66;03m#·conn.request()·calls·http.client.*.request,·not·the·method·in\u001b[39;00m\n\u001b[1;32m····491\u001b[0m·\u001b[38;5;66;03m#·urllib3.request.·It·also·calls·makefile·(recv)·on·the·socket.\u001b[39;00m\n",
65	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connectionpool.py:464\u001b[0m,·in·\u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self,·conn,·method,·url,·body,·headers,·retries,·timeout,·chunked,·response_conn,·preload_content,·decode_content,·enforce_content_length)\u001b[0m\n\u001b[1;32m····463\u001b[0m·\u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-->·464\u001b[0m·····\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_conn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mconn\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m····465\u001b[0m·\u001b[38;5;28;01mexcept\u001b[39;00m·(SocketTimeout,·BaseSSLError)·\u001b[38;5;28;01mas\u001b[39;00m·e:\n",	65	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connectionpool.py:464\u001b[0m,·in·\u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self,·conn,·method,·url,·body,·headers,·retries,·timeout,·chunked,·response_conn,·preload_content,·decode_content,·enforce_content_length)\u001b[0m\n\u001b[1;32m····463\u001b[0m·\u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-->·464\u001b[0m·····\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_conn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mconn\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m····465\u001b[0m·\u001b[38;5;28;01mexcept\u001b[39;00m·(SocketTimeout,·BaseSSLError)·\u001b[38;5;28;01mas\u001b[39;00m·e:\n",
66	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connectionpool.py:1093\u001b[0m,·in·\u001b[0;36mHTTPSConnectionPool._validate_conn\u001b[0;34m(self,·conn)\u001b[0m\n\u001b[1;32m···1092\u001b[0m·\u001b[38;5;28;01mif\u001b[39;00m·conn\u001b[38;5;241m.\u001b[39mis_closed:\n\u001b[0;32m->·1093\u001b[0m·····\u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m···1095\u001b[0m·\u001b[38;5;66;03m#·TODO·revise·this,·see·https://github.com/urllib3/urllib3/issues/2791\u001b[39;00m\n",	66	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connectionpool.py:1093\u001b[0m,·in·\u001b[0;36mHTTPSConnectionPool._validate_conn\u001b[0;34m(self,·conn)\u001b[0m\n\u001b[1;32m···1092\u001b[0m·\u001b[38;5;28;01mif\u001b[39;00m·conn\u001b[38;5;241m.\u001b[39mis_closed:\n\u001b[0;32m->·1093\u001b[0m·····\u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m···1095\u001b[0m·\u001b[38;5;66;03m#·TODO·revise·this,·see·https://github.com/urllib3/urllib3/issues/2791\u001b[39;00m\n",
67	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connection.py:704\u001b[0m,·in·\u001b[0;36mHTTPSConnection.connect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m····703\u001b[0m·sock:·socket\u001b[38;5;241m.\u001b[39msocket·\u001b[38;5;241m\|\u001b[39m·ssl\u001b[38;5;241m.\u001b[39mSSLSocket\n\u001b[0;32m-->·704\u001b[0m·\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msock·\u001b[38;5;241m=\u001b[39m·sock·\u001b[38;5;241m=\u001b[39m·\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_new_conn\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m····705\u001b[0m·server_hostname:·\u001b[38;5;28mstr\u001b[39m·\u001b[38;5;241m=\u001b[39m·\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhost\n",	67	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connection.py:704\u001b[0m,·in·\u001b[0;36mHTTPSConnection.connect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m····703\u001b[0m·sock:·socket\u001b[38;5;241m.\u001b[39msocket·\u001b[38;5;241m\|\u001b[39m·ssl\u001b[38;5;241m.\u001b[39mSSLSocket\n\u001b[0;32m-->·704\u001b[0m·\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msock·\u001b[38;5;241m=\u001b[39m·sock·\u001b[38;5;241m=\u001b[39m·\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_new_conn\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m····705\u001b[0m·server_hostname:·\u001b[38;5;28mstr\u001b[39m·\u001b[38;5;241m=\u001b[39m·\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhost\n",
68	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connection.py:205\u001b[0m,·in·\u001b[0;36mHTTPConnection._new_conn\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m····204\u001b[0m·\u001b[38;5;28;01mexcept\u001b[39;00m·socket\u001b[38;5;241m.\u001b[39mgaierror·\u001b[38;5;28;01mas\u001b[39;00m·e:\n\u001b[0;32m-->·205\u001b[0m·····\u001b[38;5;28;01mraise\u001b[39;00m·NameResolutionError(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhost,·\u001b[38;5;28mself\u001b[39m,·e)·\u001b[38;5;28;01mfrom\u001b[39;00m·\u001b[38;5;21;01me\u001b[39;00m\n\u001b[1;32m····206\u001b[0m·\u001b[38;5;28;01mexcept\u001b[39;00m·SocketTimeout·\u001b[38;5;28;01mas\u001b[39;00m·e:\n",	68	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connection.py:205\u001b[0m,·in·\u001b[0;36mHTTPConnection._new_conn\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m····204\u001b[0m·\u001b[38;5;28;01mexcept\u001b[39;00m·socket\u001b[38;5;241m.\u001b[39mgaierror·\u001b[38;5;28;01mas\u001b[39;00m·e:\n\u001b[0;32m-->·205\u001b[0m·····\u001b[38;5;28;01mraise\u001b[39;00m·NameResolutionError(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhost,·\u001b[38;5;28mself\u001b[39m,·e)·\u001b[38;5;28;01mfrom\u001b[39;00m·\u001b[38;5;21;01me\u001b[39;00m\n\u001b[1;32m····206\u001b[0m·\u001b[38;5;28;01mexcept\u001b[39;00m·SocketTimeout·\u001b[38;5;28;01mas\u001b[39;00m·e:\n",
69	························"\u001b[0;31mNameResolutionError\u001b[0m:·<urllib3.connection.HTTPSConnection·object·at·0xffff4540e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)",	69	························"\u001b[0;31mNameResolutionError\u001b[0m:·<urllib3.connection.HTTPSConnection·object·at·0xffff5c41e270>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)",
70	························"\nThe·above·exception·was·the·direct·cause·of·the·following·exception:\n",	70	························"\nThe·above·exception·was·the·direct·cause·of·the·following·exception:\n",
71	························"\u001b[0;31mMaxRetryError\u001b[0m·····························Traceback·(most·recent·call·last)",	71	························"\u001b[0;31mMaxRetryError\u001b[0m·····························Traceback·(most·recent·call·last)",
72	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/requests/adapters.py:667\u001b[0m,·in·\u001b[0;36mHTTPAdapter.send\u001b[0;34m(self,·request,·stream,·timeout,·verify,·cert,·proxies)\u001b[0m\n\u001b[1;32m····666\u001b[0m·\u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-->·667\u001b[0m·····resp·\u001b[38;5;241m=\u001b[39m·\u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43murlopen\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m····668\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····669\u001b[0m·\u001b[43m········\u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····670\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbody\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····671\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····672\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mredirect\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m····673\u001b[0m·\u001b[43m········\u001b[49m\u001b[43massert_same_host\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m····674\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mpreload_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m····675\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m····676\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mretries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmax_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····677\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····678\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mchunked\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunked\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····679\u001b[0m·\u001b[43m····\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m····681\u001b[0m·\u001b[38;5;28;01mexcept\u001b[39;00m·(ProtocolError,·\u001b[38;5;167;01mOSError\u001b[39;00m)·\u001b[38;5;28;01mas\u001b[39;00m·err:\n",	72	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/requests/adapters.py:667\u001b[0m,·in·\u001b[0;36mHTTPAdapter.send\u001b[0;34m(self,·request,·stream,·timeout,·verify,·cert,·proxies)\u001b[0m\n\u001b[1;32m····666\u001b[0m·\u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-->·667\u001b[0m·····resp·\u001b[38;5;241m=\u001b[39m·\u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43murlopen\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m····668\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····669\u001b[0m·\u001b[43m········\u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····670\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbody\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····671\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····672\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mredirect\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m····673\u001b[0m·\u001b[43m········\u001b[49m\u001b[43massert_same_host\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m····674\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mpreload_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m····675\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m····676\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mretries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmax_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····677\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····678\u001b[0m·\u001b[43m········\u001b[49m\u001b[43mchunked\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunked\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m····679\u001b[0m·\u001b[43m····\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m····681\u001b[0m·\u001b[38;5;28;01mexcept\u001b[39;00m·(ProtocolError,·\u001b[38;5;167;01mOSError\u001b[39;00m)·\u001b[38;5;28;01mas\u001b[39;00m·err:\n",
73	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connectionpool.py:841\u001b[0m,·in·\u001b[0;36mHTTPConnectionPool.urlopen\u001b[0;34m(self,·method,·url,·body,·headers,·retries,·redirect,·assert_same_host,·timeout,·pool_timeout,·release_conn,·chunked,·body_pos,·preload_content,·decode_content,·**response_kw)\u001b[0m\n\u001b[1;32m····839\u001b[0m·····new_e·\u001b[38;5;241m=\u001b[39m·ProtocolError(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mConnection·aborted.\u001b[39m\u001b[38;5;124m\"\u001b[39m,·new_e)\n\u001b[0;32m-->·841\u001b[0m·retries·\u001b[38;5;241m=\u001b[39m·\u001b[43mretries\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mincrement\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m····842\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43merror\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnew_e\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43m_stacktrace\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msys\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexc_info\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m····843\u001b[0m·\u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m····844\u001b[0m·retries\u001b[38;5;241m.\u001b[39msleep()\n",	73	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/connectionpool.py:841\u001b[0m,·in·\u001b[0;36mHTTPConnectionPool.urlopen\u001b[0;34m(self,·method,·url,·body,·headers,·retries,·redirect,·assert_same_host,·timeout,·pool_timeout,·release_conn,·chunked,·body_pos,·preload_content,·decode_content,·**response_kw)\u001b[0m\n\u001b[1;32m····839\u001b[0m·····new_e·\u001b[38;5;241m=\u001b[39m·ProtocolError(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mConnection·aborted.\u001b[39m\u001b[38;5;124m\"\u001b[39m,·new_e)\n\u001b[0;32m-->·841\u001b[0m·retries·\u001b[38;5;241m=\u001b[39m·\u001b[43mretries\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mincrement\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m····842\u001b[0m·\u001b[43m····\u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43merror\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnew_e\u001b[49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m·\u001b[49m\u001b[43m_stacktrace\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msys\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexc_info\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m····843\u001b[0m·\u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m····844\u001b[0m·retries\u001b[38;5;241m.\u001b[39msleep()\n",
74	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/util/retry.py:519\u001b[0m,·in·\u001b[0;36mRetry.increment\u001b[0;34m(self,·method,·url,·response,·error,·_pool,·_stacktrace)\u001b[0m\n\u001b[1;32m····518\u001b[0m·····reason·\u001b[38;5;241m=\u001b[39m·error·\u001b[38;5;129;01mor\u001b[39;00m·ResponseError(cause)\n\u001b[0;32m-->·519\u001b[0m·····\u001b[38;5;28;01mraise\u001b[39;00m·MaxRetryError(_pool,·url,·reason)·\u001b[38;5;28;01mfrom\u001b[39;00m·\u001b[38;5;21;01mreason\u001b[39;00m··\u001b[38;5;66;03m#·type:·ignore[arg-type]\u001b[39;00m\n\u001b[1;32m····521\u001b[0m·log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIncremented·Retry·for·(url=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m):·\u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m,·url,·new_retry)\n",	74	························"File·\u001b[0;32m/usr/lib/python3/dist-packages/urllib3/util/retry.py:519\u001b[0m,·in·\u001b[0;36mRetry.increment\u001b[0;34m(self,·method,·url,·response,·error,·_pool,·_stacktrace)\u001b[0m\n\u001b[1;32m····518\u001b[0m·····reason·\u001b[38;5;241m=\u001b[39m·error·\u001b[38;5;129;01mor\u001b[39;00m·ResponseError(cause)\n\u001b[0;32m-->·519\u001b[0m·····\u001b[38;5;28;01mraise\u001b[39;00m·MaxRetryError(_pool,·url,·reason)·\u001b[38;5;28;01mfrom\u001b[39;00m·\u001b[38;5;21;01mreason\u001b[39;00m··\u001b[38;5;66;03m#·type:·ignore[arg-type]\u001b[39;00m\n\u001b[1;32m····521\u001b[0m·log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIncremented·Retry·for·(url=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m):·\u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m,·url,·new_retry)\n",


Offset 100, 15 lines modified		Offset 100, 15 lines modified
100	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in	100	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in
101	HTTPConnection._new_conn(self)	101	HTTPConnection._new_conn(self)
102	····204·except·socket.gaierror·as·e:	102	····204·except·socket.gaierror·as·e:
103	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e	103	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e
104	····206·except·SocketTimeout·as·e:	104	····206·except·SocketTimeout·as·e:

105	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at	105	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at
106	0xffff~~5838~~17f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	106	0xffff452b17f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
107	in·name·resolution)	107	in·name·resolution)

108	The·above·exception·was·the·direct·cause·of·the·following·exception:	108	The·above·exception·was·the·direct·cause·of·the·following·exception:

109	MaxRetryError·····························Traceback·(most·recent·call·last)	109	MaxRetryError·····························Traceback·(most·recent·call·last)
110	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in	110	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in
111	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)	111	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)
Offset 144, 15 lines modified		Offset 144, 15 lines modified
144	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore	144	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore
145	[arg-type]	145	[arg-type]
146	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)	146	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)

147	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	147	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
148	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by	148	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by
149	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	149	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
150	0xffff~~5838~~17f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	150	0xffff452b17f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
151	in·name·resolution)"))	151	in·name·resolution)"))

152	During·handling·of·the·above·exception,·another·exception·occurred:	152	During·handling·of·the·above·exception,·another·exception·occurred:

153	ConnectionError···························Traceback·(most·recent·call·last)	153	ConnectionError···························Traceback·(most·recent·call·last)
154	Cell·In[2],·line·1	154	Cell·In[2],·line·1
155	---->·1·ds·=·xr.tutorial.open_dataset("rasm").load()	155	---->·1·ds·=·xr.tutorial.open_dataset("rasm").load()
Offset 249, 15 lines modified		Offset 249, 15 lines modified
249	-->·700·····raise·ConnectionError(e,·request=request)	249	-->·700·····raise·ConnectionError(e,·request=request)
250	····702·except·ClosedPoolError·as·e:	250	····702·except·ClosedPoolError·as·e:
251	····703·····raise·ConnectionError(e,·request=request)	251	····703·····raise·ConnectionError(e,·request=request)

252	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	252	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
253	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by	253	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by
254	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	254	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
255	0xffff~~5838~~17f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	255	0xffff452b17f0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
256	in·name·resolution)"))	256	in·name·resolution)"))
257	\x8\x8\x8\x8\x8·N\x8No\x8ow\x8w·f\x8fo\x8or\x8r·t\x8th\x8he\x8e·h\x8he\x8ea\x8av\x8vy\x8y·l\x8li\x8if\x8ft\x8ti\x8in\x8ng\x8g:\x8:_\x8?\x8¶·\x8\x8\x8\x8\x8	257	\x8\x8\x8\x8\x8·N\x8No\x8ow\x8w·f\x8fo\x8or\x8r·t\x8th\x8he\x8e·h\x8he\x8ea\x8av\x8vy\x8y·l\x8li\x8if\x8ft\x8ti\x8in\x8ng\x8g:\x8:_\x8?\x8¶·\x8\x8\x8\x8\x8
258	We·first·have·to·come·up·with·the·weights,·-·calculate·the·month·length·for	258	We·first·have·to·come·up·with·the·weights,·-·calculate·the·month·length·for
259	each·monthly·data·record·-·calculate·weights·using·groupby('time.season')	259	each·monthly·data·record·-·calculate·weights·using·groupby('time.season')
260	Finally,·we·just·need·to·multiply·our·weights·by·the·Dataset·and·sum·along·the	260	Finally,·we·just·need·to·multiply·our·weights·by·the·Dataset·and·sum·along·the
261	time·dimension.·Creating·a·DataArray·for·the·month·length·is·as·easy·as·using	261	time·dimension.·Creating·a·DataArray·for·the·month·length·is·as·easy·as·using
262	the·days_in_month·accessor·on·the·time·coordinate.·The·calendar·type,·in·this	262	the·days_in_month·accessor·on·the·time·coordinate.·The·calendar·type,·in·this


Offset 155, 15 lines modified		Offset 155, 15 lines modified
155	<span·class="ansi-green-intense-fg·ansi-bold">····705</span>·server_hostname:·<span·style="color:·rgb(0,135,0)">str</span>·<span·style="color:·rgb(98,98,98)">=</span>·<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host	155	<span·class="ansi-green-intense-fg·ansi-bold">····705</span>·server_hostname:·<span·style="color:·rgb(0,135,0)">str</span>·<span·style="color:·rgb(98,98,98)">=</span>·<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host

156	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/connection.py:205</span>,·in·<span·class="ansi-cyan-fg">HTTPConnection._new_conn</span><span·class="ansi-blue-fg">(self)</span>	156	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/connection.py:205</span>,·in·<span·class="ansi-cyan-fg">HTTPConnection._new_conn</span><span·class="ansi-blue-fg">(self)</span>
157	<span·class="ansi-green-intense-fg·ansi-bold">····204</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·socket<span·style="color:·rgb(98,98,98)">.</span>gaierror·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	157	<span·class="ansi-green-intense-fg·ansi-bold">····204</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·socket<span·style="color:·rgb(98,98,98)">.</span>gaierror·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:
158	<span·class="ansi-green-fg">-->·205</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·NameResolutionError(<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host,·<span·style="color:·rgb(0,135,0)">self</span>,·e)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">e</span>	158	<span·class="ansi-green-fg">-->·205</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·NameResolutionError(<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host,·<span·style="color:·rgb(0,135,0)">self</span>,·e)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">e</span>
159	<span·class="ansi-green-intense-fg·ansi-bold">····206</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·SocketTimeout·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	159	<span·class="ansi-green-intense-fg·ansi-bold">····206</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·SocketTimeout·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:

160	<span·class="ansi-red-fg">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff4~~2d00~~c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)	160	<span·class="ansi-red-fg">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff457d4c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)

161	The·above·exception·was·the·direct·cause·of·the·following·exception:	161	The·above·exception·was·the·direct·cause·of·the·following·exception:

162	<span·class="ansi-red-fg">MaxRetryError</span>·····························Traceback·(most·recent·call·last)	162	<span·class="ansi-red-fg">MaxRetryError</span>·····························Traceback·(most·recent·call·last)
163	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/requests/adapters.py:667</span>,·in·<span·class="ansi-cyan-fg">HTTPAdapter.send</span><span·class="ansi-blue-fg">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>	163	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/requests/adapters.py:667</span>,·in·<span·class="ansi-cyan-fg">HTTPAdapter.send</span><span·class="ansi-blue-fg">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>
164	<span·class="ansi-green-intense-fg·ansi-bold">····666</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:	164	<span·class="ansi-green-intense-fg·ansi-bold">····666</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:
165	<span·class="ansi-green-fg">-->·667</span>·····resp·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">conn</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">urlopen</span><span·class="ansi-yellow-bg">(</span>	165	<span·class="ansi-green-fg">-->·667</span>·····resp·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">conn</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">urlopen</span><span·class="ansi-yellow-bg">(</span>
Offset 189, 15 lines modified		Offset 189, 15 lines modified
189	<span·class="ansi-green-intense-fg·ansi-bold">····844</span>·retries<span·style="color:·rgb(98,98,98)">.</span>sleep()	189	<span·class="ansi-green-intense-fg·ansi-bold">····844</span>·retries<span·style="color:·rgb(98,98,98)">.</span>sleep()

190	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/util/retry.py:519</span>,·in·<span·class="ansi-cyan-fg">Retry.increment</span><span·class="ansi-blue-fg">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>	190	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/util/retry.py:519</span>,·in·<span·class="ansi-cyan-fg">Retry.increment</span><span·class="ansi-blue-fg">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>
191	<span·class="ansi-green-intense-fg·ansi-bold">····518</span>·····reason·<span·style="color:·rgb(98,98,98)">=</span>·error·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">or</span>·ResponseError(cause)	191	<span·class="ansi-green-intense-fg·ansi-bold">····518</span>·····reason·<span·style="color:·rgb(98,98,98)">=</span>·error·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">or</span>·ResponseError(cause)
192	<span·class="ansi-green-fg">-->·519</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·MaxRetryError(_pool,·url,·reason)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">reason</span>··<span·style="color:·rgb(95,135,135)">#·type:·ignore[arg-type]</span>	192	<span·class="ansi-green-fg">-->·519</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·MaxRetryError(_pool,·url,·reason)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">reason</span>··<span·style="color:·rgb(95,135,135)">#·type:·ignore[arg-type]</span>
193	<span·class="ansi-green-intense-fg·ansi-bold">····521</span>·log<span·style="color:·rgb(98,98,98)">.</span>debug(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Incremented·Retry·for·(url=</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%s</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">):·</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%r</span><span·style="color:·rgb(175,0,0)">"</span>,·url,·new_retry)	193	<span·class="ansi-green-intense-fg·ansi-bold">····521</span>·log<span·style="color:·rgb(98,98,98)">.</span>debug(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Incremented·Retry·for·(url=</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%s</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">):·</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%r</span><span·style="color:·rgb(175,0,0)">"</span>,·url,·new_retry)

194	<span·class="ansi-red-fg">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff4~~2d00~~c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	194	<span·class="ansi-red-fg">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff457d4c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))

195	During·handling·of·the·above·exception,·another·exception·occurred:	195	During·handling·of·the·above·exception,·another·exception·occurred:

196	<span·class="ansi-red-fg">ConnectionError</span>···························Traceback·(most·recent·call·last)	196	<span·class="ansi-red-fg">ConnectionError</span>···························Traceback·(most·recent·call·last)
197	Cell·<span·class="ansi-green-fg">In[2],·line·1</span>	197	Cell·<span·class="ansi-green-fg">In[2],·line·1</span>
198	<span·class="ansi-green-fg">---->·1</span>·ds·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">xr</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">tutorial</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">open_dataset</span><span·class="ansi-yellow-bg">(</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">rasm</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg">)</span><span·style="color:·rgb(98,98,98)">.</span>load()	198	<span·class="ansi-green-fg">---->·1</span>·ds·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">xr</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">tutorial</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">open_dataset</span><span·class="ansi-yellow-bg">(</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">rasm</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg">)</span><span·style="color:·rgb(98,98,98)">.</span>load()
199	<span·class="ansi-green-intense-fg·ansi-bold">······2</span>·ds	199	<span·class="ansi-green-intense-fg·ansi-bold">······2</span>·ds
Offset 276, 15 lines modified		Offset 276, 15 lines modified
276	<span·class="ansi-green-intense-fg·ansi-bold">····696</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·<span·style="color:·rgb(0,135,0)">isinstance</span>(e<span·style="color:·rgb(98,98,98)">.</span>reason,·_SSLError):	276	<span·class="ansi-green-intense-fg·ansi-bold">····696</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·<span·style="color:·rgb(0,135,0)">isinstance</span>(e<span·style="color:·rgb(98,98,98)">.</span>reason,·_SSLError):
277	<span·class="ansi-green-intense-fg·ansi-bold">····697</span>·········<span·style="color:·rgb(95,135,135)">#·This·branch·is·for·urllib3·v1.22·and·later.</span>	277	<span·class="ansi-green-intense-fg·ansi-bold">····697</span>·········<span·style="color:·rgb(95,135,135)">#·This·branch·is·for·urllib3·v1.22·and·later.</span>
278	<span·class="ansi-green-intense-fg·ansi-bold">····698</span>·········<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·SSLError(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	278	<span·class="ansi-green-intense-fg·ansi-bold">····698</span>·········<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·SSLError(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)
279	<span·class="ansi-green-fg">-->·700</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	279	<span·class="ansi-green-fg">-->·700</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)
280	<span·class="ansi-green-intense-fg·ansi-bold">····702</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·ClosedPoolError·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	280	<span·class="ansi-green-intense-fg·ansi-bold">····702</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·ClosedPoolError·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:
281	<span·class="ansi-green-intense-fg·ansi-bold">····703</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	281	<span·class="ansi-green-intense-fg·ansi-bold">····703</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)

282	<span·class="ansi-red-fg">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff4~~2d00~~c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	282	<span·class="ansi-red-fg">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff457d4c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))
283	</pre></div></div>	283	</pre></div></div>
284	</div>	284	</div>
285	<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·longitudes·and·latitudes·of·the·data.</p>	285	<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·longitudes·and·latitudes·of·the·data.</p>
286	<div·class="nbinput·docutils·container">	286	<div·class="nbinput·docutils·container">
287	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:	287	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:
288	</pre></div>	288	</pre></div>
289	</div>	289	</div>


Offset 98, 15 lines modified		Offset 98, 15 lines modified
98	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in	98	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in
99	HTTPConnection._new_conn(self)	99	HTTPConnection._new_conn(self)
100	····204·except·socket.gaierror·as·e:	100	····204·except·socket.gaierror·as·e:
101	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e	101	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e
102	····206·except·SocketTimeout·as·e:	102	····206·except·SocketTimeout·as·e:

103	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at	103	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at
104	0xffff4~~2d00~~c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	104	0xffff457d4c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
105	in·name·resolution)	105	in·name·resolution)

106	The·above·exception·was·the·direct·cause·of·the·following·exception:	106	The·above·exception·was·the·direct·cause·of·the·following·exception:

107	MaxRetryError·····························Traceback·(most·recent·call·last)	107	MaxRetryError·····························Traceback·(most·recent·call·last)
108	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in	108	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in
109	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)	109	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)
Offset 142, 15 lines modified		Offset 142, 15 lines modified
142	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore	142	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore
143	[arg-type]	143	[arg-type]
144	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)	144	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)

145	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	145	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
146	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by	146	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by
147	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	147	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
148	0xffff4~~2d00~~c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	148	0xffff457d4c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
149	in·name·resolution)"))	149	in·name·resolution)"))

150	During·handling·of·the·above·exception,·another·exception·occurred:	150	During·handling·of·the·above·exception,·another·exception·occurred:

151	ConnectionError···························Traceback·(most·recent·call·last)	151	ConnectionError···························Traceback·(most·recent·call·last)
152	Cell·In[2],·line·1	152	Cell·In[2],·line·1
153	---->·1·ds·=·xr.tutorial.open_dataset("rasm").load()	153	---->·1·ds·=·xr.tutorial.open_dataset("rasm").load()
Offset 247, 15 lines modified		Offset 247, 15 lines modified
247	-->·700·····raise·ConnectionError(e,·request=request)	247	-->·700·····raise·ConnectionError(e,·request=request)
248	····702·except·ClosedPoolError·as·e:	248	····702·except·ClosedPoolError·as·e:
249	····703·····raise·ConnectionError(e,·request=request)	249	····703·····raise·ConnectionError(e,·request=request)

250	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	250	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
251	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by	251	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by
252	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	252	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
253	0xffff4~~2d00~~c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	253	0xffff457d4c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
254	in·name·resolution)"))	254	in·name·resolution)"))
255	In·this·example,·the·l\x8lo\x8og\x8gi\x8ic\x8ca\x8al\x8l·c\x8co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8es\x8s·are·x·and·y,·while·the·p\x8ph\x8hy\x8ys\x8si\x8ic\x8ca\x8al\x8l	255	In·this·example,·the·l\x8lo\x8og\x8gi\x8ic\x8ca\x8al\x8l·c\x8co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8es\x8s·are·x·and·y,·while·the·p\x8ph\x8hy\x8ys\x8si\x8ic\x8ca\x8al\x8l
256	c\x8co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8es\x8s·are·xc·and·yc,·which·represent·the·longitudes·and·latitudes·of·the	256	c\x8co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8es\x8s·are·xc·and·yc,·which·represent·the·longitudes·and·latitudes·of·the
257	data.	257	data.
258	[3]:	258	[3]:
259	print(ds.xc.attrs)	259	print(ds.xc.attrs)
260	print(ds.yc.attrs)	260	print(ds.yc.attrs)


Offset 152, 15 lines modified		Offset 152, 15 lines modified
152	<span·class="ansi-green-intense-fg·ansi-bold">····705</span>·server_hostname:·<span·style="color:·rgb(0,135,0)">str</span>·<span·style="color:·rgb(98,98,98)">=</span>·<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host	152	<span·class="ansi-green-intense-fg·ansi-bold">····705</span>·server_hostname:·<span·style="color:·rgb(0,135,0)">str</span>·<span·style="color:·rgb(98,98,98)">=</span>·<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host

153	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/connection.py:205</span>,·in·<span·class="ansi-cyan-fg">HTTPConnection._new_conn</span><span·class="ansi-blue-fg">(self)</span>	153	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/connection.py:205</span>,·in·<span·class="ansi-cyan-fg">HTTPConnection._new_conn</span><span·class="ansi-blue-fg">(self)</span>
154	<span·class="ansi-green-intense-fg·ansi-bold">····204</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·socket<span·style="color:·rgb(98,98,98)">.</span>gaierror·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	154	<span·class="ansi-green-intense-fg·ansi-bold">····204</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·socket<span·style="color:·rgb(98,98,98)">.</span>gaierror·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:
155	<span·class="ansi-green-fg">-->·205</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·NameResolutionError(<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host,·<span·style="color:·rgb(0,135,0)">self</span>,·e)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">e</span>	155	<span·class="ansi-green-fg">-->·205</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·NameResolutionError(<span·style="color:·rgb(0,135,0)">self</span><span·style="color:·rgb(98,98,98)">.</span>host,·<span·style="color:·rgb(0,135,0)">self</span>,·e)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">e</span>
156	<span·class="ansi-green-intense-fg·ansi-bold">····206</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·SocketTimeout·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	156	<span·class="ansi-green-intense-fg·ansi-bold">····206</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·SocketTimeout·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:

157	<span·class="ansi-red-fg">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff~~4cae~~0c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)	157	<span·class="ansi-red-fg">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff65710c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)

158	The·above·exception·was·the·direct·cause·of·the·following·exception:	158	The·above·exception·was·the·direct·cause·of·the·following·exception:

159	<span·class="ansi-red-fg">MaxRetryError</span>·····························Traceback·(most·recent·call·last)	159	<span·class="ansi-red-fg">MaxRetryError</span>·····························Traceback·(most·recent·call·last)
160	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/requests/adapters.py:667</span>,·in·<span·class="ansi-cyan-fg">HTTPAdapter.send</span><span·class="ansi-blue-fg">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>	160	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/requests/adapters.py:667</span>,·in·<span·class="ansi-cyan-fg">HTTPAdapter.send</span><span·class="ansi-blue-fg">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>
161	<span·class="ansi-green-intense-fg·ansi-bold">····666</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:	161	<span·class="ansi-green-intense-fg·ansi-bold">····666</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:
162	<span·class="ansi-green-fg">-->·667</span>·····resp·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">conn</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">urlopen</span><span·class="ansi-yellow-bg">(</span>	162	<span·class="ansi-green-fg">-->·667</span>·····resp·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">conn</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">urlopen</span><span·class="ansi-yellow-bg">(</span>
Offset 186, 15 lines modified		Offset 186, 15 lines modified
186	<span·class="ansi-green-intense-fg·ansi-bold">····844</span>·retries<span·style="color:·rgb(98,98,98)">.</span>sleep()	186	<span·class="ansi-green-intense-fg·ansi-bold">····844</span>·retries<span·style="color:·rgb(98,98,98)">.</span>sleep()

187	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/util/retry.py:519</span>,·in·<span·class="ansi-cyan-fg">Retry.increment</span><span·class="ansi-blue-fg">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>	187	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/urllib3/util/retry.py:519</span>,·in·<span·class="ansi-cyan-fg">Retry.increment</span><span·class="ansi-blue-fg">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>
188	<span·class="ansi-green-intense-fg·ansi-bold">····518</span>·····reason·<span·style="color:·rgb(98,98,98)">=</span>·error·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">or</span>·ResponseError(cause)	188	<span·class="ansi-green-intense-fg·ansi-bold">····518</span>·····reason·<span·style="color:·rgb(98,98,98)">=</span>·error·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">or</span>·ResponseError(cause)
189	<span·class="ansi-green-fg">-->·519</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·MaxRetryError(_pool,·url,·reason)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">reason</span>··<span·style="color:·rgb(95,135,135)">#·type:·ignore[arg-type]</span>	189	<span·class="ansi-green-fg">-->·519</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·MaxRetryError(_pool,·url,·reason)·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">reason</span>··<span·style="color:·rgb(95,135,135)">#·type:·ignore[arg-type]</span>
190	<span·class="ansi-green-intense-fg·ansi-bold">····521</span>·log<span·style="color:·rgb(98,98,98)">.</span>debug(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Incremented·Retry·for·(url=</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%s</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">):·</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%r</span><span·style="color:·rgb(175,0,0)">"</span>,·url,·new_retry)	190	<span·class="ansi-green-intense-fg·ansi-bold">····521</span>·log<span·style="color:·rgb(98,98,98)">.</span>debug(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Incremented·Retry·for·(url=</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%s</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">):·</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">%r</span><span·style="color:·rgb(175,0,0)">"</span>,·url,·new_retry)

191	<span·class="ansi-red-fg">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff~~4cae~~0c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	191	<span·class="ansi-red-fg">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff65710c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))

192	During·handling·of·the·above·exception,·another·exception·occurred:	192	During·handling·of·the·above·exception,·another·exception·occurred:

193	<span·class="ansi-red-fg">ConnectionError</span>···························Traceback·(most·recent·call·last)	193	<span·class="ansi-red-fg">ConnectionError</span>···························Traceback·(most·recent·call·last)
194	Cell·<span·class="ansi-green-fg">In[2],·line·1</span>	194	Cell·<span·class="ansi-green-fg">In[2],·line·1</span>
195	<span·class="ansi-green-fg">---->·1</span>·ds·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">xr</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">tutorial</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">load_dataset</span><span·class="ansi-yellow-bg">(</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">air_temperature</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg">)</span>	195	<span·class="ansi-green-fg">---->·1</span>·ds·<span·style="color:·rgb(98,98,98)">=</span>·<span·class="ansi-yellow-bg">xr</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">tutorial</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">load_dataset</span><span·class="ansi-yellow-bg">(</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">air_temperature</span><span·class="ansi-yellow-bg"·style="color:·rgb(175,0,0)">"</span><span·class="ansi-yellow-bg">)</span>

Offset 283, 15 lines modified		Offset 283, 15 lines modified
283	<span·class="ansi-green-intense-fg·ansi-bold">····696</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·<span·style="color:·rgb(0,135,0)">isinstance</span>(e<span·style="color:·rgb(98,98,98)">.</span>reason,·_SSLError):	283	<span·class="ansi-green-intense-fg·ansi-bold">····696</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·<span·style="color:·rgb(0,135,0)">isinstance</span>(e<span·style="color:·rgb(98,98,98)">.</span>reason,·_SSLError):
284	<span·class="ansi-green-intense-fg·ansi-bold">····697</span>·········<span·style="color:·rgb(95,135,135)">#·This·branch·is·for·urllib3·v1.22·and·later.</span>	284	<span·class="ansi-green-intense-fg·ansi-bold">····697</span>·········<span·style="color:·rgb(95,135,135)">#·This·branch·is·for·urllib3·v1.22·and·later.</span>
285	<span·class="ansi-green-intense-fg·ansi-bold">····698</span>·········<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·SSLError(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	285	<span·class="ansi-green-intense-fg·ansi-bold">····698</span>·········<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·SSLError(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)
286	<span·class="ansi-green-fg">-->·700</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	286	<span·class="ansi-green-fg">-->·700</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)
287	<span·class="ansi-green-intense-fg·ansi-bold">····702</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·ClosedPoolError·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:	287	<span·class="ansi-green-intense-fg·ansi-bold">····702</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·ClosedPoolError·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">as</span>·e:
288	<span·class="ansi-green-intense-fg·ansi-bold">····703</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)	288	<span·class="ansi-green-intense-fg·ansi-bold">····703</span>·····<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">ConnectionError</span>(e,·request<span·style="color:·rgb(98,98,98)">=</span>request)

289	<span·class="ansi-red-fg">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff~~4cae~~0c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	289	<span·class="ansi-red-fg">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff65710c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))
290	</pre></div></div>	290	</pre></div></div>
291	</div>	291	</div>
292	<section·id="Multiple-plots-and-map-projections">	292	<section·id="Multiple-plots-and-map-projections">
293	<h2>Multiple·plots·and·map·projections<a·class="headerlink"·href="#Multiple-plots-and-map-projections"·title="Link·to·this·heading">¶</a></h2>	293	<h2>Multiple·plots·and·map·projections<a·class="headerlink"·href="#Multiple-plots-and-map-projections"·title="Link·to·this·heading">¶</a></h2>
294	<p>Control·the·map·projection·parameters·on·multiple·axes</p>	294	<p>Control·the·map·projection·parameters·on·multiple·axes</p>
295	<p>This·example·illustrates·how·to·plot·multiple·maps·and·control·their·extent·and·aspect·ratio.</p>	295	<p>This·example·illustrates·how·to·plot·multiple·maps·and·control·their·extent·and·aspect·ratio.</p>
296	<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>	296	<p>For·more·details·see·<a·class="reference·external"·href="https://github.com/pydata/xarray/issues/1397#issuecomment-299190567">this·discussion</a>·on·github.</p>


Offset 94, 15 lines modified		Offset 94, 15 lines modified
94	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in	94	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in
95	HTTPConnection._new_conn(self)	95	HTTPConnection._new_conn(self)
96	····204·except·socket.gaierror·as·e:	96	····204·except·socket.gaierror·as·e:
97	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e	97	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e
98	····206·except·SocketTimeout·as·e:	98	····206·except·SocketTimeout·as·e:

99	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at	99	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at
100	0xffff~~4cae~~0c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	100	0xffff65710c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
101	in·name·resolution)	101	in·name·resolution)

102	The·above·exception·was·the·direct·cause·of·the·following·exception:	102	The·above·exception·was·the·direct·cause·of·the·following·exception:

103	MaxRetryError·····························Traceback·(most·recent·call·last)	103	MaxRetryError·····························Traceback·(most·recent·call·last)
104	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in	104	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in
105	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)	105	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)
Offset 138, 15 lines modified		Offset 138, 15 lines modified
138	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore	138	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore
139	[arg-type]	139	[arg-type]
140	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)	140	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)

141	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	141	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
142	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	142	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
143	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	143	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
144	0xffff~~4cae~~0c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	144	0xffff65710c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
145	in·name·resolution)"))	145	in·name·resolution)"))

146	During·handling·of·the·above·exception,·another·exception·occurred:	146	During·handling·of·the·above·exception,·another·exception·occurred:

147	ConnectionError···························Traceback·(most·recent·call·last)	147	ConnectionError···························Traceback·(most·recent·call·last)
148	Cell·In[2],·line·1	148	Cell·In[2],·line·1
149	---->·1·ds·=·xr.tutorial.load_dataset("air_temperature")	149	---->·1·ds·=·xr.tutorial.load_dataset("air_temperature")
Offset 255, 15 lines modified		Offset 255, 15 lines modified
255	-->·700·····raise·ConnectionError(e,·request=request)	255	-->·700·····raise·ConnectionError(e,·request=request)
256	····702·except·ClosedPoolError·as·e:	256	····702·except·ClosedPoolError·as·e:
257	····703·····raise·ConnectionError(e,·request=request)	257	····703·····raise·ConnectionError(e,·request=request)

258	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	258	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
259	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	259	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
260	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	260	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
261	0xffff~~4cae~~0c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	261	0xffff65710c20>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
262	in·name·resolution)"))	262	in·name·resolution)"))
263	\x8\x8\x8\x8\x8·M\x8Mu\x8ul\x8lt\x8ti\x8ip\x8pl\x8le\x8e·p\x8pl\x8lo\x8ot\x8ts\x8s·a\x8an\x8nd\x8d·m\x8ma\x8ap\x8p·p\x8pr\x8ro\x8oj\x8je\x8ec\x8ct\x8ti\x8io\x8on\x8ns\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8	263	\x8\x8\x8\x8\x8·M\x8Mu\x8ul\x8lt\x8ti\x8ip\x8pl\x8le\x8e·p\x8pl\x8lo\x8ot\x8ts\x8s·a\x8an\x8nd\x8d·m\x8ma\x8ap\x8p·p\x8pr\x8ro\x8oj\x8je\x8ec\x8ct\x8ti\x8io\x8on\x8ns\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8
264	Control·the·map·projection·parameters·on·multiple·axes	264	Control·the·map·projection·parameters·on·multiple·axes
265	This·example·illustrates·how·to·plot·multiple·maps·and·control·their·extent·and	265	This·example·illustrates·how·to·plot·multiple·maps·and·control·their·extent·and
266	aspect·ratio.	266	aspect·ratio.
267	For·more·details·see·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8d_\x8i_\x8s_\x8c_\x8u_\x8s_\x8s_\x8i_\x8o_\x8n·on·github.	267	For·more·details·see·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8d_\x8i_\x8s_\x8c_\x8u_\x8s_\x8s_\x8i_\x8o_\x8n·on·github.
268	[3]:	268	[3]:


Offset 142, 15 lines modified		Offset 142, 15 lines modified
142	[4]:	142	[4]:
143	<Axes:·xlabel='time'>	143	<Axes:·xlabel='time'>
144	[../_images/examples_weather-data_7_1.png]	144	[../_images/examples_weather-data_7_1.png]
145	\x8\x8\x8\x8·V\x8Vi\x8is\x8su\x8ua\x8al\x8li\x8iz\x8ze\x8e·u\x8us\x8si\x8in\x8ng\x8g·s\x8se\x8ea\x8ab\x8bo\x8or\x8rn\x8n_\x8?\x8¶·\x8\x8\x8\x8	145	\x8\x8\x8\x8·V\x8Vi\x8is\x8su\x8ua\x8al\x8li\x8iz\x8ze\x8e·u\x8us\x8si\x8in\x8ng\x8g·s\x8se\x8ea\x8ab\x8bo\x8or\x8rn\x8n_\x8?\x8¶·\x8\x8\x8\x8
146	[5]:	146	[5]:
147	sns.pairplot(df.reset_index(),·vars=ds.data_vars)	147	sns.pairplot(df.reset_index(),·vars=ds.data_vars)
148	[5]:	148	[5]:
149	<seaborn.axisgrid.PairGrid·at·0xffff5~~1a26~~900>	149	<seaborn.axisgrid.PairGrid·at·0xffff53562900>
150	[../_images/examples_weather-data_9_1.png]	150	[../_images/examples_weather-data_9_1.png]
151	\x8\x8\x8\x8\x8·P\x8Pr\x8ro\x8ob\x8ba\x8ab\x8bi\x8il\x8li\x8it\x8ty\x8y·o\x8of\x8f·f\x8fr\x8re\x8ee\x8ez\x8ze\x8e·b\x8by\x8y·c\x8ca\x8al\x8le\x8en\x8nd\x8da\x8ar\x8r·m\x8mo\x8on\x8nt\x8th\x8h_\x8?\x8¶·\x8\x8\x8\x8\x8	151	\x8\x8\x8\x8\x8·P\x8Pr\x8ro\x8ob\x8ba\x8ab\x8bi\x8il\x8li\x8it\x8ty\x8y·o\x8of\x8f·f\x8fr\x8re\x8ee\x8ez\x8ze\x8e·b\x8by\x8y·c\x8ca\x8al\x8le\x8en\x8nd\x8da\x8ar\x8r·m\x8mo\x8on\x8nt\x8th\x8h_\x8?\x8¶·\x8\x8\x8\x8\x8
152	[6]:	152	[6]:
153	freeze·=·(ds["tmin"]·<=·0).groupby("time.month").mean("time")	153	freeze·=·(ds["tmin"]·<=·0).groupby("time.month").mean("time")
154	freeze	154	freeze
155	[6]:	155	[6]:
156	<xarray.DataArray·'tmin'·(month:·12,·location:·3)>·Size:·288B	156	<xarray.DataArray·'tmin'·(month:·12,·location:·3)>·Size:·288B


Offset 324, 15 lines modified		Offset 324, 15 lines modified
324	</pre></div>	324	</pre></div>
325	</div>	325	</div>
326	</section>	326	</section>
327	<section·id="plotting">	327	<section·id="plotting">
328	<h2>Plotting<a·class="headerlink"·href="#plotting"·title="Link·to·this·heading">¶</a></h2>	328	<h2>Plotting<a·class="headerlink"·href="#plotting"·title="Link·to·this·heading">¶</a></h2>
329	<p>Visualizing·your·datasets·is·quick·and·convenient:</p>	329	<p>Visualizing·your·datasets·is·quick·and·convenient:</p>
330	<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>	330	<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>
331	<span·class="gh">Out[37]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0xffff~~3fab6ba~~0></span>	331	<span·class="gh">Out[37]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0xffff47872e40></span>
332	</pre></div>	332	</pre></div>
333	</div>	333	</div>
334	<img·alt="../_images/plotting_quick_overview.png"·src="../_images/plotting_quick_overview.png"·/>	334	<img·alt="../_images/plotting_quick_overview.png"·src="../_images/plotting_quick_overview.png"·/>
335	<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="../user-guide/plotting.html#plotting"><span·class="std·std-ref">Plotting</span></a>.</p>	335	<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="../user-guide/plotting.html#plotting"><span·class="std·std-ref">Plotting</span></a>.</p>
336	</section>	336	</section>
337	<section·id="pandas">	337	<section·id="pandas">
338	<h2>pandas<a·class="headerlink"·href="#pandas"·title="Link·to·this·heading">¶</a></h2>	338	<h2>pandas<a·class="headerlink"·href="#pandas"·title="Link·to·this·heading">¶</a></h2>


Offset 253, 15 lines modified		Offset 253, 15 lines modified
253	·······[0.37342613,·1.49497537,·1.33584385]])	253	·······[0.37342613,·1.49497537,·1.33584385]])
254	Coordinates:	254	Coordinates:
255	··*·x········(x)·int64·16B·10·20	255	··*·x········(x)·int64·16B·10·20
256	Dimensions·without·coordinates:·y	256	Dimensions·without·coordinates:·y
257	\x8\x8\x8\x8\x8·P\x8Pl\x8lo\x8ot\x8tt\x8ti\x8in\x8ng\x8g_\x8?\x8¶·\x8\x8\x8\x8\x8	257	\x8\x8\x8\x8\x8·P\x8Pl\x8lo\x8ot\x8tt\x8ti\x8in\x8ng\x8g_\x8?\x8¶·\x8\x8\x8\x8\x8
258	Visualizing·your·datasets·is·quick·and·convenient:	258	Visualizing·your·datasets·is·quick·and·convenient:
259	In·[37]:·data.plot()	259	In·[37]:·data.plot()
260	Out[37]:·<matplotlib.collections.QuadMesh·at·0xffff~~3fab6ba~~0>	260	Out[37]:·<matplotlib.collections.QuadMesh·at·0xffff47872e40>
261	[../_images/plotting_quick_overview.png]	261	[../_images/plotting_quick_overview.png]
262	Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata	262	Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata
263	attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see	263	attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see
264	_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g.	264	_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g.
265	\x8\x8\x8\x8\x8·p\x8pa\x8an\x8nd\x8da\x8as\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8	265	\x8\x8\x8\x8\x8·p\x8pa\x8an\x8nd\x8da\x8as\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8
266	Xarray·objects·can·be·easily·converted·to·and·from·pandas·objects·using·the	266	Xarray·objects·can·be·easily·converted·to·and·from·pandas·objects·using·the
267	to_series(),·to_dataframe()·and·_\x8t_\x8o_\x8__\x8x_\x8a_\x8r_\x8r_\x8a_\x8y_\x8(_\x8)·methods:	267	to_series(),·to_dataframe()·and·_\x8t_\x8o_\x8__\x8x_\x8a_\x8r_\x8r_\x8a_\x8y_\x8(_\x8)·methods:


Offset 167, 15 lines modified		Offset 167, 15 lines modified
167	<span·class="g·g-Whitespace">····</span><span·class="mi">705</span>·<span·class="n">server_hostname</span><span·class="p">:</span>·<span·class="nb">str</span>·<span·class="o">=</span>·<span·class="bp">self</span><span·class="o">.</span><span·class="n">host</span>	167	<span·class="g·g-Whitespace">····</span><span·class="mi">705</span>·<span·class="n">server_hostname</span><span·class="p">:</span>·<span·class="nb">str</span>·<span·class="o">=</span>·<span·class="bp">self</span><span·class="o">.</span><span·class="n">host</span>

168	<span·class="nn">File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,</span>·in·<span·class="ni">HTTPConnection._new_conn</span><span·class="nt">(self)</span>	168	<span·class="nn">File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,</span>·in·<span·class="ni">HTTPConnection._new_conn</span><span·class="nt">(self)</span>
169	<span·class="g·g-Whitespace">····</span><span·class="mi">204</span>·<span·class="k">except</span>·<span·class="n">socket</span><span·class="o">.</span><span·class="n">gaierror</span>·<span·class="k">as</span>·<span·class="n">e</span><span·class="p">:</span>	169	<span·class="g·g-Whitespace">····</span><span·class="mi">204</span>·<span·class="k">except</span>·<span·class="n">socket</span><span·class="o">.</span><span·class="n">gaierror</span>·<span·class="k">as</span>·<span·class="n">e</span><span·class="p">:</span>
170	<span·class="ne">-->·</span><span·class="mi">205</span>·····<span·class="k">raise</span>·<span·class="n">NameResolutionError</span><span·class="p">(</span><span·class="bp">self</span><span·class="o">.</span><span·class="n">host</span><span·class="p">,</span>·<span·class="bp">self</span><span·class="p">,</span>·<span·class="n">e</span><span·class="p">)</span>·<span·class="kn">from</span>·<span·class="nn">e</span>	170	<span·class="ne">-->·</span><span·class="mi">205</span>·····<span·class="k">raise</span>·<span·class="n">NameResolutionError</span><span·class="p">(</span><span·class="bp">self</span><span·class="o">.</span><span·class="n">host</span><span·class="p">,</span>·<span·class="bp">self</span><span·class="p">,</span>·<span·class="n">e</span><span·class="p">)</span>·<span·class="kn">from</span>·<span·class="nn">e</span>
171	<span·class="g·g-Whitespace">····</span><span·class="mi">206</span>·<span·class="k">except</span>·<span·class="n">SocketTimeout</span>·<span·class="k">as</span>·<span·class="n">e</span><span·class="p">:</span>	171	<span·class="g·g-Whitespace">····</span><span·class="mi">206</span>·<span·class="k">except</span>·<span·class="n">SocketTimeout</span>·<span·class="k">as</span>·<span·class="n">e</span><span·class="p">:</span>

172	<span·class="ne">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff3927dd10>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)	172	<span·class="ne">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xffff41261d10>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)

173	<span·class="n">The</span>·<span·class="n">above</span>·<span·class="n">exception</span>·<span·class="n">was</span>·<span·class="n">the</span>·<span·class="n">direct</span>·<span·class="n">cause</span>·<span·class="n">of</span>·<span·class="n">the</span>·<span·class="n">following</span>·<span·class="n">exception</span><span·class="p">:</span>	173	<span·class="n">The</span>·<span·class="n">above</span>·<span·class="n">exception</span>·<span·class="n">was</span>·<span·class="n">the</span>·<span·class="n">direct</span>·<span·class="n">cause</span>·<span·class="n">of</span>·<span·class="n">the</span>·<span·class="n">following</span>·<span·class="n">exception</span><span·class="p">:</span>

174	<span·class="ne">MaxRetryError</span><span·class="g·g-Whitespace">·····························</span>Traceback·(most·recent·call·last)	174	<span·class="ne">MaxRetryError</span><span·class="g·g-Whitespace">·····························</span>Traceback·(most·recent·call·last)
175	<span·class="nn">File·/usr/lib/python3/dist-packages/requests/adapters.py:667,</span>·in·<span·class="ni">HTTPAdapter.send</span><span·class="nt">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>	175	<span·class="nn">File·/usr/lib/python3/dist-packages/requests/adapters.py:667,</span>·in·<span·class="ni">HTTPAdapter.send</span><span·class="nt">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>
176	<span·class="g·g-Whitespace">····</span><span·class="mi">666</span>·<span·class="k">try</span><span·class="p">:</span>	176	<span·class="g·g-Whitespace">····</span><span·class="mi">666</span>·<span·class="k">try</span><span·class="p">:</span>
177	<span·class="ne">-->·</span><span·class="mi">667</span>·····<span·class="n">resp</span>·<span·class="o">=</span>·<span·class="n">conn</span><span·class="o">.</span><span·class="n">urlopen</span><span·class="p">(</span>	177	<span·class="ne">-->·</span><span·class="mi">667</span>·····<span·class="n">resp</span>·<span·class="o">=</span>·<span·class="n">conn</span><span·class="o">.</span><span·class="n">urlopen</span><span·class="p">(</span>
Offset 201, 15 lines modified		Offset 201, 15 lines modified
201	<span·class="g·g-Whitespace">····</span><span·class="mi">844</span>·<span·class="n">retries</span><span·class="o">.</span><span·class="n">sleep</span><span·class="p">()</span>	201	<span·class="g·g-Whitespace">····</span><span·class="mi">844</span>·<span·class="n">retries</span><span·class="o">.</span><span·class="n">sleep</span><span·class="p">()</span>

202	<span·class="nn">File·/usr/lib/python3/dist-packages/urllib3/util/retry.py:519,</span>·in·<span·class="ni">Retry.increment</span><span·class="nt">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>	202	<span·class="nn">File·/usr/lib/python3/dist-packages/urllib3/util/retry.py:519,</span>·in·<span·class="ni">Retry.increment</span><span·class="nt">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>
203	<span·class="g·g-Whitespace">····</span><span·class="mi">518</span>·····<span·class="n">reason</span>·<span·class="o">=</span>·<span·class="n">error</span>·<span·class="ow">or</span>·<span·class="n">ResponseError</span><span·class="p">(</span><span·class="n">cause</span><span·class="p">)</span>	203	<span·class="g·g-Whitespace">····</span><span·class="mi">518</span>·····<span·class="n">reason</span>·<span·class="o">=</span>·<span·class="n">error</span>·<span·class="ow">or</span>·<span·class="n">ResponseError</span><span·class="p">(</span><span·class="n">cause</span><span·class="p">)</span>
204	<span·class="ne">-->·</span><span·class="mi">519</span>·····<span·class="k">raise</span>·<span·class="n">MaxRetryError</span><span·class="p">(</span><span·class="n">_pool</span><span·class="p">,</span>·<span·class="n">url</span><span·class="p">,</span>·<span·class="n">reason</span><span·class="p">)</span>·<span·class="kn">from</span>·<span·class="nn">reason</span>··<span·class="c1">#·type:·ignore[arg-type]</span>	204	<span·class="ne">-->·</span><span·class="mi">519</span>·····<span·class="k">raise</span>·<span·class="n">MaxRetryError</span><span·class="p">(</span><span·class="n">_pool</span><span·class="p">,</span>·<span·class="n">url</span><span·class="p">,</span>·<span·class="n">reason</span><span·class="p">)</span>·<span·class="kn">from</span>·<span·class="nn">reason</span>··<span·class="c1">#·type:·ignore[arg-type]</span>
205	<span·class="g·g-Whitespace">····</span><span·class="mi">521</span>·<span·class="n">log</span><span·class="o">.</span><span·class="n">debug</span><span·class="p">(</span><span·class="s2">"Incremented·Retry·for·(url='</span><span·class="si">%s</span><span·class="s2">'):·</span><span·class="si">%r</span><span·class="s2">"</span><span·class="p">,</span>·<span·class="n">url</span><span·class="p">,</span>·<span·class="n">new_retry</span><span·class="p">)</span>	205	<span·class="g·g-Whitespace">····</span><span·class="mi">521</span>·<span·class="n">log</span><span·class="o">.</span><span·class="n">debug</span><span·class="p">(</span><span·class="s2">"Incremented·Retry·for·(url='</span><span·class="si">%s</span><span·class="s2">'):·</span><span·class="si">%r</span><span·class="s2">"</span><span·class="p">,</span>·<span·class="n">url</span><span·class="p">,</span>·<span·class="n">new_retry</span><span·class="p">)</span>

206	<span·class="ne">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3927dd10>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	206	<span·class="ne">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff41261d10>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))

207	<span·class="n">During</span>·<span·class="n">handling</span>·<span·class="n">of</span>·<span·class="n">the</span>·<span·class="n">above</span>·<span·class="n">exception</span><span·class="p">,</span>·<span·class="n">another</span>·<span·class="n">exception</span>·<span·class="n">occurred</span><span·class="p">:</span>	207	<span·class="n">During</span>·<span·class="n">handling</span>·<span·class="n">of</span>·<span·class="n">the</span>·<span·class="n">above</span>·<span·class="n">exception</span><span·class="p">,</span>·<span·class="n">another</span>·<span·class="n">exception</span>·<span·class="n">occurred</span><span·class="p">:</span>

208	<span·class="ne">ConnectionError</span><span·class="g·g-Whitespace">···························</span>Traceback·(most·recent·call·last)	208	<span·class="ne">ConnectionError</span><span·class="g·g-Whitespace">···························</span>Traceback·(most·recent·call·last)
209	<span·class="n">Cell</span>·<span·class="n">In</span><span·class="p">[</span><span·class="mi">4</span><span·class="p">],</span>·<span·class="n">line</span>·<span·class="mi">1</span>	209	<span·class="n">Cell</span>·<span·class="n">In</span><span·class="p">[</span><span·class="mi">4</span><span·class="p">],</span>·<span·class="n">line</span>·<span·class="mi">1</span>
210	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">load_dataset</span><span·class="p">(</span><span·class="s2">"rasm"</span><span·class="p">)</span>	210	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">load_dataset</span><span·class="p">(</span><span·class="s2">"rasm"</span><span·class="p">)</span>

Offset 298, 18 lines modified		Offset 298, 18 lines modified
298	<span·class="g·g-Whitespace">····</span><span·class="mi">696</span>·····<span·class="k">if</span>·<span·class="nb">isinstance</span><span·class="p">(</span><span·class="n">e</span><span·class="o">.</span><span·class="n">reason</span><span·class="p">,</span>·<span·class="n">_SSLError</span><span·class="p">):</span>	298	<span·class="g·g-Whitespace">····</span><span·class="mi">696</span>·····<span·class="k">if</span>·<span·class="nb">isinstance</span><span·class="p">(</span><span·class="n">e</span><span·class="o">.</span><span·class="n">reason</span><span·class="p">,</span>·<span·class="n">_SSLError</span><span·class="p">):</span>
299	<span·class="g·g-Whitespace">····</span><span·class="mi">697</span>·········<span·class="c1">#·This·branch·is·for·urllib3·v1.22·and·later.</span>	299	<span·class="g·g-Whitespace">····</span><span·class="mi">697</span>·········<span·class="c1">#·This·branch·is·for·urllib3·v1.22·and·later.</span>
300	<span·class="g·g-Whitespace">····</span><span·class="mi">698</span>·········<span·class="k">raise</span>·<span·class="n">SSLError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span>	300	<span·class="g·g-Whitespace">····</span><span·class="mi">698</span>·········<span·class="k">raise</span>·<span·class="n">SSLError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span>
301	<span·class="ne">-->·</span><span·class="mi">700</span>·····<span·class="k">raise</span>·<span·class="ne">ConnectionError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span>	301	<span·class="ne">-->·</span><span·class="mi">700</span>·····<span·class="k">raise</span>·<span·class="ne">ConnectionError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span>
302	<span·class="g·g-Whitespace">····</span><span·class="mi">702</span>·<span·class="k">except</span>·<span·class="n">ClosedPoolError</span>·<span·class="k">as</span>·<span·class="n">e</span><span·class="p">:</span>	302	<span·class="g·g-Whitespace">····</span><span·class="mi">702</span>·<span·class="k">except</span>·<span·class="n">ClosedPoolError</span>·<span·class="k">as</span>·<span·class="n">e</span><span·class="p">:</span>
303	<span·class="g·g-Whitespace">····</span><span·class="mi">703</span>·····<span·class="k">raise</span>·<span·class="ne">ConnectionError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span>	303	<span·class="g·g-Whitespace">····</span><span·class="mi">703</span>·····<span·class="k">raise</span>·<span·class="ne">ConnectionError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span>

304	<span·class="ne">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3927dd10>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	304	<span·class="ne">ConnectionError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff41261d10>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))

305	<span·class="gp">In·[5]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">,</span>·<span·class="n">mode</span><span·class="o">=</span><span·class="s2">"w"</span><span·class="p">)</span>	305	<span·class="gp">In·[5]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">,</span>·<span·class="n">mode</span><span·class="o">=</span><span·class="s2">"w"</span><span·class="p">)</span>
306	<span·class="gh">Out[5]:·</span><span·class="go"><xarray.backends.zarr.ZarrStore·at·0xffff~~39209cf~~0></span>	306	<span·class="gh">Out[5]:·</span><span·class="go"><xarray.backends.zarr.ZarrStore·at·0xffff411e6560></span>

307	<span·class="gp">In·[6]:·</span><span·class="n">zgroup</span>·<span·class="o">=</span>·<span·class="n">zarr</span><span·class="o">.</span><span·class="n">open</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">)</span>	307	<span·class="gp">In·[6]:·</span><span·class="n">zgroup</span>·<span·class="o">=</span>·<span·class="n">zarr</span><span·class="o">.</span><span·class="n">open</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">)</span>

308	<span·class="gp">In·[7]:·</span><span·class="nb">print</span><span·class="p">(</span><span·class="n">os</span><span·class="o">.</span><span·class="n">listdir</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">))</span>	308	<span·class="gp">In·[7]:·</span><span·class="nb">print</span><span·class="p">(</span><span·class="n">os</span><span·class="o">.</span><span·class="n">listdir</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">))</span>
309	<span·class="go">['time',·'zarr.json']</span>	309	<span·class="go">['time',·'zarr.json']</span>

310	<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>	310	<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>


Offset 124, 15 lines modified		Offset 124, 15 lines modified
124	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in	124	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in
125	HTTPConnection._new_conn(self)	125	HTTPConnection._new_conn(self)
126	····204·except·socket.gaierror·as·e:	126	····204·except·socket.gaierror·as·e:
127	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e	127	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e
128	····206·except·SocketTimeout·as·e:	128	····206·except·SocketTimeout·as·e:

129	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at	129	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at
130	0xffff3927dd10>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	130	0xffff41261d10>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
131	in·name·resolution)	131	in·name·resolution)

132	The·above·exception·was·the·direct·cause·of·the·following·exception:	132	The·above·exception·was·the·direct·cause·of·the·following·exception:

133	MaxRetryError·····························Traceback·(most·recent·call·last)	133	MaxRetryError·····························Traceback·(most·recent·call·last)
134	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in	134	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in
135	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)	135	HTTPAdapter.send(self,·request,·stream,·timeout,·verify,·cert,·proxies)
Offset 168, 15 lines modified		Offset 168, 15 lines modified
168	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore	168	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore
169	[arg-type]	169	[arg-type]
170	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)	170	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)

171	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	171	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
172	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by	172	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by
173	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	173	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
174	0xffff3927dd10>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	174	0xffff41261d10>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
175	in·name·resolution)"))	175	in·name·resolution)"))

176	During·handling·of·the·above·exception,·another·exception·occurred:	176	During·handling·of·the·above·exception,·another·exception·occurred:

177	ConnectionError···························Traceback·(most·recent·call·last)	177	ConnectionError···························Traceback·(most·recent·call·last)
178	Cell·In[4],·line·1	178	Cell·In[4],·line·1
179	---->·1·ds·=·xr.tutorial.load_dataset("rasm")	179	---->·1·ds·=·xr.tutorial.load_dataset("rasm")
Offset 285, 19 lines modified		Offset 285, 19 lines modified
285	-->·700·····raise·ConnectionError(e,·request=request)	285	-->·700·····raise·ConnectionError(e,·request=request)
286	····702·except·ClosedPoolError·as·e:	286	····702·except·ClosedPoolError·as·e:
287	····703·····raise·ConnectionError(e,·request=request)	287	····703·····raise·ConnectionError(e,·request=request)

288	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	288	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
289	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by	289	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by
290	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	290	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
291	0xffff3927dd10>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	291	0xffff41261d10>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
292	in·name·resolution)"))	292	in·name·resolution)"))

293	In·[5]:·ds.to_zarr("rasm.zarr",·mode="w")	293	In·[5]:·ds.to_zarr("rasm.zarr",·mode="w")
294	Out[5]:·<xarray.backends.zarr.ZarrStore·at·0xffff~~39209cf~~0>	294	Out[5]:·<xarray.backends.zarr.ZarrStore·at·0xffff411e6560>

295	In·[6]:·zgroup·=·zarr.open("rasm.zarr")	295	In·[6]:·zgroup·=·zarr.open("rasm.zarr")

296	In·[7]:·print(os.listdir("rasm.zarr"))	296	In·[7]:·print(os.listdir("rasm.zarr"))
297	['time',·'zarr.json']	297	['time',·'zarr.json']

298	In·[8]:·print(zgroup.tree())	298	In·[8]:·print(zgroup.tree())


Offset 2425, 34 lines modified		Offset 2425, 33 lines modified
2425	········"00010101":·54,	2425	········"00010101":·54,
2426	········"00010201":·54,	2426	········"00010201":·54,
2427	········"00010301":·54,	2427	········"00010301":·54,
2428	········"0002":·[32,·54],	2428	········"0002":·[32,·54],
2429	········"00021001":·54,	2429	········"00021001":·54,
2430	········"00021101":·54,	2430	········"00021101":·54,
2431	········"00021201":·54,	2431	········"00021201":·54,
2432	········"000e":·[49~~,·52]~~,	2432	········"000e":·49,
2433	········"000j":·52,	2433	········"000j":·52,
2434	········"001":·32,	2434	········"001":·32,
2435	········"001901901":·32,	2435	········"001901901":·32,
2436	········"001e":·38,	2436	········"001e":·38,
		2437	········"001j":·52,
2437	········"003000":·32,	2438	········"003000":·32,
2438	········"005036":·41,	2439	········"005036":·41,
2439	········"005e":·38,	2440	········"005e":·38,
2440	········"00688889":·37,	2441	········"00688889":·37,
2441	········"006e":·38,	2442	········"006e":·38,
2442	········"007j":·52,
2443	········"00914929":·37,	2443	········"00914929":·37,
2444	········"00941742":·37,	2444	········"00941742":·37,
2445	········"00968205":·37,	2445	········"00968205":·37,
2446	········"00973567":·37,	2446	········"00973567":·37,
2447	········"01":·[14,·16,·20,·32,·38,·39,·42,·44,·45,·46,·48,·49,·5~~2,·5~~3,·54],	2447	········"01":·[14,·16,·20,·32,·38,·39,·42,·44,·45,·46,·48,·49,·53,·54],
2448	········"010569":·14,	2448	········"010569":·14,
2449	········"01082401":·37,	2449	········"01082401":·37,
2450	········"01183847":·37,	2450	········"01183847":·37,
2451	········"015j":·52,
2452	········"01612903":·14,	2451	········"01612903":·14,
2453	········"01636376":·37,	2452	········"01636376":·37,
2454	········"01652688":·37,	2453	········"01652688":·37,
2455	········"01652764":·37,	2454	········"01652764":·37,
2456	········"0165891":·37,	2455	········"0165891":·37,
2457	········"01670071":·37,	2456	········"01670071":·37,
2458	········"01670121":·37,	2457	········"01670121":·37,
Offset 2463, 15 lines modified		Offset 2462, 14 lines modified
2463	········"01806694":·37,	2462	········"01806694":·37,
2464	········"01814439":·37,	2463	········"01814439":·37,
2465	········"0182217":·37,	2464	········"0182217":·37,
2466	········"018e":·38,	2465	········"018e":·38,
2467	········"019":·41,	2466	········"019":·41,
2468	········"01906":·49,	2467	········"01906":·49,
2469	········"019e":·38,	2468	········"019e":·38,
2470	········"01j":·52,
2471	········"01t00":·[14,·32,·38,·39,·53,·55],	2469	········"01t00":·[14,·32,·38,·39,·53,·55],
2472	········"01t01":·32,	2470	········"01t01":·32,
2473	········"01t03":·[32,·53],	2471	········"01t03":·[32,·53],
2474	········"01t04":·32,	2472	········"01t04":·32,
2475	········"01t06":·32,	2473	········"01t06":·32,
2476	········"01t12":·[32,·53],	2474	········"01t12":·[32,·53],
2477	········"01t18":·32,	2475	········"01t18":·32,
Offset 2498, 25 lines modified		Offset 2496, 24 lines modified
2498	········"03642301":·37,	2496	········"03642301":·37,
2499	········"036e":·49,	2497	········"036e":·49,
2500	········"037":·14,	2498	········"037":·14,
2501	········"037369":·14,	2499	········"037369":·14,
2502	········"03736932":·14,	2500	········"03736932":·14,
2503	········"0379266750948":·46,	2501	········"0379266750948":·46,
2504	········"037e":·38,	2502	········"037e":·38,
2505	········"038":·[44~~,·52]~~,	2503	········"038":·44,
2506	········"03835":·42,	2504	········"03835":·42,
2507	········"03957499":·19,	2505	········"03957499":·19,
2508	········"03t00":·[14,·32,·38,·39],	2506	········"03t00":·[14,·32,·38,·39],
2509	········"04":·[14,·19,·32,·37,·38,·39,·42,·44,·48,·53],	2507	········"04":·[14,·19,·32,·37,·38,·39,·42,·44,·48,·53],
2510	········"040347":·14,	2508	········"040347":·14,
2511	········"04096206":·37,	2509	········"04096206":·37,
2512	········"04097352":·37,	2510	········"04097352":·37,
2513	········"040e":·49,	2511	········"040e":·49,
2514	········"0417827":·46,	2512	········"0417827":·46,
2515	········"041j":·52,
2516	········"042e":·38,	2513	········"042e":·38,
2517	········"044":·[36,·48],	2514	········"044":·[36,·48],
2518	········"04423597":·19,	2515	········"04423597":·19,
2519	········"044236":·48,	2516	········"044236":·48,
2520	········"045588":·14,	2517	········"045588":·14,
2521	········"04569531":·37,	2518	········"04569531":·37,
2522	········"04569651":·14,	2519	········"04569651":·14,
Offset 2558, 14 lines modified		Offset 2555, 15 lines modified
2558	········"070e":·38,	2555	········"070e":·38,
2559	········"07180381":·19,	2556	········"07180381":·19,
2560	········"071804":·48,	2557	········"071804":·48,
2561	········"072":·48,	2558	········"072":·48,
2562	········"072e":·49,	2559	········"072e":·49,
2563	········"074e":·38,	2560	········"074e":·38,
2564	········"078":·42,	2561	········"078":·42,
		2562	········"07j":·52,
2565	········"07t00":·38,	2563	········"07t00":·38,
2566	········"08":·[14,·32,·39,·53],	2564	········"08":·[14,·32,·39,·53],
2567	········"08002":·41,	2565	········"08002":·41,
2568	········"08172729":·37,	2566	········"08172729":·37,
2569	········"08203696":·37,	2567	········"08203696":·37,
2570	········"08285275":·37,	2568	········"08285275":·37,
2571	········"08299933":·37,	2569	········"08299933":·37,
Offset 2592, 106 lines modified		Offset 2590, 106 lines modified
2592	········"094e":·49,	2590	········"094e":·49,
2593	········"096":·44,	2591	········"096":·44,
2594	········"096e":·49,	2592	········"096e":·49,
2595	········"0970":·32,	2593	········"0970":·32,
2596	········"09705329":·37,	2594	········"09705329":·37,
2597	········"097e":·38,	2595	········"097e":·38,
2598	········"099":·42,	2596	········"099":·42,
2599	········"099e":·52,
2600	········"09t00":·38,	2597	········"09t00":·38,
2601	········"0alpha10":·55,	2598	········"0alpha10":·55,
2602	········"0d":·55,	2599	········"0d":·55,
2603	········"0dev":·55,	2600	········"0dev":·55,
2604	········"0e":·52,
2605	········"0th":·[38,·44],	2601	········"0th":·[38,·44],
2606	········"0x0l":·55,	2602	········"0x0l":·55,
2607	········"0xffff36a0e270":·10,
2608	········"0xffff36ed51d0":·44,
2609	········"0xffff36ed5310":·44,
2610	········"0xffff36ed6710":·[42,·44],
2611	········"0xffff3703dd30":·49,
2612	········"0xffff3703ecf0":·49,
2613	········"0xffff3703f770":·49,
2614	········"0xffff3~~724d24~~0":·46,	2603	········"0xffff3b087b60":·6,
2615	········"0xffff3724e170":·46,
2616	········"0xffff3724e3b0":·46,	2604	········"0xffff3b4ebce0":·6,
2617	········"0xffff3724f760":·46,
2618	········"0xffff3724f880":·46,
2619	········"0xffff3724fb50":·46,
2620	········"0xffff3732c690":·46,
2621	········"0xffff3732fd90":·49,
2622	········"0xffff3734f4d0":·46,
2623	········"0xffff374cf610":·49,	2605	········"0xffff3edf01a0":·49,
2624	········"0xffff3~~751f8~~90":·55,	2606	········"0xffff3edf0590":·49,
Max diff block lines reached; 50900/58570 bytes (86.90%) of diff not shown.


Offset 731, 18 lines modified		Offset 731, 18 lines modified
731	a·method·call·with·an·external·function·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">ds.pipe(func)</span></code>)·instead·of	731	a·method·call·with·an·external·function·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">ds.pipe(func)</span></code>)·instead·of
732	simply·calling·it·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">func(ds)</span></code>).·This·allows·you·to·write·pipelines·for	732	simply·calling·it·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">func(ds)</span></code>).·This·allows·you·to·write·pipelines·for
733	transforming·your·data·(using·“method·chaining”)·instead·of·writing·hard·to	733	transforming·your·data·(using·“method·chaining”)·instead·of·writing·hard·to
734	follow·nested·function·calls:</p>	734	follow·nested·function·calls:</p>
735	<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>	735	<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>
736	<span·class="go">#·entirely·from·left·to·right</span>	736	<span·class="go">#·entirely·from·left·to·right</span>
737	<span·class="gp">In·[64]:·</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">loc</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">"instrument"</span><span·class="p">))</span>	737	<span·class="gp">In·[64]:·</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">loc</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">"instrument"</span><span·class="p">))</span>
738	<span·class="gh">Out[64]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xffff~~3840~~f110>]</span>	738	<span·class="gh">Out[64]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xffff401ff110>]</span>

739	<span·class="gp">In·[65]:·</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">loc</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">"instrument"</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>	739	<span·class="gp">In·[65]:·</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">loc</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">"instrument"</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>
740	<span·class="gh">Out[65]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xffff~~3840~~ee90>]</span>	740	<span·class="gh">Out[65]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xffff401fee90>]</span>
741	</pre></div>	741	</pre></div>
742	</div>	742	</div>
743	<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	743	<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
744	(<a·class="reference·external"·href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pipe.html#pandas.DataFrame.pipe"·title="(in·pandas·v2.2.3)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.pipe</span></code></a>·and	744	(<a·class="reference·external"·href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pipe.html#pandas.DataFrame.pipe"·title="(in·pandas·v2.2.3)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.pipe</span></code></a>·and
745	<a·class="reference·external"·href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.assign.html#pandas.DataFrame.assign"·title="(in·pandas·v2.2.3)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.assign</span></code></a>).</p>	745	<a·class="reference·external"·href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.assign.html#pandas.DataFrame.assign"·title="(in·pandas·v2.2.3)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.assign</span></code></a>).</p>
746	<p>With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if	746	<p>With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if
747	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead	747	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead


Offset 585, 19 lines modified		Offset 585, 19 lines modified
585	There·is·also·the·pipe()·method·that·allows·you·to·use·a·method·call·with·an	585	There·is·also·the·pipe()·method·that·allows·you·to·use·a·method·call·with·an
586	external·function·(e.g.,·ds.pipe(func))·instead·of·simply·calling·it·(e.g.,	586	external·function·(e.g.,·ds.pipe(func))·instead·of·simply·calling·it·(e.g.,
587	func(ds)).·This·allows·you·to·write·pipelines·for·transforming·your·data·(using	587	func(ds)).·This·allows·you·to·write·pipelines·for·transforming·your·data·(using
588	“method·chaining”)·instead·of·writing·hard·to·follow·nested·function·calls:	588	“method·chaining”)·instead·of·writing·hard·to·follow·nested·function·calls:
589	#·these·lines·are·equivalent,·but·with·pipe·we·can·make·the·logic·flow	589	#·these·lines·are·equivalent,·but·with·pipe·we·can·make·the·logic·flow
590	#·entirely·from·left·to·right	590	#·entirely·from·left·to·right
591	In·[64]:·plt.plot((2·*·ds.temperature.sel(loc=0)).mean("instrument"))	591	In·[64]:·plt.plot((2·*·ds.temperature.sel(loc=0)).mean("instrument"))
592	Out[64]:·[<matplotlib.lines.Line2D·at·0xffff~~3840~~f110>]	592	Out[64]:·[<matplotlib.lines.Line2D·at·0xffff401ff110>]

593	In·[65]:·(ds.temperature.sel(loc=0).pipe(lambda·x:·2·*·x).mean	593	In·[65]:·(ds.temperature.sel(loc=0).pipe(lambda·x:·2·*·x).mean
594	("instrument").pipe(plt.plot))	594	("instrument").pipe(plt.plot))
595	Out[65]:·[<matplotlib.lines.Line2D·at·0xffff~~3840~~ee90>]	595	Out[65]:·[<matplotlib.lines.Line2D·at·0xffff401fee90>]
596	Both·pipe·and·assign·replicate·the·pandas·methods·of·the·same·names	596	Both·pipe·and·assign·replicate·the·pandas·methods·of·the·same·names
597	(_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8p_\x8i_\x8p_\x8e·and·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8s_\x8s_\x8i_\x8g_\x8n).	597	(_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8p_\x8i_\x8p_\x8e·and·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8s_\x8s_\x8i_\x8g_\x8n).
598	With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if	598	With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if
599	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead	599	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead
600	of·mutating·existing·objects·often·results·in·easier·to·understand·code,·so·we	600	of·mutating·existing·objects·often·results·in·easier·to·understand·code,·so·we
601	encourage·using·this·approach.	601	encourage·using·this·approach.
602	\x8\x8\x8\x8·R\x8Re\x8en\x8na\x8am\x8mi\x8in\x8ng\x8g·v\x8va\x8ar\x8ri\x8ia\x8ab\x8bl\x8le\x8es\x8s_\x8?\x8¶·\x8\x8\x8\x8	602	\x8\x8\x8\x8·R\x8Re\x8en\x8na\x8am\x8mi\x8in\x8ng\x8g·v\x8va\x8ar\x8ri\x8ia\x8ab\x8bl\x8le\x8es\x8s_\x8?\x8¶·\x8\x8\x8\x8


Offset 982, 15 lines modified		Offset 982, 15 lines modified
982	<p>If·you·were·a·previous·user·of·the·prototype·<a·class="reference·external"·href="https://github.com/xarray-contrib/datatree">xarray-contrib/datatree</a>·package,·this·is·different·from·what·you’re·used·to!	982	<p>If·you·were·a·previous·user·of·the·prototype·<a·class="reference·external"·href="https://github.com/xarray-contrib/datatree">xarray-contrib/datatree</a>·package,·this·is·different·from·what·you’re·used·to!
983	In·that·package·the·data·model·was·that·the·data·stored·in·each·node·actually·was·completely·unrelated.·The·data·model·is·now·slightly·stricter.	983	In·that·package·the·data·model·was·that·the·data·stored·in·each·node·actually·was·completely·unrelated.·The·data·model·is·now·slightly·stricter.
984	This·allows·us·to·provide·features·like·<a·class="reference·internal"·href="#coordinate-inheritance"><span·class="std·std-ref">Coordinate·Inheritance</span></a>.</p>	984	This·allows·us·to·provide·features·like·<a·class="reference·internal"·href="#coordinate-inheritance"><span·class="std·std-ref">Coordinate·Inheritance</span></a>.</p>
985	</div>	985	</div>
986	<p>To·demonstrate,·let’s·first·generate·some·example·datasets·which·are·not·aligned·with·one·another:</p>	986	<p>To·demonstrate,·let’s·first·generate·some·example·datasets·which·are·not·aligned·with·one·another:</p>
987	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·(drop·the·attributes·just·to·make·the·printed·representation·shorter)</span>	987	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·(drop·the·attributes·just·to·make·the·printed·representation·shorter)</span>
988	<span·class="gp">In·[89]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">drop_attrs</span><span·class="p">()</span>	988	<span·class="gp">In·[89]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">drop_attrs</span><span·class="p">()</span>
989	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff36ed6710>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>	989	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3ee86c10>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>


990	<span·class="gp">In·[90]:·</span><span·class="n">ds_daily</span>·<span·class="o">=</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">resample</span><span·class="p">(</span><span·class="n">time</span><span·class="o">=</span><span·class="s2">"D"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"time"</span><span·class="p">)</span>	990	<span·class="gp">In·[90]:·</span><span·class="n">ds_daily</span>·<span·class="o">=</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">resample</span><span·class="p">(</span><span·class="n">time</span><span·class="o">=</span><span·class="s2">"D"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"time"</span><span·class="p">)</span>
991	<span·class="go">KeyError:·"No·variable·named·'time'.·Variables·on·the·dataset·include·['foo',·'x',·'letters']"</span>	991	<span·class="go">KeyError:·"No·variable·named·'time'.·Variables·on·the·dataset·include·['foo',·'x',·'letters']"</span>


992	<span·class="gp">In·[91]:·</span><span·class="n">ds_weekly</span>·<span·class="o">=</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">resample</span><span·class="p">(</span><span·class="n">time</span><span·class="o">=</span><span·class="s2">"W"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"time"</span><span·class="p">)</span>	992	<span·class="gp">In·[91]:·</span><span·class="n">ds_weekly</span>·<span·class="o">=</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">resample</span><span·class="p">(</span><span·class="n">time</span><span·class="o">=</span><span·class="s2">"W"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"time"</span><span·class="p">)</span>
Offset 1054, 15 lines modified		Offset 1054, 15 lines modified
1054	<span·class="go">····└──·Group:·/b/B</span>	1054	<span·class="go">····└──·Group:·/b/B</span>
1055	</pre></div>	1055	</pre></div>
1056	</div>	1056	</div>
1057	<p>Now·we·have·a·valid·<code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataTree</span></code>·structure·which·contains·all·the·data·at·each·different·time·frequency,·stored·in·a·separate·group.</p>	1057	<p>Now·we·have·a·valid·<code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataTree</span></code>·structure·which·contains·all·the·data·at·each·different·time·frequency,·stored·in·a·separate·group.</p>
1058	<p>This·is·a·useful·way·to·organise·our·data·because·we·can·still·operate·on·all·the·groups·at·once.	1058	<p>This·is·a·useful·way·to·organise·our·data·because·we·can·still·operate·on·all·the·groups·at·once.
1059	For·example·we·can·extract·all·three·timeseries·at·a·specific·lat-lon·location:</p>	1059	For·example·we·can·extract·all·three·timeseries·at·a·specific·lat-lon·location:</p>
1060	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[100]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">lat</span><span·class="o">=</span><span·class="mi">75</span><span·class="p">,</span>·<span·class="n">lon</span><span·class="o">=</span><span·class="mi">300</span><span·class="p">)</span>	1060	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[100]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">lat</span><span·class="o">=</span><span·class="mi">75</span><span·class="p">,</span>·<span·class="n">lon</span><span·class="o">=</span><span·class="mi">300</span><span·class="p">)</span>
1061	<span·class="go">ValueError:·Dimensions·{'lat',·'lon'}·do·not·exist.·Expected·one·or·more·of·set()</span>	1061	<span·class="go">ValueError:·Dimensions·{'lon',·'lat'}·do·not·exist.·Expected·one·or·more·of·set()</span>
1062	</pre></div>	1062	</pre></div>
1063	</div>	1063	</div>
1064	<p>or·compute·the·standard·deviation·of·each·timeseries·to·find·out·how·it·varies·with·sampling·frequency:</p>	1064	<p>or·compute·the·standard·deviation·of·each·timeseries·to·find·out·how·it·varies·with·sampling·frequency:</p>
1065	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[101]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">std</span><span·class="p">(</span><span·class="n">dim</span><span·class="o">=</span><span·class="s2">"time"</span><span·class="p">)</span>	1065	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[101]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">std</span><span·class="p">(</span><span·class="n">dim</span><span·class="o">=</span><span·class="s2">"time"</span><span·class="p">)</span>
1066	<span·class="go">ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()</span>	1066	<span·class="go">ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()</span>
1067	</pre></div>	1067	</pre></div>
1068	</div>	1068	</div>
Offset 1128, 15 lines modified		Offset 1128, 15 lines modified
1128	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[107]:·</span><span·class="nb">print</span><span·class="p">(</span><span·class="n">dt</span><span·class="p">[</span><span·class="s2">"/daily"</span><span·class="p">])</span>	1128	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[107]:·</span><span·class="nb">print</span><span·class="p">(</span><span·class="n">dt</span><span·class="p">[</span><span·class="s2">"/daily"</span><span·class="p">])</span>
1129	<span·class="go">KeyError:·'Could·not·find·node·at·/daily'</span>	1129	<span·class="go">KeyError:·'Could·not·find·node·at·/daily'</span>
1130	</pre></div>	1130	</pre></div>
1131	</div>	1131	</div>
1132	<p>This·helps·to·differentiate·which·variables·are·defined·on·the·datatree·node·that·you·are·currently·looking·at,·and·which·were·defined·somewhere·above·it.</p>	1132	<p>This·helps·to·differentiate·which·variables·are·defined·on·the·datatree·node·that·you·are·currently·looking·at,·and·which·were·defined·somewhere·above·it.</p>
1133	<p>We·can·also·still·perform·all·the·same·operations·on·the·whole·tree:</p>	1133	<p>We·can·also·still·perform·all·the·same·operations·on·the·whole·tree:</p>
1134	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[108]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">lat</span><span·class="o">=</span><span·class="p">[</span><span·class="mi">75</span><span·class="p">],</span>·<span·class="n">lon</span><span·class="o">=</span><span·class="p">[</span><span·class="mi">300</span><span·class="p">])</span>	1134	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[108]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">lat</span><span·class="o">=</span><span·class="p">[</span><span·class="mi">75</span><span·class="p">],</span>·<span·class="n">lon</span><span·class="o">=</span><span·class="p">[</span><span·class="mi">300</span><span·class="p">])</span>
1135	<span·class="go">ValueError:·Dimensions·{'lat',·'lon'}·do·not·exist.·Expected·one·or·more·of·set()</span>	1135	<span·class="go">ValueError:·Dimensions·{'lon',·'lat'}·do·not·exist.·Expected·one·or·more·of·set()</span>


1136	<span·class="gp">In·[109]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">std</span><span·class="p">(</span><span·class="n">dim</span><span·class="o">=</span><span·class="s2">"time"</span><span·class="p">)</span>	1136	<span·class="gp">In·[109]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">std</span><span·class="p">(</span><span·class="n">dim</span><span·class="o">=</span><span·class="s2">"time"</span><span·class="p">)</span>
1137	<span·class="go">ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()</span>	1137	<span·class="go">ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()</span>
1138	</pre></div>	1138	</pre></div>
1139	</div>	1139	</div>
1140	</section>	1140	</section>


Offset 870, 15 lines modified		Offset 870, 15 lines modified
870	To·demonstrate,·let’s·first·generate·some·example·datasets·which·are·not	870	To·demonstrate,·let’s·first·generate·some·example·datasets·which·are·not
871	aligned·with·one·another:	871	aligned·with·one·another:
872	#·(drop·the·attributes·just·to·make·the·printed·representation·shorter)	872	#·(drop·the·attributes·just·to·make·the·printed·representation·shorter)
873	In·[89]:·ds·=·xr.tutorial.open_dataset("air_temperature").drop_attrs()	873	In·[89]:·ds·=·xr.tutorial.open_dataset("air_temperature").drop_attrs()
874	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	874	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
875	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	875	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
876	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	876	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
877	0xffff36ed6710>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	877	0xffff3ee86c10>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
878	in·name·resolution)"))	878	in·name·resolution)"))


879	In·[90]:·ds_daily·=·ds.resample(time="D").mean("time")	879	In·[90]:·ds_daily·=·ds.resample(time="D").mean("time")
880	KeyError:·"No·variable·named·'time'.·Variables·on·the·dataset·include·['foo',	880	KeyError:·"No·variable·named·'time'.·Variables·on·the·dataset·include·['foo',
881	'x',·'letters']"	881	'x',·'letters']"

Offset 946, 15 lines modified		Offset 946, 15 lines modified
946	····└──·Group:·/b/B	946	····└──·Group:·/b/B
947	Now·we·have·a·valid·DataTree·structure·which·contains·all·the·data·at·each	947	Now·we·have·a·valid·DataTree·structure·which·contains·all·the·data·at·each
948	different·time·frequency,·stored·in·a·separate·group.	948	different·time·frequency,·stored·in·a·separate·group.
949	This·is·a·useful·way·to·organise·our·data·because·we·can·still·operate·on·all	949	This·is·a·useful·way·to·organise·our·data·because·we·can·still·operate·on·all
950	the·groups·at·once.·For·example·we·can·extract·all·three·timeseries·at·a	950	the·groups·at·once.·For·example·we·can·extract·all·three·timeseries·at·a
951	specific·lat-lon·location:	951	specific·lat-lon·location:
952	In·[100]:·dt.sel(lat=75,·lon=300)	952	In·[100]:·dt.sel(lat=75,·lon=300)
953	ValueError:·Dimensions·{'lat',·'lon'}·do·not·exist.·Expected·one·or·more·of·set	953	ValueError:·Dimensions·{'lon',·'lat'}·do·not·exist.·Expected·one·or·more·of·set
954	()	954	()
955	or·compute·the·standard·deviation·of·each·timeseries·to·find·out·how·it·varies	955	or·compute·the·standard·deviation·of·each·timeseries·to·find·out·how·it·varies
956	with·sampling·frequency:	956	with·sampling·frequency:
957	In·[101]:·dt.std(dim="time")	957	In·[101]:·dt.std(dim="time")
958	ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()	958	ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()
959	\x8\x8\x8\x8·C\x8Co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8e·I\x8In\x8nh\x8he\x8er\x8ri\x8it\x8ta\x8an\x8nc\x8ce\x8e_\x8?\x8¶·\x8\x8\x8\x8	959	\x8\x8\x8\x8·C\x8Co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8e·I\x8In\x8nh\x8he\x8er\x8ri\x8it\x8ta\x8an\x8nc\x8ce\x8e_\x8?\x8¶·\x8\x8\x8\x8
960	Notice·that·in·the·trees·we·constructed·above·there·is·some·redundancy·-·the	960	Notice·that·in·the·trees·we·constructed·above·there·is·some·redundancy·-·the
Offset 1018, 15 lines modified		Offset 1018, 15 lines modified
1018	coordinates,·but·explicitly·mark·them·as·such:	1018	coordinates,·but·explicitly·mark·them·as·such:
1019	In·[107]:·print(dt["/daily"])	1019	In·[107]:·print(dt["/daily"])
1020	KeyError:·'Could·not·find·node·at·/daily'	1020	KeyError:·'Could·not·find·node·at·/daily'
1021	This·helps·to·differentiate·which·variables·are·defined·on·the·datatree·node	1021	This·helps·to·differentiate·which·variables·are·defined·on·the·datatree·node
1022	that·you·are·currently·looking·at,·and·which·were·defined·somewhere·above·it.	1022	that·you·are·currently·looking·at,·and·which·were·defined·somewhere·above·it.
1023	We·can·also·still·perform·all·the·same·operations·on·the·whole·tree:	1023	We·can·also·still·perform·all·the·same·operations·on·the·whole·tree:
1024	In·[108]:·dt.sel(lat=[75],·lon=[300])	1024	In·[108]:·dt.sel(lat=[75],·lon=[300])
1025	ValueError:·Dimensions·{'lat',·'lon'}·do·not·exist.·Expected·one·or·more·of·set	1025	ValueError:·Dimensions·{'lon',·'lat'}·do·not·exist.·Expected·one·or·more·of·set
1026	()	1026	()


1027	In·[109]:·dt.std(dim="time")	1027	In·[109]:·dt.std(dim="time")
1028	ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()	1028	ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()
1029	_\x8[_\x8L_\x8o_\x8g_\x8o_\x8·_\x8o_\x8f_\x8·_\x8x_\x8a_\x8r_\x8r_\x8a_\x8y_\x8]	1029	_\x8[_\x8L_\x8o_\x8g_\x8o_\x8·_\x8o_\x8f_\x8·_\x8x_\x8a_\x8r_\x8r_\x8a_\x8y_\x8]
1030	\x8\x8\x8\x8\x8\x8·_\x8x\x8x_\x8a\x8a_\x8r\x8r_\x8r\x8r_\x8a\x8a_\x8y\x8y·\x8\x8\x8\x8\x8\x8	1030	\x8\x8\x8\x8\x8\x8·_\x8x\x8x_\x8a\x8a_\x8r\x8r_\x8r\x8r_\x8a\x8a_\x8y\x8y·\x8\x8\x8\x8\x8\x8


Offset 653, 15 lines modified		Offset 653, 15 lines modified
653	to·a·collection·specified·weather·station·latitudes·and·longitudes.	653	to·a·collection·specified·weather·station·latitudes·and·longitudes.
654	To·trigger·vectorized·indexing·behavior	654	To·trigger·vectorized·indexing·behavior
655	you·will·need·to·provide·the·selection·dimensions·with·a·new	655	you·will·need·to·provide·the·selection·dimensions·with·a·new
656	shared·output·dimension·name.·In·the·example·below,·the·selections	656	shared·output·dimension·name.·In·the·example·below,·the·selections
657	of·the·closest·latitude·and·longitude·are·renamed·to·an·output	657	of·the·closest·latitude·and·longitude·are·renamed·to·an·output
658	dimension·named·“points”:</p>	658	dimension·named·“points”:</p>
659	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[52]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span>	659	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[52]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span>
660	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff36ed6710>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>	660	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3ee86990>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>


661	<span·class="go">#·Define·target·latitude·and·longitude·(where·weather·stations·might·be)</span>	661	<span·class="go">#·Define·target·latitude·and·longitude·(where·weather·stations·might·be)</span>
662	<span·class="gp">In·[53]:·</span><span·class="n">target_lon</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="mi">200</span><span·class="p">,</span>·<span·class="mi">201</span><span·class="p">,</span>·<span·class="mi">202</span><span·class="p">,</span>·<span·class="mi">205</span><span·class="p">],</span>·<span·class="n">dims</span><span·class="o">=</span><span·class="s2">"points"</span><span·class="p">)</span>	662	<span·class="gp">In·[53]:·</span><span·class="n">target_lon</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="mi">200</span><span·class="p">,</span>·<span·class="mi">201</span><span·class="p">,</span>·<span·class="mi">202</span><span·class="p">,</span>·<span·class="mi">205</span><span·class="p">],</span>·<span·class="n">dims</span><span·class="o">=</span><span·class="s2">"points"</span><span·class="p">)</span>

663	<span·class="gp">In·[54]:·</span><span·class="n">target_lat</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="mi">31</span><span·class="p">,</span>·<span·class="mi">41</span><span·class="p">,</span>·<span·class="mi">42</span><span·class="p">,</span>·<span·class="mi">42</span><span·class="p">],</span>·<span·class="n">dims</span><span·class="o">=</span><span·class="s2">"points"</span><span·class="p">)</span>	663	<span·class="gp">In·[54]:·</span><span·class="n">target_lat</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="mi">31</span><span·class="p">,</span>·<span·class="mi">41</span><span·class="p">,</span>·<span·class="mi">42</span><span·class="p">,</span>·<span·class="mi">42</span><span·class="p">],</span>·<span·class="n">dims</span><span·class="o">=</span><span·class="s2">"points"</span><span·class="p">)</span>

Offset 697, 15 lines modified		Offset 697, 15 lines modified
697	</div>	697	</div>
698	</section>	698	</section>
699	<section·id="assigning-values-with-indexing">	699	<section·id="assigning-values-with-indexing">
700	<span·id="assigning-values"></span><h2>Assigning·values·with·indexing<a·class="headerlink"·href="#assigning-values-with-indexing"·title="Link·to·this·heading">¶</a></h2>	700	<span·id="assigning-values"></span><h2>Assigning·values·with·indexing<a·class="headerlink"·href="#assigning-values-with-indexing"·title="Link·to·this·heading">¶</a></h2>
701	<p>To·select·and·assign·values·to·a·portion·of·a·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataArray()</span></code>·you	701	<p>To·select·and·assign·values·to·a·portion·of·a·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataArray()</span></code>·you
702	can·use·indexing·with·<code·class="docutils·literal·notranslate"><span·class="pre">.loc</span></code>·:</p>	702	can·use·indexing·with·<code·class="docutils·literal·notranslate"><span·class="pre">.loc</span></code>·:</p>
703	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[57]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span>	703	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[57]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span>
704	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3~~6ed531~~0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>	704	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3f598a50>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>


705	<span·class="go">#·add·an·empty·2D·dataarray</span>	705	<span·class="go">#·add·an·empty·2D·dataarray</span>
706	<span·class="gp">In·[58]:·</span><span·class="n">ds</span><span·class="p">[</span><span·class="s2">"empty"</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">full_like</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">air</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"time"</span><span·class="p">),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>	706	<span·class="gp">In·[58]:·</span><span·class="n">ds</span><span·class="p">[</span><span·class="s2">"empty"</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">full_like</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">air</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"time"</span><span·class="p">),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>
707	<span·class="go">AttributeError:·'Dataset'·object·has·no·attribute·'air'</span>	707	<span·class="go">AttributeError:·'Dataset'·object·has·no·attribute·'air'</span>


Offset 869, 15 lines modified		Offset 869, 15 lines modified
869	</div>	869	</div>
870	</div>	870	</div>
871	<p>You·can·also·assign·values·to·all·variables·of·a·<code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">Dataset</span></code>·at·once:</p>	871	<p>You·can·also·assign·values·to·all·variables·of·a·<code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">Dataset</span></code>·at·once:</p>
872	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[83]:·</span><span·class="n">ds_org</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"eraint_uvz"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span>	872	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[83]:·</span><span·class="n">ds_org</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"eraint_uvz"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span>
873	<span·class="gp">···....:·</span>····<span·class="n">latitude</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">56</span><span·class="p">,</span>·<span·class="mi">59</span><span·class="p">),</span>·<span·class="n">longitude</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">255</span><span·class="p">,</span>·<span·class="mi">258</span><span·class="p">),</span>·<span·class="n">level</span><span·class="o">=</span><span·class="mi">0</span>	873	<span·class="gp">···....:·</span>····<span·class="n">latitude</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">56</span><span·class="p">,</span>·<span·class="mi">59</span><span·class="p">),</span>·<span·class="n">longitude</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">255</span><span·class="p">,</span>·<span·class="mi">258</span><span·class="p">),</span>·<span·class="n">level</span><span·class="o">=</span><span·class="mi">0</span>
874	<span·class="gp">···....:·</span><span·class="p">)</span>	874	<span·class="gp">···....:·</span><span·class="p">)</span>
875	<span·class="gp">···....:·</span>	875	<span·class="gp">···....:·</span>
876	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/eraint_uvz.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff36e~~d51d~~0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>	876	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/eraint_uvz.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xffff3ee86490>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>


877	<span·class="go">#·set·all·values·to·0</span>	877	<span·class="go">#·set·all·values·to·0</span>
878	<span·class="gp">In·[84]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">zeros_like</span><span·class="p">(</span><span·class="n">ds_org</span><span·class="p">)</span>	878	<span·class="gp">In·[84]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">zeros_like</span><span·class="p">(</span><span·class="n">ds_org</span><span·class="p">)</span>
879	<span·class="go">NameError:·name·'ds_org'·is·not·defined</span>	879	<span·class="go">NameError:·name·'ds_org'·is·not·defined</span>


Offset 476, 15 lines modified		Offset 476, 15 lines modified
476	with·a·new·shared·output·dimension·name.·In·the·example·below,·the·selections	476	with·a·new·shared·output·dimension·name.·In·the·example·below,·the·selections
477	of·the·closest·latitude·and·longitude·are·renamed·to·an·output·dimension·named	477	of·the·closest·latitude·and·longitude·are·renamed·to·an·output·dimension·named
478	“points”:	478	“points”:
479	In·[52]:·ds·=·xr.tutorial.open_dataset("air_temperature")	479	In·[52]:·ds·=·xr.tutorial.open_dataset("air_temperature")
480	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	480	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
481	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	481	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
482	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	482	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
483	0xffff36ed6710>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	483	0xffff3ee86990>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
484	in·name·resolution)"))	484	in·name·resolution)"))


485	#·Define·target·latitude·and·longitude·(where·weather·stations·might·be)	485	#·Define·target·latitude·and·longitude·(where·weather·stations·might·be)
486	In·[53]:·target_lon·=·xr.DataArray([200,·201,·202,·205],·dims="points")	486	In·[53]:·target_lon·=·xr.DataArray([200,·201,·202,·205],·dims="points")

487	In·[54]:·target_lat·=·xr.DataArray([31,·41,·42,·42],·dims="points")	487	In·[54]:·target_lat·=·xr.DataArray([31,·41,·42,·42],·dims="points")
Offset 516, 15 lines modified		Offset 516, 15 lines modified
516	\x8\x8\x8\x8\x8·A\x8As\x8ss\x8si\x8ig\x8gn\x8ni\x8in\x8ng\x8g·v\x8va\x8al\x8lu\x8ue\x8es\x8s·w\x8wi\x8it\x8th\x8h·i\x8in\x8nd\x8de\x8ex\x8xi\x8in\x8ng\x8g_\x8?\x8¶·\x8\x8\x8\x8\x8	516	\x8\x8\x8\x8\x8·A\x8As\x8ss\x8si\x8ig\x8gn\x8ni\x8in\x8ng\x8g·v\x8va\x8al\x8lu\x8ue\x8es\x8s·w\x8wi\x8it\x8th\x8h·i\x8in\x8nd\x8de\x8ex\x8xi\x8in\x8ng\x8g_\x8?\x8¶·\x8\x8\x8\x8\x8
517	To·select·and·assign·values·to·a·portion·of·a·DataArray()·you·can·use·indexing	517	To·select·and·assign·values·to·a·portion·of·a·DataArray()·you·can·use·indexing
518	with·.loc·:	518	with·.loc·:
519	In·[57]:·ds·=·xr.tutorial.open_dataset("air_temperature")	519	In·[57]:·ds·=·xr.tutorial.open_dataset("air_temperature")
520	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	520	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
521	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	521	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
522	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	522	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
523	0xffff3~~6ed531~~0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	523	0xffff3f598a50>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
524	in·name·resolution)"))	524	in·name·resolution)"))


525	#·add·an·empty·2D·dataarray	525	#·add·an·empty·2D·dataarray
526	In·[58]:·ds["empty"]·=·xr.full_like(ds.air.mean("time"),·fill_value=0)	526	In·[58]:·ds["empty"]·=·xr.full_like(ds.air.mean("time"),·fill_value=0)
527	AttributeError:·'Dataset'·object·has·no·attribute·'air'	527	AttributeError:·'Dataset'·object·has·no·attribute·'air'

Offset 678, 15 lines modified		Offset 678, 15 lines modified
678	In·[83]:·ds_org·=·xr.tutorial.open_dataset("eraint_uvz").isel(	678	In·[83]:·ds_org·=·xr.tutorial.open_dataset("eraint_uvz").isel(
679	···....:·····latitude=slice(56,·59),·longitude=slice(255,·258),·level=0	679	···....:·····latitude=slice(56,·59),·longitude=slice(255,·258),·level=0
680	···....:·)	680	···....:·)
681	···....:	681	···....:
682	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	682	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
683	exceeded·with·url:·/pydata/xarray-data/raw/master/eraint_uvz.nc·(Caused·by	683	exceeded·with·url:·/pydata/xarray-data/raw/master/eraint_uvz.nc·(Caused·by
684	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	684	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
685	0xffff36e~~d51d~~0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	685	0xffff3ee86490>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
686	in·name·resolution)"))	686	in·name·resolution)"))


687	#·set·all·values·to·0	687	#·set·all·values·to·0
688	In·[84]:·ds·=·xr.zeros_like(ds_org)	688	In·[84]:·ds·=·xr.zeros_like(ds_org)
689	NameError:·name·'ds_org'·is·not·defined	689	NameError:·name·'ds_org'·is·not·defined


Offset 153, 26 lines modified		Offset 153, 26 lines modified
153	···....:·····np.sin(np.linspace(0,·2·*·np.pi,·10)),	153	···....:·····np.sin(np.linspace(0,·2·*·np.pi,·10)),
154	···....:·····dims="x",	154	···....:·····dims="x",
155	···....:·····coords={"x":·np.linspace(0,·1,·10)},	155	···....:·····coords={"x":·np.linspace(0,·1,·10)},
156	···....:·)	156	···....:·)
157	···....:	157	···....:

158	In·[17]:·da.plot.line("o",·label="original")	158	In·[17]:·da.plot.line("o",·label="original")
159	Out[17]:·[<matplotlib.lines.Line2D·at·0xffff~~3840~~ee90>]	159	Out[17]:·[<matplotlib.lines.Line2D·at·0xffff401fee90>]

160	In·[18]:·da.interp(x=np.linspace(0,·1,·100)).plot.line(label="linear	160	In·[18]:·da.interp(x=np.linspace(0,·1,·100)).plot.line(label="linear
161	(default)")	161	(default)")
162	Out[18]:·[<matplotlib.lines.Line2D·at·0xffff~~3fb4b11~~0>]	162	Out[18]:·[<matplotlib.lines.Line2D·at·0xffff478cf750>]

163	In·[19]:·da.interp(x=np.linspace(0,·1,·100),·method="cubic").plot.line	163	In·[19]:·da.interp(x=np.linspace(0,·1,·100),·method="cubic").plot.line
164	(label="cubic")	164	(label="cubic")
165	Out[19]:·[<matplotlib.lines.Line2D·at·0xffff~~3fb4b75~~0>]	165	Out[19]:·[<matplotlib.lines.Line2D·at·0xffff478cf610>]

166	In·[20]:·plt.legend()	166	In·[20]:·plt.legend()
167	Out[20]:·<matplotlib.legend.Legend·at·0xffff~~3fab7~~8c0>	167	Out[20]:·<matplotlib.legend.Legend·at·0xffff478738c0>
168	_\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x81_\x8._\x8p_\x8n_\x8g_\x8]	168	_\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x81_\x8._\x8p_\x8n_\x8g_\x8]
169	Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.	169	Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.
170	#·fill·0·for·the·outside·of·the·original·coordinates.	170	#·fill·0·for·the·outside·of·the·original·coordinates.
171	In·[21]:·da.interp(x=np.linspace(-0.5,·1.5,·10),·kwargs={"fill_value":·0.0})	171	In·[21]:·da.interp(x=np.linspace(-0.5,·1.5,·10),·kwargs={"fill_value":·0.0})
172	Out[21]:	172	Out[21]:
173	<xarray.DataArray·(x:·10)>·Size:·80B	173	<xarray.DataArray·(x:·10)>·Size:·80B
174	array([·0.···,··0.···,··0.···,··0.814,··0.604,·-0.604,·-0.814,··0.···,··0.···,	174	array([·0.···,··0.···,··0.···,··0.814,··0.604,·-0.604,·-0.814,··0.···,··0.···,
Offset 338, 15 lines modified		Offset 338, 15 lines modified
338	\x8\x8\x8\x8\x8·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8e_\x8?\x8¶·\x8\x8\x8\x8\x8	338	\x8\x8\x8\x8\x8·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8e_\x8?\x8¶·\x8\x8\x8\x8\x8
339	Let’s·see·how·interp()·works·on·real·data.	339	Let’s·see·how·interp()·works·on·real·data.
340	#·Raw·data	340	#·Raw·data
341	In·[44]:·ds·=·xr.tutorial.open_dataset("air_temperature").isel(time=0)	341	In·[44]:·ds·=·xr.tutorial.open_dataset("air_temperature").isel(time=0)
342	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	342	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
343	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	343	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
344	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	344	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
345	0xffff~~3fb1b~~890>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	345	0xffff4789f890>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
346	in·name·resolution)"))	346	in·name·resolution)"))


347	In·[45]:·fig,·axes·=·plt.subplots(ncols=2,·figsize=(10,·4))	347	In·[45]:·fig,·axes·=·plt.subplots(ncols=2,·figsize=(10,·4))

348	In·[46]:·ds.air.plot(ax=axes[0])	348	In·[46]:·ds.air.plot(ax=axes[0])
349	AttributeError:·'Dataset'·object·has·no·attribute·'air'	349	AttributeError:·'Dataset'·object·has·no·attribute·'air'
Offset 411, 15 lines modified		Offset 411, 15 lines modified
411	k")	411	k")
412	···....:	412	···....:

413	In·[61]:·axes[0].set_title("Raw·data")	413	In·[61]:·axes[0].set_title("Raw·data")
414	Out[61]:·Text(0.5,·1.0,·'Raw·data')	414	Out[61]:·Text(0.5,·1.0,·'Raw·data')

415	In·[62]:·dsi·=·ds.interp(lon=lon,·lat=lat)	415	In·[62]:·dsi·=·ds.interp(lon=lon,·lat=lat)
416	ValueError:·Dimensions·{'lat',·'lon'}·do·not·exist.·Expected·one·or·more·of	416	ValueError:·Dimensions·{'lon',·'lat'}·do·not·exist.·Expected·one·or·more·of
417	FrozenMappingWarningOnValuesAccess({'x':·3,·'y':·4})	417	FrozenMappingWarningOnValuesAccess({'x':·3,·'y':·4})


418	In·[63]:·dsi.air.plot(ax=axes[1])	418	In·[63]:·dsi.air.plot(ax=axes[1])
419	NameError:·name·'dsi'·is·not·defined	419	NameError:·name·'dsi'·is·not·defined


Offset 481, 15 lines modified		Offset 481, 15 lines modified
481	···....:·········"y":·pd.date_range("2000-01-01",·periods=5),	481	···....:·········"y":·pd.date_range("2000-01-01",·periods=5),
482	···....:·········"z":·("x",·list("abcd")),	482	···....:·········"z":·("x",·list("abcd")),
483	···....:·····},	483	···....:·····},
484	···....:·)	484	···....:·)
485	···....:	485	···....:

486	In·[13]:·ds.to_zarr("path/to/directory.zarr")	486	In·[13]:·ds.to_zarr("path/to/directory.zarr")
487	Out[13]:·<xarray.backends.zarr.ZarrStore·at·0xffff3~~724d24~~0>	487	Out[13]:·<xarray.backends.zarr.ZarrStore·at·0xffff3f005750>
488	(The·suffix·.zarr·is·optional–just·a·reminder·that·a·zarr·store·lives·there.)	488	(The·suffix·.zarr·is·optional–just·a·reminder·that·a·zarr·store·lives·there.)
489	If·the·directory·does·not·exist,·it·will·be·created.·If·a·zarr·store·is·already	489	If·the·directory·does·not·exist,·it·will·be·created.·If·a·zarr·store·is·already
490	present·at·that·path,·an·error·will·be·raised,·preventing·it·from·being	490	present·at·that·path,·an·error·will·be·raised,·preventing·it·from·being
491	overwritten.·To·override·this·behavior·and·overwrite·an·existing·store,·add	491	overwritten.·To·override·this·behavior·and·overwrite·an·existing·store,·add
492	mode='w'·when·invoking·to_zarr().	492	mode='w'·when·invoking·to_zarr().
493	DataArrays·can·also·be·saved·to·disk·using·the·DataArray.to_zarr()·method,·and	493	DataArrays·can·also·be·saved·to·disk·using·the·DataArray.to_zarr()·method,·and
494	loaded·from·disk·using·the·open_dataarray()·function·with·engine='zarr'.	494	loaded·from·disk·using·the·open_dataarray()·function·with·engine='zarr'.
Offset 505, 19 lines modified		Offset 505, 19 lines modified
505	To·read·back·a·zarr·dataset·that·has·been·created·this·way,·we·use·the	505	To·read·back·a·zarr·dataset·that·has·been·created·this·way,·we·use·the
506	open_zarr()·method:	506	open_zarr()·method:
507	In·[14]:·ds_zarr·=·xr.open_zarr("path/to/directory.zarr")	507	In·[14]:·ds_zarr·=·xr.open_zarr("path/to/directory.zarr")

508	In·[15]:·ds_zarr	508	In·[15]:·ds_zarr
509	Out[15]:	509	Out[15]:
510	<xarray.Dataset>·Size:·264B	510	<xarray.Dataset>·Size:·264B
511	Dimensions:··(y:·5,·x:·4)	511	Dimensions:··(x:·4,·y:·5)
512	Coordinates:	512	Coordinates:
513	··*·y········(y)·datetime64[ns]·40B·2000-01-01·2000-01-02·...·2000-01-05
514	··*·x········(x)·int64·32B·10·20·30·40
515	····z········(x)·object·32B·dask.array<chunksize=(4,),·meta=np.ndarray>	513	····z········(x)·object·32B·dask.array<chunksize=(4,),·meta=np.ndarray>
		514	··*·x········(x)·int64·32B·10·20·30·40
		515	··*·y········(y)·datetime64[ns]·40B·2000-01-01·2000-01-02·...·2000-01-05
516	Data·variables:	516	Data·variables:
517	····foo······(x,·y)·float64·160B·dask.array<chunksize=(4,·5),·meta=np.ndarray>	517	····foo······(x,·y)·float64·160B·dask.array<chunksize=(4,·5),·meta=np.ndarray>
518	\x8\x8\x8\x8·C\x8Cl\x8lo\x8ou\x8ud\x8d·S\x8St\x8to\x8or\x8ra\x8ag\x8ge\x8e·B\x8Bu\x8uc\x8ck\x8ke\x8et\x8ts\x8s_\x8?\x8¶·\x8\x8\x8\x8	518	\x8\x8\x8\x8·C\x8Cl\x8lo\x8ou\x8ud\x8d·S\x8St\x8to\x8or\x8ra\x8ag\x8ge\x8e·B\x8Bu\x8uc\x8ck\x8ke\x8et\x8ts\x8s_\x8?\x8¶·\x8\x8\x8\x8
519	It·is·possible·to·read·and·write·xarray·datasets·directly·from·/·to·cloud	519	It·is·possible·to·read·and·write·xarray·datasets·directly·from·/·to·cloud
520	storage·buckets·using·zarr.·This·example·uses·the·_\x8g_\x8c_\x8s_\x8f_\x8s·package·to·provide·an	520	storage·buckets·using·zarr.·This·example·uses·the·_\x8g_\x8c_\x8s_\x8f_\x8s·package·to·provide·an
521	interface·to·_\x8G_\x8o_\x8o_\x8g_\x8l_\x8e_\x8·_\x8C_\x8l_\x8o_\x8u_\x8d_\x8·_\x8S_\x8t_\x8o_\x8r_\x8a_\x8g_\x8e.	521	interface·to·_\x8G_\x8o_\x8o_\x8g_\x8l_\x8e_\x8·_\x8C_\x8l_\x8o_\x8u_\x8d_\x8·_\x8S_\x8t_\x8o_\x8r_\x8a_\x8g_\x8e.
522	General·_\x8f_\x8s_\x8s_\x8p_\x8e_\x8c·URLs,·those·that·begin·with·s3://·or·gcs://·for·example,·are	522	General·_\x8f_\x8s_\x8s_\x8p_\x8e_\x8c·URLs,·those·that·begin·with·s3://·or·gcs://·for·example,·are
Offset 562, 35 lines modified		Offset 562, 35 lines modified

562	In·[18]:·ds·=·xr.Dataset({"foo":·("x",·dummies)},·coords={"x":·np.arange(30)})	562	In·[18]:·ds·=·xr.Dataset({"foo":·("x",·dummies)},·coords={"x":·np.arange(30)})

563	In·[19]:·path·=·"path/to/directory.zarr"	563	In·[19]:·path·=·"path/to/directory.zarr"

564	#·Now·we·write·the·metadata·without·computing·any·array·values	564	#·Now·we·write·the·metadata·without·computing·any·array·values
565	In·[20]:·ds.to_zarr(path,·compute=False)	565	In·[20]:·ds.to_zarr(path,·compute=False)
566	Out[20]:·Delayed('_finalize_store-~~3df12~~c09-~~b731~~-4~~ef2~~-~~b411~~-~~66b93660fa~~cf')	566	Out[20]:·Delayed('_finalize_store-c4a7dc8b-7565-4d9f-a5fa-72f8057e58cf')
567	Now,·a·Zarr·store·with·the·correct·variable·shapes·and·attributes·exists·that	567	Now,·a·Zarr·store·with·the·correct·variable·shapes·and·attributes·exists·that
568	can·be·filled·out·by·subsequent·calls·to·to_zarr.·Setting·region="auto"·will	568	can·be·filled·out·by·subsequent·calls·to·to_zarr.·Setting·region="auto"·will
569	open·the·existing·store·and·determine·the·correct·alignment·of·the·new·data	569	open·the·existing·store·and·determine·the·correct·alignment·of·the·new·data
570	with·the·existing·dimensions,·or·as·an·explicit·mapping·from·dimension·names·to	570	with·the·existing·dimensions,·or·as·an·explicit·mapping·from·dimension·names·to
571	Python·slice·objects·indicating·where·the·data·should·be·written·(in·index	571	Python·slice·objects·indicating·where·the·data·should·be·written·(in·index
572	space,·not·label·space),·e.g.,	572	space,·not·label·space),·e.g.,
573	#·For·convenience,·we'll·slice·a·single·dataset,·but·in·the·real·use-case	573	#·For·convenience,·we'll·slice·a·single·dataset,·but·in·the·real·use-case
574	#·we·would·create·them·separately·possibly·even·from·separate·processes.	574	#·we·would·create·them·separately·possibly·even·from·separate·processes.
575	In·[21]:·ds·=·xr.Dataset({"foo":·("x",·np.arange(30))},·coords={"x":·np.arange	575	In·[21]:·ds·=·xr.Dataset({"foo":·("x",·np.arange(30))},·coords={"x":·np.arange
576	(30)})	576	(30)})

577	#·Any·of·the·following·region·specifications·are·valid	577	#·Any·of·the·following·region·specifications·are·valid
578	In·[22]:·ds.isel(x=slice(0,·10)).to_zarr(path,·region="auto")	578	In·[22]:·ds.isel(x=slice(0,·10)).to_zarr(path,·region="auto")
579	Out[22]:·<xarray.backends.zarr.ZarrStore·at·0xffff3~~724e3b~~0>	579	Out[22]:·<xarray.backends.zarr.ZarrStore·at·0xffff3f006a70>

580	In·[23]:·ds.isel(x=slice(10,·20)).to_zarr(path,·region={"x":·"auto"})	580	In·[23]:·ds.isel(x=slice(10,·20)).to_zarr(path,·region={"x":·"auto"})
581	Out[23]:·<xarray.backends.zarr.ZarrStore·at·0xffff3~~724e17~~0>	581	Out[23]:·<xarray.backends.zarr.ZarrStore·at·0xffff3f006680>

582	In·[24]:·ds.isel(x=slice(20,·30)).to_zarr(path,·region={"x":·slice(20,·30)})	582	In·[24]:·ds.isel(x=slice(20,·30)).to_zarr(path,·region={"x":·slice(20,·30)})
583	Out[24]:·<xarray.backends.zarr.ZarrStore·at·0xffff3~~760467~~0>	583	Out[24]:·<xarray.backends.zarr.ZarrStore·at·0xffff3f3c0b80>
584	Concurrent·writes·with·region·are·safe·as·long·as·they·modify·distinct·chunks	584	Concurrent·writes·with·region·are·safe·as·long·as·they·modify·distinct·chunks
585	in·the·underlying·Zarr·arrays·(or·use·an·appropriate·lock).	585	in·the·underlying·Zarr·arrays·(or·use·an·appropriate·lock).
586	As·a·safety·check·to·make·it·harder·to·inadvertently·override·existing·values,	586	As·a·safety·check·to·make·it·harder·to·inadvertently·override·existing·values,
587	if·you·set·region·then·a\x8al\x8ll\x8l·variables·included·in·a·Dataset·must·have·dimensions	587	if·you·set·region·then·a\x8al\x8ll\x8l·variables·included·in·a·Dataset·must·have·dimensions
588	included·in·region.·Other·variables·(typically·coordinates)·need·to·be	588	included·in·region.·Other·variables·(typically·coordinates)·need·to·be
589	explicitly·dropped·and/or·written·in·a·separate·calls·to·to_zarr·with·mode='a'.	589	explicitly·dropped·and/or·written·in·a·separate·calls·to·to_zarr·with·mode='a'.
590	\x8\x8\x8\x8·Z\x8Za\x8ar\x8rr\x8r·C\x8Co\x8om\x8mp\x8pr\x8re\x8es\x8ss\x8so\x8or\x8rs\x8s·a\x8an\x8nd\x8d·F\x8Fi\x8il\x8lt\x8te\x8er\x8rs\x8s_\x8?\x8¶·\x8\x8\x8\x8	590	\x8\x8\x8\x8·Z\x8Za\x8ar\x8rr\x8r·C\x8Co\x8om\x8mp\x8pr\x8re\x8es\x8ss\x8so\x8or\x8rs\x8s·a\x8an\x8nd\x8d·F\x8Fi\x8il\x8lt\x8te\x8er\x8rs\x8s_\x8?\x8¶·\x8\x8\x8\x8
Offset 636, 28 lines modified		Offset 636, 28 lines modified
636	···....:·········"y":·[1,·2,·3,·4,·5],	636	···....:·········"y":·[1,·2,·3,·4,·5],
637	···....:·········"t":·pd.date_range("2001-01-01",·periods=2),	637	···....:·········"t":·pd.date_range("2001-01-01",·periods=2),
638	···....:·····},	638	···....:·····},
639	···....:·)	639	···....:·)
640	···....:	640	···....:

641	In·[30]:·ds1.to_zarr("path/to/directory.zarr")	641	In·[30]:·ds1.to_zarr("path/to/directory.zarr")
642	Out[30]:·<xarray.backends.zarr.ZarrStore·at·0xffff3~~724f76~~0>	642	Out[30]:·<xarray.backends.zarr.ZarrStore·at·0xffff3f007c70>

643	In·[31]:·ds2·=·xr.Dataset(	643	In·[31]:·ds2·=·xr.Dataset(
644	···....:·····{"foo":·(("x",·"y",·"t"),·np.random.rand(4,·5,·2))},	644	···....:·····{"foo":·(("x",·"y",·"t"),·np.random.rand(4,·5,·2))},
645	···....:·····coords={	645	···....:·····coords={
646	···....:·········"x":·[10,·20,·30,·40],	646	···....:·········"x":·[10,·20,·30,·40],
647	···....:·········"y":·[1,·2,·3,·4,·5],	647	···....:·········"y":·[1,·2,·3,·4,·5],
648	···....:·········"t":·pd.date_range("2001-01-03",·periods=2),	648	···....:·········"t":·pd.date_range("2001-01-03",·periods=2),
649	···....:·····},	649	···....:·····},
650	···....:·)	650	···....:·)
651	···....:	651	···....:

652	In·[32]:·ds2.to_zarr("path/to/directory.zarr",·append_dim="t")	652	In·[32]:·ds2.to_zarr("path/to/directory.zarr",·append_dim="t")
653	Out[32]:·<xarray.backends.zarr.ZarrStore·at·0xffff3~~724f88~~0>	653	Out[32]:·<xarray.backends.zarr.ZarrStore·at·0xffff3f007be0>
654	\x8\x8\x8\x8·S\x8Sp\x8pe\x8ec\x8ci\x8if\x8fy\x8yi\x8in\x8ng\x8g·c\x8ch\x8hu\x8un\x8nk\x8ks\x8s·i\x8in\x8n·a\x8a·z\x8za\x8ar\x8rr\x8r·s\x8st\x8to\x8or\x8re\x8e_\x8?\x8¶·\x8\x8\x8\x8	654	\x8\x8\x8\x8·S\x8Sp\x8pe\x8ec\x8ci\x8if\x8fy\x8yi\x8in\x8ng\x8g·c\x8ch\x8hu\x8un\x8nk\x8ks\x8s·i\x8in\x8n·a\x8a·z\x8za\x8ar\x8rr\x8r·s\x8st\x8to\x8or\x8re\x8e_\x8?\x8¶·\x8\x8\x8\x8
655	Chunk·sizes·may·be·specified·in·one·of·three·ways·when·writing·to·a·zarr·store:	655	Chunk·sizes·may·be·specified·in·one·of·three·ways·when·writing·to·a·zarr·store:
656	···1.·Manual·chunk·sizing·through·the·use·of·the·encoding·argument·in	656	···1.·Manual·chunk·sizing·through·the·use·of·the·encoding·argument·in
657	······Dataset.to_zarr():	657	······Dataset.to_zarr():
658	···2.·Automatic·chunking·based·on·chunks·in·dask·arrays	658	···2.·Automatic·chunking·based·on·chunks·in·dask·arrays
659	···3.·Default·chunk·behavior·determined·by·the·zarr·library	659	···3.·Default·chunk·behavior·determined·by·the·zarr·library
660	The·resulting·chunks·will·be·determined·based·on·the·order·of·the·above·list;	660	The·resulting·chunks·will·be·determined·based·on·the·order·of·the·above·list;
Offset 678, 15 lines modified		Offset 678, 15 lines modified
678	For·example,·let’s·say·we’re·working·with·a·dataset·with·dimensions·('time',	678	For·example,·let’s·say·we’re·working·with·a·dataset·with·dimensions·('time',
679	'x',·'y'),·a·variable·Tair·which·is·chunked·in·x·and·y,·and·two·multi-	679	'x',·'y'),·a·variable·Tair·which·is·chunked·in·x·and·y,·and·two·multi-
680	dimensional·coordinates·xc·and·yc:	680	dimensional·coordinates·xc·and·yc:
681	In·[33]:·ds·=·xr.tutorial.open_dataset("rasm")	681	In·[33]:·ds·=·xr.tutorial.open_dataset("rasm")
682	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	682	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
683	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by	683	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by
684	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	684	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
685	0xffff3~~734f4d~~0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	685	0xffff3f0b8050>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
686	in·name·resolution)"))	686	in·name·resolution)"))


687	In·[34]:·ds["Tair"]·=·ds["Tair"].chunk({"x":·100,·"y":·100})	687	In·[34]:·ds["Tair"]·=·ds["Tair"].chunk({"x":·100,·"y":·100})
688	KeyError:·"No·variable·named·'Tair'.·Variables·on·the·dataset·include·['foo',	688	KeyError:·"No·variable·named·'Tair'.·Variables·on·the·dataset·include·['foo',
689	'x']"	689	'x']"

Offset 699, 15 lines modified		Offset 699, 15 lines modified
699	··*·x········(x)·int64·240B·0·1·2·3·4·5·6·7·8·9·...·21·22·23·24·25·26·27·28·29	699	··*·x········(x)·int64·240B·0·1·2·3·4·5·6·7·8·9·...·21·22·23·24·25·26·27·28·29
700	Data·variables:	700	Data·variables:
701	····foo······(x)·int64·240B·0·1·2·3·4·5·6·7·8·9·...·21·22·23·24·25·26·27·28·29	701	····foo······(x)·int64·240B·0·1·2·3·4·5·6·7·8·9·...·21·22·23·24·25·26·27·28·29
702	These·multi-dimensional·coordinates·are·only·two-dimensional·and·take·up·very	702	These·multi-dimensional·coordinates·are·only·two-dimensional·and·take·up·very
703	little·space·on·disk·or·in·memory,·yet·when·writing·to·disk·the·default·zarr	703	little·space·on·disk·or·in·memory,·yet·when·writing·to·disk·the·default·zarr
704	behavior·is·to·split·them·into·chunks:	704	behavior·is·to·split·them·into·chunks:
705	In·[36]:·ds.to_zarr("path/to/directory.zarr",·mode="w")	705	In·[36]:·ds.to_zarr("path/to/directory.zarr",·mode="w")
706	Out[36]:·<xarray.backends.zarr.ZarrStore·at·0xffff3~~724fb5~~0>	706	Out[36]:·<xarray.backends.zarr.ZarrStore·at·0xffff3f0b00d0>
Max diff block lines reached; 880/7824 bytes (11.25%) of diff not shown.


Offset 32, 15 lines modified		Offset 32, 15 lines modified

32	In·[4]:·import·xarray·as·xr	32	In·[4]:·import·xarray·as·xr
33	For·these·examples·we’ll·use·the·North·American·air·temperature·dataset.	33	For·these·examples·we’ll·use·the·North·American·air·temperature·dataset.
34	In·[5]:·airtemps·=·xr.tutorial.open_dataset("air_temperature")	34	In·[5]:·airtemps·=·xr.tutorial.open_dataset("air_temperature")
35	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	35	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
36	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	36	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
37	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	37	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
38	0xffff3~~732fd9~~0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	38	0xffff3f0b8550>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
39	in·name·resolution)"))	39	in·name·resolution)"))


40	In·[6]:·airtemps	40	In·[6]:·airtemps
41	NameError:·name·'airtemps'·is·not·defined	41	NameError:·name·'airtemps'·is·not·defined


Offset 294, 15 lines modified		Offset 294, 15 lines modified

294	#·Apply·a·nonlinear·transformation·to·one·of·the·coords	294	#·Apply·a·nonlinear·transformation·to·one·of·the·coords
295	In·[50]:·b.coords["lat"]·=·np.log(b.coords["lat"])	295	In·[50]:·b.coords["lat"]·=·np.log(b.coords["lat"])
296	KeyError:·'lat'	296	KeyError:·'lat'


297	In·[51]:·b.plot()	297	In·[51]:·b.plot()
298	Out[51]:·[<matplotlib.lines.Line2D·at·0xffff374~~cf61~~0>]	298	Out[51]:·[<matplotlib.lines.Line2D·at·0xffff747e7250>]
299	_\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8p_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8__\x8n_\x8o_\x8n_\x8u_\x8n_\x8i_\x8f_\x8o_\x8r_\x8m_\x8__\x8c_\x8o_\x8o_\x8r_\x8d_\x8s_\x8._\x8p_\x8n_\x8g_\x8]	299	_\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8p_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8__\x8n_\x8o_\x8n_\x8u_\x8n_\x8i_\x8f_\x8o_\x8r_\x8m_\x8__\x8c_\x8o_\x8o_\x8r_\x8d_\x8s_\x8._\x8p_\x8n_\x8g_\x8]
300	\x8\x8\x8·O\x8Ot\x8th\x8he\x8er\x8r·t\x8ty\x8yp\x8pe\x8es\x8s·o\x8of\x8f·p\x8pl\x8lo\x8ot\x8t_\x8?\x8¶·\x8\x8\x8	300	\x8\x8\x8·O\x8Ot\x8th\x8he\x8er\x8r·t\x8ty\x8yp\x8pe\x8es\x8s·o\x8of\x8f·p\x8pl\x8lo\x8ot\x8t_\x8?\x8¶·\x8\x8\x8
301	There·are·several·other·options·for·plotting·2D·data.	301	There·are·several·other·options·for·plotting·2D·data.
302	Contour·plot·using·DataArray.plot.contour()	302	Contour·plot·using·DataArray.plot.contour()
303	In·[52]:·air2d.plot.contour()	303	In·[52]:·air2d.plot.contour()
304	NameError:·name·'air2d'·is·not·defined	304	NameError:·name·'air2d'·is·not·defined
305	_\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8p_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8__\x8c_\x8o_\x8n_\x8t_\x8o_\x8u_\x8r_\x8._\x8p_\x8n_\x8g_\x8]	305	_\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8p_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8__\x8c_\x8o_\x8n_\x8t_\x8o_\x8u_\x8r_\x8._\x8p_\x8n_\x8g_\x8]
Offset 615, 94 lines modified		Offset 615, 94 lines modified
615	··*·y········(y)·float64·88B·0.0·0.1·0.2·0.3·0.4·0.5·0.6·0.7·0.8·0.9·1.0	615	··*·y········(y)·float64·88B·0.0·0.1·0.2·0.3·0.4·0.5·0.6·0.7·0.8·0.9·1.0
616	··*·z········(z)·int64·32B·0·1·2·3	616	··*·z········(z)·int64·32B·0·1·2·3
617	··*·w········(w)·<U5·80B·'one'·'two'·'three'·'five'	617	··*·w········(w)·<U5·80B·'one'·'two'·'three'·'five'
618	Attributes:	618	Attributes:
619	····units:····Aunits	619	····units:····Aunits

620	In·[99]:·ds.A.plot.scatter(x="y")	620	In·[99]:·ds.A.plot.scatter(x="y")
621	Out[99]:·<matplotlib.collections.PathCollection·at·0xffff~~6cac7~~a10>	621	Out[99]:·<matplotlib.collections.PathCollection·at·0xffff75176a50>
622	[../_images/da_A_y.png]	622	[../_images/da_A_y.png]
623	Same·plot·can·be·displayed·using·the·dataset:	623	Same·plot·can·be·displayed·using·the·dataset:
624	In·[100]:·ds.plot.scatter(x="y",·y="A")	624	In·[100]:·ds.plot.scatter(x="y",·y="A")
625	Out[100]:·<matplotlib.collections.PathCollection·at·0xffff~~6c939e5~~0>	625	Out[100]:·<matplotlib.collections.PathCollection·at·0xffff744f3b10>
626	[../_images/ds_A_y.png]	626	[../_images/ds_A_y.png]
627	Now·suppose·we·want·to·scatter·the·A·DataArray·against·the·B·DataArray	627	Now·suppose·we·want·to·scatter·the·A·DataArray·against·the·B·DataArray
628	In·[101]:·ds.plot.scatter(x="A",·y="B")	628	In·[101]:·ds.plot.scatter(x="A",·y="B")
629	Out[101]:·<matplotlib.collections.PathCollection·at·0xffff~~6ca2~~ca50>	629	Out[101]:·<matplotlib.collections.PathCollection·at·0xffff747dc550>
630	[../_images/ds_simple_scatter.png]	630	[../_images/ds_simple_scatter.png]
631	The·hue·kwarg·lets·you·vary·the·color·by·variable·value	631	The·hue·kwarg·lets·you·vary·the·color·by·variable·value
632	In·[102]:·ds.plot.scatter(x="A",·y="B",·hue="w")	632	In·[102]:·ds.plot.scatter(x="A",·y="B",·hue="w")
633	Out[102]:·<matplotlib.collections.PathCollection·at·0xffff~~6c90a0d~~0>	633	Out[102]:·<matplotlib.collections.PathCollection·at·0xffff746be850>
634	[../_images/ds_hue_scatter.png]	634	[../_images/ds_hue_scatter.png]
635	You·can·force·a·legend·instead·of·a·colorbar·by·setting·add_legend=True,	635	You·can·force·a·legend·instead·of·a·colorbar·by·setting·add_legend=True,
636	add_colorbar=False.	636	add_colorbar=False.
637	In·[103]:·ds.plot.scatter(x="A",·y="B",·hue="w",·add_legend=True,	637	In·[103]:·ds.plot.scatter(x="A",·y="B",·hue="w",·add_legend=True,
638	add_colorbar=False)	638	add_colorbar=False)
639	Out[103]:·<matplotlib.collections.PathCollection·at·0xffff~~3fec325~~0>	639	Out[103]:·<matplotlib.collections.PathCollection·at·0xffff47c5f4d0>
640	[../_images/ds_discrete_legend_hue_scatter.png]	640	[../_images/ds_discrete_legend_hue_scatter.png]
641	In·[104]:·ds.plot.scatter(x="A",·y="B",·hue="w",·add_legend=False,	641	In·[104]:·ds.plot.scatter(x="A",·y="B",·hue="w",·add_legend=False,
642	add_colorbar=True)	642	add_colorbar=True)
643	Out[104]:·<matplotlib.collections.PathCollection·at·0xffff~~3fb518~~10>	643	Out[104]:·<matplotlib.collections.PathCollection·at·0xffff478da210>
644	[../_images/ds_discrete_colorbar_hue_scatter.png]	644	[../_images/ds_discrete_colorbar_hue_scatter.png]
645	The·markersize·kwarg·lets·you·vary·the·point’s·size·by·variable·value.·You·can	645	The·markersize·kwarg·lets·you·vary·the·point’s·size·by·variable·value.·You·can
646	additionally·pass·size_norm·to·control·how·the·variable’s·values·are·mapped·to	646	additionally·pass·size_norm·to·control·how·the·variable’s·values·are·mapped·to
647	point·sizes.	647	point·sizes.
648	In·[105]:·ds.plot.scatter(x="A",·y="B",·hue="y",·markersize="z")	648	In·[105]:·ds.plot.scatter(x="A",·y="B",·hue="y",·markersize="z")
649	Out[105]:·<matplotlib.collections.PathCollection·at·0xffff5~~c9242~~d0>	649	Out[105]:·<matplotlib.collections.PathCollection·at·0xffff57de91d0>
650	[../_images/ds_hue_size_scatter.png]	650	[../_images/ds_hue_size_scatter.png]
651	The·z·kwarg·lets·you·plot·the·data·along·the·z-axis·as·well.	651	The·z·kwarg·lets·you·plot·the·data·along·the·z-axis·as·well.
652	In·[106]:·ds.plot.scatter(x="A",·y="B",·z="z",·hue="y",·markersize="x")	652	In·[106]:·ds.plot.scatter(x="A",·y="B",·z="z",·hue="y",·markersize="x")
653	Out[106]:·<mpl_toolkits.mplot3d.art3d.Path3DCollection·at·0xffff~~3fb1869~~0>	653	Out[106]:·<mpl_toolkits.mplot3d.art3d.Path3DCollection·at·0xffff745c6c10>
654	[../_images/ds_hue_size_scatter_z.png]	654	[../_images/ds_hue_size_scatter_z.png]
655	Faceting·is·also·possible	655	Faceting·is·also·possible
656	In·[107]:·ds.plot.scatter(x="A",·y="B",·hue="y",·markersize="x",·row="x",	656	In·[107]:·ds.plot.scatter(x="A",·y="B",·hue="y",·markersize="x",·row="x",
657	col="w")	657	col="w")
658	Out[107]:·<xarray.plot.facetgrid.FacetGrid·at·0xffff3~~772901~~0>	658	Out[107]:·<xarray.plot.facetgrid.FacetGrid·at·0xffff3f4a5940>
659	[../_images/ds_facet_scatter.png]	659	[../_images/ds_facet_scatter.png]
660	And·adding·the·z-axis	660	And·adding·the·z-axis
661	In·[108]:·ds.plot.scatter(x="A",·y="B",·z="z",·hue="y",·markersize="x",	661	In·[108]:·ds.plot.scatter(x="A",·y="B",·z="z",·hue="y",·markersize="x",
662	row="x",·col="w")	662	row="x",·col="w")
663	Out[108]:·<xarray.plot.facetgrid.FacetGrid·at·0xffff~~6c05c~~cd0>	663	Out[108]:·<xarray.plot.facetgrid.FacetGrid·at·0xffff73e10cd0>
664	[../_images/ds_facet_scatter_z.png]	664	[../_images/ds_facet_scatter_z.png]
665	For·more·advanced·scatter·plots,·we·recommend·converting·the·relevant·data	665	For·more·advanced·scatter·plots,·we·recommend·converting·the·relevant·data
666	variables·to·a·pandas·DataFrame·and·using·the·extensive·plotting·capabilities	666	variables·to·a·pandas·DataFrame·and·using·the·extensive·plotting·capabilities
667	of·seaborn.	667	of·seaborn.
668	\x8\x8\x8\x8·Q\x8Qu\x8ui\x8iv\x8ve\x8er\x8r_\x8?\x8¶·\x8\x8\x8\x8	668	\x8\x8\x8\x8·Q\x8Qu\x8ui\x8iv\x8ve\x8er\x8r_\x8?\x8¶·\x8\x8\x8\x8
669	Visualizing·vector·fields·is·supported·with·quiver·plots:	669	Visualizing·vector·fields·is·supported·with·quiver·plots:
670	In·[109]:·ds.isel(w=1,·z=1).plot.quiver(x="x",·y="y",·u="A",·v="B")	670	In·[109]:·ds.isel(w=1,·z=1).plot.quiver(x="x",·y="y",·u="A",·v="B")
671	Out[109]:·<matplotlib.quiver.Quiver·at·0xffff3~~703f77~~0>	671	Out[109]:·<matplotlib.quiver.Quiver·at·0xffff3edf2900>
672	[../_images/ds_simple_quiver.png]	672	[../_images/ds_simple_quiver.png]
673	where·u·and·v·denote·the·x·and·y·direction·components·of·the·arrow·vectors.	673	where·u·and·v·denote·the·x·and·y·direction·components·of·the·arrow·vectors.
674	Again,·faceting·is·also·possible:	674	Again,·faceting·is·also·possible:
675	In·[110]:·ds.plot.quiver(x="x",·y="y",·u="A",·v="B",·col="w",·row="z",·scale=4)	675	In·[110]:·ds.plot.quiver(x="x",·y="y",·u="A",·v="B",·col="w",·row="z",·scale=4)
676	Out[110]:·<xarray.plot.facetgrid.FacetGrid·at·0xffff~~6be8b~~d90>	676	Out[110]:·<xarray.plot.facetgrid.FacetGrid·at·0xffff73c3fd90>
677	[../_images/ds_facet_quiver.png]	677	[../_images/ds_facet_quiver.png]
678	scale·is·required·for·faceted·quiver·plots.·The·scale·determines·the·number·of	678	scale·is·required·for·faceted·quiver·plots.·The·scale·determines·the·number·of
679	data·units·per·arrow·length·unit,·i.e.·a·smaller·scale·parameter·makes·the	679	data·units·per·arrow·length·unit,·i.e.·a·smaller·scale·parameter·makes·the
680	arrow·longer.	680	arrow·longer.
681	\x8\x8\x8\x8·S\x8St\x8tr\x8re\x8ea\x8am\x8mp\x8pl\x8lo\x8ot\x8t_\x8?\x8¶·\x8\x8\x8\x8	681	\x8\x8\x8\x8·S\x8St\x8tr\x8re\x8ea\x8am\x8mp\x8pl\x8lo\x8ot\x8t_\x8?\x8¶·\x8\x8\x8\x8
682	Visualizing·vector·fields·is·also·supported·with·streamline·plots:	682	Visualizing·vector·fields·is·also·supported·with·streamline·plots:
683	In·[111]:·ds.isel(w=1,·z=1).plot.streamplot(x="x",·y="y",·u="A",·v="B")	683	In·[111]:·ds.isel(w=1,·z=1).plot.streamplot(x="x",·y="y",·u="A",·v="B")
684	Out[111]:·<matplotlib.collections.LineCollection·at·0xffff~~6b9f2~~350>	684	Out[111]:·<matplotlib.collections.LineCollection·at·0xffff737a6350>
685	[../_images/ds_simple_streamplot.png]	685	[../_images/ds_simple_streamplot.png]
686	where·u·and·v·denote·the·x·and·y·direction·components·of·the·vectors·tangent·to	686	where·u·and·v·denote·the·x·and·y·direction·components·of·the·vectors·tangent·to
687	the·streamlines.·Again,·faceting·is·also·possible:	687	the·streamlines.·Again,·faceting·is·also·possible:
688	In·[112]:·ds.plot.streamplot(x="x",·y="y",·u="A",·v="B",·col="w",·row="z")	688	In·[112]:·ds.plot.streamplot(x="x",·y="y",·u="A",·v="B",·col="w",·row="z")
689	Out[112]:·<xarray.plot.facetgrid.FacetGrid·at·0xffff3~~91ae65~~0>	689	Out[112]:·<xarray.plot.facetgrid.FacetGrid·at·0xffff3f034c30>
690	[../_images/ds_facet_streamplot.png]	690	[../_images/ds_facet_streamplot.png]
691	\x8\x8\x8\x8\x8·M\x8Ma\x8ap\x8ps\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8	691	\x8\x8\x8\x8\x8·M\x8Ma\x8ap\x8ps\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8
692	To·follow·this·section·you’ll·need·to·have·Cartopy·installed·and·working.	692	To·follow·this·section·you’ll·need·to·have·Cartopy·installed·and·working.
693	This·script·will·plot·the·air·temperature·on·a·map.	693	This·script·will·plot·the·air·temperature·on·a·map.
694	In·[113]:·import·cartopy.crs·as·ccrs	694	In·[113]:·import·cartopy.crs·as·ccrs

695	In·[114]:·air·=·xr.tutorial.open_dataset("air_temperature").air	695	In·[114]:·air·=·xr.tutorial.open_dataset("air_temperature").air
696	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	696	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
697	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	697	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
698	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at	698	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at
699	0xffff~~6b398~~7d0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure	699	0xffff731407d0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure
700	in·name·resolution)"))	700	in·name·resolution)"))


701	In·[115]:·p·=·air.isel(time=0).plot(	701	In·[115]:·p·=·air.isel(time=0).plot(
702	···.....:·····subplot_kws=dict(projection=ccrs.Orthographic(-80,·35),	702	···.....:·····subplot_kws=dict(projection=ccrs.Orthographic(-80,·35),
703	facecolor="gray"),	703	facecolor="gray"),
704	···.....:·····transform=ccrs.PlateCarree(),	704	···.....:·····transform=ccrs.PlateCarree(),
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