--- /srv/reproducible-results/rbuild-debian/r-b-build.LDZsRdlB/b1/python-xarray_2025.03.0-1_amd64.changes
+++ /srv/reproducible-results/rbuild-debian/r-b-build.LDZsRdlB/b2/python-xarray_2025.03.0-1_amd64.changes
├── Files
│ @@ -1,3 +1,3 @@
│  
│ - ae8f67acb01ffc559da942b77926235d 5271460 doc optional python-xarray-doc_2025.03.0-1_all.deb
│ + dea87fa535ea0bb094f46b46bda883ce 5272312 doc optional python-xarray-doc_2025.03.0-1_all.deb
│   c4509de3dac012ff48719b3f70909f11 816472 python optional python3-xarray_2025.03.0-1_all.deb
├── python-xarray-doc_2025.03.0-1_all.deb
│ ├── file list
│ │ @@ -1,3 +1,3 @@
│ │  -rw-r--r--   0        0        0        4 2025-03-26 13:04:52.000000 debian-binary
│ │ --rw-r--r--   0        0        0     7552 2025-03-26 13:04:52.000000 control.tar.xz
│ │ --rw-r--r--   0        0        0  5263716 2025-03-26 13:04:52.000000 data.tar.xz
│ │ +-rw-r--r--   0        0        0     7556 2025-03-26 13:04:52.000000 control.tar.xz
│ │ +-rw-r--r--   0        0        0  5264564 2025-03-26 13:04:52.000000 data.tar.xz
│ ├── control.tar.xz
│ │ ├── control.tar
│ │ │ ├── ./control
│ │ │ │ @@ -1,13 +1,13 @@
│ │ │ │  Package: python-xarray-doc
│ │ │ │  Source: python-xarray
│ │ │ │  Version: 2025.03.0-1
│ │ │ │  Architecture: all
│ │ │ │  Maintainer: Debian Science Maintainers <debian-science-maintainers@lists.alioth.debian.org>
│ │ │ │ -Installed-Size: 15074
│ │ │ │ +Installed-Size: 15078
│ │ │ │  Depends: libjs-sphinxdoc (>= 8.1), libjs-mathjax, libjs-requirejs
│ │ │ │  Built-Using: alabaster (= 0.7.16-0.1), sphinx (= 8.1.3-5)
│ │ │ │  Section: doc
│ │ │ │  Priority: optional
│ │ │ │  Multi-Arch: foreign
│ │ │ │  Homepage: https://xarray.pydata.org/
│ │ │ │  Description: documentation for xarray
│ │ │ ├── ./md5sums
│ │ │ │ ├── ./md5sums
│ │ │ │ │┄ Files differ
│ ├── data.tar.xz
│ │ ├── data.tar
│ │ │ ├── file list
│ │ │ │ @@ -278,31 +278,31 @@
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)      461 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/dask.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)      494 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/data-structures.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)     8448 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/developers-meeting.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)      479 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/duckarrays.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    22909 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/ecosystem.html
│ │ │ │  drwxr-xr-x   0 root         (0) root         (0)        0 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)   196815 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/ERA5-GRIB-example.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)    16004 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/ERA5-GRIB-example.ipynb.gz
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)    16010 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/ERA5-GRIB-example.ipynb.gz
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    82000 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/ROMS_ocean_model.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)    27733 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/ROMS_ocean_model.ipynb.gz
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)    27748 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/ROMS_ocean_model.ipynb.gz
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)   165093 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/apply_ufunc_vectorize_1d.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)    13312 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/apply_ufunc_vectorize_1d.ipynb.gz
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)    13320 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/apply_ufunc_vectorize_1d.ipynb.gz
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    73045 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/area_weighted_temperature.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)    25156 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/area_weighted_temperature.ipynb.gz
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)    25163 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/area_weighted_temperature.ipynb.gz
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    58861 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/blank_template.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)     5159 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/blank_template.ipynb.gz
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)     5163 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/blank_template.ipynb.gz
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    81893 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/monthly-means.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)     7223 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/monthly-means.ipynb.gz
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)     7228 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/monthly-means.ipynb.gz
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    74674 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/multidimensional-coords.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)    14769 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/multidimensional-coords.ipynb.gz
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)    14772 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/multidimensional-coords.ipynb.gz
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    81800 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/visualization_gallery.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)     7001 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/visualization_gallery.ipynb.gz
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)     7017 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/visualization_gallery.ipynb.gz
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    87944 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/weather-data.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)   368069 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/weather-data.ipynb.gz
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)   368081 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/examples/weather-data.ipynb.gz
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)      491 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/faq.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    15073 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/gallery.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    16306 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/genindex.html
│ │ │ │  drwxr-xr-x   0 root         (0) root         (0)        0 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/getting-started-guide/
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    51674 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/getting-started-guide/faq.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)     7741 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/getting-started-guide/index.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    25661 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/getting-started-guide/installing.html
│ │ │ │ @@ -332,36 +332,36 @@
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)      473 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/plotting.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)     6546 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/py-modindex.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)      524 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/quick-overview.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)      443 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/related-projects.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)      476 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/reshaping.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    24428 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/roadmap.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)     6341 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/search.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)   269262 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/searchindex.js
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)   270488 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/searchindex.js
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)      482 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/terminology.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)      482 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/time-series.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    13358 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/tutorials-and-videos.html
│ │ │ │  drwxr-xr-x   0 root         (0) root         (0)        0 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    58676 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/combining.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)   140285 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/computation.html
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)   140284 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/computation.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    71358 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/dask.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)   150064 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/data-structures.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    35119 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/duckarrays.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    50924 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/groupby.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)   120337 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/hierarchical-data.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)     9025 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/index.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)   140656 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/indexing.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    68768 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/interpolation.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)   145637 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/io.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    11704 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/options.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    42223 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/pandas.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)   135402 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/plotting.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    63021 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/reshaping.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    46813 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/terminology.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)    49549 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/testing.html
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)    51034 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/testing.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    53681 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/time-series.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    47248 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/user-guide/weather-climate.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)      494 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/weather-climate.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)  1047074 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/whats-new.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)      512 2025-03-26 13:04:52.000000 ./usr/share/doc/python-xarray-doc/html/why-xarray.html
│ │ │ │  drwxr-xr-x   0 root         (0) root         (0)        0 2025-03-26 13:04:52.000000 ./usr/share/doc-base/
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)      290 2025-03-26 13:04:52.000000 ./usr/share/doc-base/python-xarray-doc.python-xarray-doc
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/ERA5-GRIB-example.html
│ │ │ │ @@ -149,15 +149,15 @@
│ │ │ │  <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
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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:
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f02352afe00&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │ +<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f6156893e00&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │  
│ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">MaxRetryError</span>                             Traceback (most recent call last)
│ │ │ │  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>
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    666</span> <span class="ansi-bold" style="color: rgb(0,135,0)">try</span>:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │ @@ -183,15 +183,15 @@
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    844</span> retries<span style="color: rgb(98,98,98)">.</span>sleep()
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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)">&#34;</span><span style="color: rgb(175,0,0)">Incremented Retry for (url=</span><span style="color: rgb(175,0,0)">&#39;</span><span class="ansi-bold" style="color: rgb(175,95,135)">%s</span><span style="color: rgb(175,0,0)">&#39;</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)">&#34;</span>, url, new_retry)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/era5-2mt-2019-03-uk.grib (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f02352afe00&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/era5-2mt-2019-03-uk.grib (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f6156893e00&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  
│ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">ConnectionError</span>                           Traceback (most recent call last)
│ │ │ │  Cell <span class="ansi-green-fg">In[2], line 1</span>
│ │ │ │  <span class="ansi-green-fg">----&gt; 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)">&#34;</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)">&#34;</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)">&#34;</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)">&#34;</span><span class="ansi-yellow-bg">)</span>
│ │ │ │  
│ │ │ │ @@ -280,15 +280,15 @@
│ │ │ │  <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):
│ │ │ │  <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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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)
│ │ │ │  <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:
│ │ │ │  <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)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/era5-2mt-2019-03-uk.grib (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f02352afe00&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/era5-2mt-2019-03-uk.grib (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f6156893e00&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <p>Let’s create a simple plot of 2-m air temperature in degrees Celsius:</p>
│ │ │ │  <div class="nbinput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[3]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │ @@ -357,15 +357,15 @@
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -Error in callback &lt;function _draw_all_if_interactive at 0x7f0235513ba0&gt; (for post_execute), with arguments args (),kwargs {}:
│ │ │ │ +Error in callback &lt;function _draw_all_if_interactive at 0x7f6156b03ba0&gt; (for post_execute), with arguments args (),kwargs {}:
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -93,15 +93,15 @@
│ │ │ │ │  File /usr/lib/python3/dist-packages/urllib3/connection.py:205, in
│ │ │ │ │  HTTPConnection._new_conn(self)
│ │ │ │ │      204 except socket.gaierror as e:
│ │ │ │ │  --> 205     raise NameResolutionError(self.host, self, e) from e
│ │ │ │ │      206 except SocketTimeout as e:
│ │ │ │ │  
│ │ │ │ │  NameResolutionError: <urllib3.connection.HTTPSConnection object at
│ │ │ │ │ -0x7f02352afe00>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f6156893e00>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)
│ │ │ │ │  
│ │ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │ │  
│ │ │ │ │  MaxRetryError                             Traceback (most recent call last)
│ │ │ │ │  File /usr/lib/python3/dist-packages/requests/adapters.py:667, in
│ │ │ │ │  HTTPAdapter.send(self, request, stream, timeout, verify, cert, proxies)
│ │ │ │ │ @@ -137,15 +137,15 @@
│ │ │ │ │  --> 519     raise MaxRetryError(_pool, url, reason) from reason  # type: ignore
│ │ │ │ │  [arg-type]
│ │ │ │ │      521 log.debug("Incremented Retry for (url='%s'): %r", url, new_retry)
│ │ │ │ │  
│ │ │ │ │  MaxRetryError: 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
│ │ │ │ │ -0x7f02352afe00>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f6156893e00>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │ │  
│ │ │ │ │  ConnectionError                           Traceback (most recent call last)
│ │ │ │ │  Cell In[2], line 1
│ │ │ │ │  ----> 1 ds = xr.tutorial.load_dataset("era5-2mt-2019-03-uk.grib",
│ │ │ │ │ @@ -255,15 +255,15 @@
│ │ │ │ │  --> 700     raise ConnectionError(e, request=request)
│ │ │ │ │      702 except ClosedPoolError as e:
│ │ │ │ │      703     raise ConnectionError(e, request=request)
│ │ │ │ │  
│ │ │ │ │  ConnectionError: 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
│ │ │ │ │ -0x7f02352afe00>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f6156893e00>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  Let’s create a simple plot of 2-m air temperature in degrees Celsius:
│ │ │ │ │  [3]:
│ │ │ │ │  ds = ds - 273.15
│ │ │ │ │  ds.t2m[0].plot(cmap=plt.cm.coolwarm)
│ │ │ │ │  ---------------------------------------------------------------------------
│ │ │ │ │  NameError                                 Traceback (most recent call last)
│ │ │ │ │ @@ -298,15 +298,15 @@
│ │ │ │ │       10 plt.title("ERA5 - 2m temperature British Isles March 2019")
│ │ │ │ │  
│ │ │ │ │  NameError: name 'ds' is not defined
│ │ │ │ │  /usr/lib/python3/dist-packages/cartopy/io/__init__.py:241: DownloadWarning:
│ │ │ │ │  Downloading: https://naturalearth.s3.amazonaws.com/10m_physical/
│ │ │ │ │  ne_10m_coastline.zip
│ │ │ │ │    warnings.warn(f'Downloading: {url}', DownloadWarning)
│ │ │ │ │ -Error in callback <function _draw_all_if_interactive at 0x7f0235513ba0> (for
│ │ │ │ │ +Error in callback <function _draw_all_if_interactive at 0x7f6156b03ba0> (for
│ │ │ │ │  post_execute), with arguments args (),kwargs {}:
│ │ │ │ │  ---------------------------------------------------------------------------
│ │ │ │ │  gaierror                                  Traceback (most recent call last)
│ │ │ │ │  File /usr/lib/python3.13/urllib/request.py:1319, in AbstractHTTPHandler.do_open
│ │ │ │ │  (self, http_class, req, **http_conn_args)
│ │ │ │ │     1318 try:
│ │ │ │ │  -> 1319     h.request(req.get_method(), req.selector, req.data, headers,
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/ERA5-GRIB-example.ipynb.gz
│ │ │ │ ├── ERA5-GRIB-example.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9983880154932787%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2025-03-27T00:38:00.768931Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2025-03-27T00:38:00.768358Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:07.209761Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:07.206328Z'}}}, 4: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2025-03-27T00:38:07.218600Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:07.216712Z', 'iopub.status.idle': '2025-03-27T00:38:0 […]
│ │ │ │ │ │ @@ -15,18 +15,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:14.597669Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:14.597429Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:15.988071Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:15.987101Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:00.768931Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:00.768358Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:07.209761Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:07.206328Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import xarray as xr\n",
│ │ │ │ │ │                  "import matplotlib.pyplot as plt"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -39,24 +39,24 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:15.990892Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:15.990507Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:16.633024Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:16.631932Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:07.218600Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:07.216712Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:09.187992Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:09.186320Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "ConnectionError",
│ │ │ │ │ │ -                    "evalue": "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 0x7f02352afe00>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                    "evalue": "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 0x7f6156893e00>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │                      "traceback": [
│ │ │ │ │ │                          "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │                          "\u001b[0;31mgaierror\u001b[0m                                  Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ @@ -65,35 +65,35 @@
│ │ │ │ │ │                          "\u001b[0;31mNameResolutionError\u001b[0m                       Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7f02352afe00>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │ +                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7f6156893e00>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │                          "\nThe above exception was the direct cause of the following exception:\n",
│ │ │ │ │ │                          "\u001b[0;31mMaxRetryError\u001b[0m                             Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7f02352afe00>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7f6156893e00>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                          "\nDuring handling of the above exception, another exception occurred:\n",
│ │ │ │ │ │                          "\u001b[0;31mConnectionError\u001b[0m                           Traceback (most recent call last)",
│ │ │ │ │ │                          "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[43mxr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtutorial\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mera5-2mt-2019-03-uk.grib\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mengine\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcfgrib\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/xarray/tutorial.py:215\u001b[0m, in \u001b[0;36mload_dataset\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    178\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mload_dataset\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Dataset:\n\u001b[1;32m    179\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    180\u001b[0m \u001b[38;5;124;03m    Open, load into memory, and close a dataset from the online repository\u001b[39;00m\n\u001b[1;32m    181\u001b[0m \u001b[38;5;124;03m    (requires internet).\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    213\u001b[0m \u001b[38;5;124;03m    load_dataset\u001b[39;00m\n\u001b[1;32m    214\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 215\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[43mopen_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m ds:\n\u001b[1;32m    216\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m ds\u001b[38;5;241m.\u001b[39mload()\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/xarray/tutorial.py:167\u001b[0m, in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, engine, **kws)\u001b[0m\n\u001b[1;32m    164\u001b[0m downloader \u001b[38;5;241m=\u001b[39m pooch\u001b[38;5;241m.\u001b[39mHTTPDownloader(headers\u001b[38;5;241m=\u001b[39mheaders)\n\u001b[1;32m    166\u001b[0m \u001b[38;5;66;03m# retrieve the file\u001b[39;00m\n\u001b[0;32m--> 167\u001b[0m filepath \u001b[38;5;241m=\u001b[39m \u001b[43mpooch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mretrieve\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    168\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\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_dir\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdownloader\u001b[49m\n\u001b[1;32m    169\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    170\u001b[0m ds \u001b[38;5;241m=\u001b[39m _open_dataset(filepath, engine\u001b[38;5;241m=\u001b[39mengine, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkws)\n\u001b[1;32m    171\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m cache:\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:239\u001b[0m, in \u001b[0;36mretrieve\u001b[0;34m(url, known_hash, fname, path, processor, downloader, progressbar)\u001b[0m\n\u001b[1;32m    236\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m downloader \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    237\u001b[0m     downloader \u001b[38;5;241m=\u001b[39m choose_downloader(url, progressbar\u001b[38;5;241m=\u001b[39mprogressbar)\n\u001b[0;32m--> 239\u001b[0m \u001b[43mstream_download\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfull_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m    241\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m known_hash \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    242\u001b[0m     get_logger()\u001b[38;5;241m.\u001b[39minfo(\n\u001b[1;32m    243\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSHA256 hash of downloaded file: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    244\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUse this value as the \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mknown_hash\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m argument of \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpooch.retrieve\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    247\u001b[0m         file_hash(\u001b[38;5;28mstr\u001b[39m(full_path)),\n\u001b[1;32m    248\u001b[0m     )\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:807\u001b[0m, in \u001b[0;36mstream_download\u001b[0;34m(url, fname, known_hash, downloader, pooch, retry_if_failed)\u001b[0m\n\u001b[1;32m    803\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    804\u001b[0m     \u001b[38;5;66;03m# Stream the file to a temporary so that we can safely check its\u001b[39;00m\n\u001b[1;32m    805\u001b[0m     \u001b[38;5;66;03m# hash before overwriting the original.\u001b[39;00m\n\u001b[1;32m    806\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m temporary_file(path\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mparent)) \u001b[38;5;28;01mas\u001b[39;00m tmp:\n\u001b[0;32m--> 807\u001b[0m         \u001b[43mdownloader\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtmp\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    808\u001b[0m         hash_matches(tmp, known_hash, strict\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, source\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mname))\n\u001b[1;32m    809\u001b[0m         shutil\u001b[38;5;241m.\u001b[39mmove(tmp, \u001b[38;5;28mstr\u001b[39m(fname))\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/downloaders.py:220\u001b[0m, in \u001b[0;36mHTTPDownloader.__call__\u001b[0;34m(self, url, output_file, pooch, check_only)\u001b[0m\n\u001b[1;32m    218\u001b[0m     \u001b[38;5;66;03m# pylint: enable=consider-using-with\u001b[39;00m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 220\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mrequests\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    221\u001b[0m     response\u001b[38;5;241m.\u001b[39mraise_for_status()\n\u001b[1;32m    222\u001b[0m     content \u001b[38;5;241m=\u001b[39m response\u001b[38;5;241m.\u001b[39miter_content(chunk_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchunk_size)\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:73\u001b[0m, in \u001b[0;36mget\u001b[0;34m(url, params, **kwargs)\u001b[0m\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget\u001b[39m(url, params\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m     63\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"Sends a GET request.\u001b[39;00m\n\u001b[1;32m     64\u001b[0m \n\u001b[1;32m     65\u001b[0m \u001b[38;5;124;03m    :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     70\u001b[0m \u001b[38;5;124;03m    :rtype: requests.Response\u001b[39;00m\n\u001b[1;32m     71\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m---> 73\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mget\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[38;5;66;03m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[1;32m     56\u001b[0m \u001b[38;5;66;03m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[1;32m     57\u001b[0m \u001b[38;5;66;03m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[1;32m     58\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m sessions\u001b[38;5;241m.\u001b[39mSession() \u001b[38;5;28;01mas\u001b[39;00m session:\n\u001b[0;32m---> 59\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msession\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:589\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m    584\u001b[0m send_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m    585\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m: timeout,\n\u001b[1;32m    586\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mallow_redirects\u001b[39m\u001b[38;5;124m\"\u001b[39m: allow_redirects,\n\u001b[1;32m    587\u001b[0m }\n\u001b[1;32m    588\u001b[0m send_kwargs\u001b[38;5;241m.\u001b[39mupdate(settings)\n\u001b[0;32m--> 589\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43msend_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    591\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:703\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    700\u001b[0m start \u001b[38;5;241m=\u001b[39m preferred_clock()\n\u001b[1;32m    702\u001b[0m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43madapter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    705\u001b[0m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[1;32m    706\u001b[0m elapsed \u001b[38;5;241m=\u001b[39m preferred_clock() \u001b[38;5;241m-\u001b[39m start\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/adapters.py:700\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    696\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(e\u001b[38;5;241m.\u001b[39mreason, _SSLError):\n\u001b[1;32m    697\u001b[0m         \u001b[38;5;66;03m# This branch is for urllib3 v1.22 and later.\u001b[39;00m\n\u001b[1;32m    698\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m SSLError(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[0;32m--> 700\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[1;32m    702\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ClosedPoolError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    703\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n",
│ │ │ │ │ │ -                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7f02352afe00>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │ +                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7f6156893e00>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "ds = xr.tutorial.load_dataset(\"era5-2mt-2019-03-uk.grib\", engine=\"cfgrib\")"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -105,18 +105,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:16.668086Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:16.667814Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:16.688793Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:16.687990Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:09.260412Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:09.259273Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:09.291253Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:09.289696Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -141,18 +141,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:16.690845Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:16.690603Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:18.144333Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:18.143470Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:09.295476Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:09.294948Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:13.820710Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:13.818850Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -171,15 +171,15 @@
│ │ │ │ │ │                          "  warnings.warn(f'Downloading: {url}', DownloadWarning)\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "Error in callback <function _draw_all_if_interactive at 0x7f0235513ba0> (for post_execute), with arguments args (),kwargs {}:\n"
│ │ │ │ │ │ +                        "Error in callback <function _draw_all_if_interactive at 0x7f6156b03ba0> (for post_execute), with arguments args (),kwargs {}:\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "URLError",
│ │ │ │ │ │                      "evalue": "<urlopen error [Errno -3] Temporary failure in name resolution>",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │                      "traceback": [
│ │ │ │ │ │ @@ -318,18 +318,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:18.146833Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:18.146590Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:18.163878Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:18.163344Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:13.825740Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:13.825218Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:13.858564Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:13.857152Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/ROMS_ocean_model.html
│ │ │ │ @@ -185,15 +185,15 @@
│ │ │ │  <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
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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:
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f374d048590&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │ +<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f4118b7c590&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │  
│ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">MaxRetryError</span>                             Traceback (most recent call last)
│ │ │ │  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>
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    666</span> <span class="ansi-bold" style="color: rgb(0,135,0)">try</span>:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │ @@ -219,15 +219,15 @@
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    844</span> retries<span style="color: rgb(98,98,98)">.</span>sleep()
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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)">&#34;</span><span style="color: rgb(175,0,0)">Incremented Retry for (url=</span><span style="color: rgb(175,0,0)">&#39;</span><span class="ansi-bold" style="color: rgb(175,95,135)">%s</span><span style="color: rgb(175,0,0)">&#39;</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)">&#34;</span>, url, new_retry)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/ROMS_example.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f374d048590&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/ROMS_example.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f4118b7c590&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  
│ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">ConnectionError</span>                           Traceback (most recent call last)
│ │ │ │  Cell <span class="ansi-green-fg">In[2], line 2</span>
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">      1</span> <span style="color: rgb(95,135,135)"># load in the file</span>
│ │ │ │  <span class="ansi-green-fg">----&gt; 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)">&#34;</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)">&#34;</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)">&#34;</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)">&#34;</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>
│ │ │ │ @@ -309,15 +309,15 @@
│ │ │ │  <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):
│ │ │ │  <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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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)
│ │ │ │  <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:
│ │ │ │  <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)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/ROMS_example.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f374d048590&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/ROMS_example.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f4118b7c590&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  </section>
│ │ │ │  <section id="Add-a-lazilly-calculated-vertical-coordinates">
│ │ │ │  <h2>Add a lazilly calculated vertical coordinates<a class="headerlink" href="#Add-a-lazilly-calculated-vertical-coordinates" title="Link to this heading">¶</a></h2>
│ │ │ │  <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>
│ │ │ │  <p>In short, for <code class="docutils literal notranslate"><span class="pre">Vtransform==2</span></code> as used in this example,</p>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -134,15 +134,15 @@
│ │ │ │ │  File /usr/lib/python3/dist-packages/urllib3/connection.py:205, in
│ │ │ │ │  HTTPConnection._new_conn(self)
│ │ │ │ │      204 except socket.gaierror as e:
│ │ │ │ │  --> 205     raise NameResolutionError(self.host, self, e) from e
│ │ │ │ │      206 except SocketTimeout as e:
│ │ │ │ │  
│ │ │ │ │  NameResolutionError: <urllib3.connection.HTTPSConnection object at
│ │ │ │ │ -0x7f374d048590>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f4118b7c590>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)
│ │ │ │ │  
│ │ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │ │  
│ │ │ │ │  MaxRetryError                             Traceback (most recent call last)
│ │ │ │ │  File /usr/lib/python3/dist-packages/requests/adapters.py:667, in
│ │ │ │ │  HTTPAdapter.send(self, request, stream, timeout, verify, cert, proxies)
│ │ │ │ │ @@ -178,15 +178,15 @@
│ │ │ │ │  --> 519     raise MaxRetryError(_pool, url, reason) from reason  # type: ignore
│ │ │ │ │  [arg-type]
│ │ │ │ │      521 log.debug("Incremented Retry for (url='%s'): %r", url, new_retry)
│ │ │ │ │  
│ │ │ │ │  MaxRetryError: 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
│ │ │ │ │ -0x7f374d048590>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f4118b7c590>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │ │  
│ │ │ │ │  ConnectionError                           Traceback (most recent call last)
│ │ │ │ │  Cell In[2], line 2
│ │ │ │ │        1 # load in the file
│ │ │ │ │ @@ -288,15 +288,15 @@
│ │ │ │ │  --> 700     raise ConnectionError(e, request=request)
│ │ │ │ │      702 except ClosedPoolError as e:
│ │ │ │ │      703     raise ConnectionError(e, request=request)
│ │ │ │ │  
│ │ │ │ │  ConnectionError: 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
│ │ │ │ │ -0x7f374d048590>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f4118b7c590>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  ********** AAdddd aa llaazziillllyy ccaallccuullaatteedd vveerrttiiccaall ccoooorrddiinnaatteess_?¶ **********
│ │ │ │ │  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)[_h_t_t_p_s_:_/_/_w_w_w_._m_y_r_o_m_s_._o_r_g_/_w_i_k_i_/_V_e_r_t_i_c_a_l___S_-
│ │ │ │ │  _c_o_o_r_d_i_n_a_t_e]
│ │ │ │ │  In short, for Vtransform==2 as used in this example,
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/ROMS_ocean_model.ipynb.gz
│ │ │ │ ├── ROMS_ocean_model.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9986983306836248%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2025-03-27T00:38:19.227406Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2025-03-27T00:38:19.226927Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:21.213678Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:21.212270Z'}}}, 5: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2025-03-27T00:38:21.219669Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:21.218851Z', 'iopub.status.idle': '2025-03-27T00:38:2 […]
│ │ │ │ │ │ @@ -17,18 +17,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:20.692601Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:20.692362Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:21.553776Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:21.552819Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:19.227406Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:19.226927Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:21.213678Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:21.212270Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import cartopy.crs as ccrs\n",
│ │ │ │ │ │                  "import cartopy.feature as cfeature\n",
│ │ │ │ │ │ @@ -75,24 +75,24 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:21.556526Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:21.556150Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:22.412789Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:22.411895Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:21.219669Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:21.218851Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:23.295287Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:23.275546Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "ConnectionError",
│ │ │ │ │ │ -                    "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 0x7f374d048590>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                    "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 0x7f4118b7c590>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │                      "traceback": [
│ │ │ │ │ │                          "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │                          "\u001b[0;31mgaierror\u001b[0m                                  Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ @@ -101,34 +101,34 @@
│ │ │ │ │ │                          "\u001b[0;31mNameResolutionError\u001b[0m                       Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7f374d048590>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │ +                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7f4118b7c590>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │                          "\nThe above exception was the direct cause of the following exception:\n",
│ │ │ │ │ │                          "\u001b[0;31mMaxRetryError\u001b[0m                             Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7f374d048590>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7f4118b7c590>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                          "\nDuring handling of the above exception, another exception occurred:\n",
│ │ │ │ │ │                          "\u001b[0;31mConnectionError\u001b[0m                           Traceback (most recent call last)",
│ │ │ │ │ │                          "Cell \u001b[0;32mIn[2], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# load in the file\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[43mxr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtutorial\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mROMS_example.nc\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mchunks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mocean_time\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[38;5;66;03m# This is a way to turn on chunking and lazy evaluation. Opening with mfdataset, or\u001b[39;00m\n\u001b[1;32m      5\u001b[0m \u001b[38;5;66;03m# setting the chunking in the open_dataset would also achieve this.\u001b[39;00m\n\u001b[1;32m      6\u001b[0m ds\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/xarray/tutorial.py:167\u001b[0m, in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, engine, **kws)\u001b[0m\n\u001b[1;32m    164\u001b[0m downloader \u001b[38;5;241m=\u001b[39m pooch\u001b[38;5;241m.\u001b[39mHTTPDownloader(headers\u001b[38;5;241m=\u001b[39mheaders)\n\u001b[1;32m    166\u001b[0m \u001b[38;5;66;03m# retrieve the file\u001b[39;00m\n\u001b[0;32m--> 167\u001b[0m filepath \u001b[38;5;241m=\u001b[39m \u001b[43mpooch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mretrieve\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    168\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\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_dir\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdownloader\u001b[49m\n\u001b[1;32m    169\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    170\u001b[0m ds \u001b[38;5;241m=\u001b[39m _open_dataset(filepath, engine\u001b[38;5;241m=\u001b[39mengine, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkws)\n\u001b[1;32m    171\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m cache:\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:239\u001b[0m, in \u001b[0;36mretrieve\u001b[0;34m(url, known_hash, fname, path, processor, downloader, progressbar)\u001b[0m\n\u001b[1;32m    236\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m downloader \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    237\u001b[0m     downloader \u001b[38;5;241m=\u001b[39m choose_downloader(url, progressbar\u001b[38;5;241m=\u001b[39mprogressbar)\n\u001b[0;32m--> 239\u001b[0m \u001b[43mstream_download\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfull_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m    241\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m known_hash \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    242\u001b[0m     get_logger()\u001b[38;5;241m.\u001b[39minfo(\n\u001b[1;32m    243\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSHA256 hash of downloaded file: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    244\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUse this value as the \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mknown_hash\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m argument of \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpooch.retrieve\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    247\u001b[0m         file_hash(\u001b[38;5;28mstr\u001b[39m(full_path)),\n\u001b[1;32m    248\u001b[0m     )\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:807\u001b[0m, in \u001b[0;36mstream_download\u001b[0;34m(url, fname, known_hash, downloader, pooch, retry_if_failed)\u001b[0m\n\u001b[1;32m    803\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    804\u001b[0m     \u001b[38;5;66;03m# Stream the file to a temporary so that we can safely check its\u001b[39;00m\n\u001b[1;32m    805\u001b[0m     \u001b[38;5;66;03m# hash before overwriting the original.\u001b[39;00m\n\u001b[1;32m    806\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m temporary_file(path\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mparent)) \u001b[38;5;28;01mas\u001b[39;00m tmp:\n\u001b[0;32m--> 807\u001b[0m         \u001b[43mdownloader\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtmp\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    808\u001b[0m         hash_matches(tmp, known_hash, strict\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, source\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mname))\n\u001b[1;32m    809\u001b[0m         shutil\u001b[38;5;241m.\u001b[39mmove(tmp, \u001b[38;5;28mstr\u001b[39m(fname))\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/downloaders.py:220\u001b[0m, in \u001b[0;36mHTTPDownloader.__call__\u001b[0;34m(self, url, output_file, pooch, check_only)\u001b[0m\n\u001b[1;32m    218\u001b[0m     \u001b[38;5;66;03m# pylint: enable=consider-using-with\u001b[39;00m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 220\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mrequests\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    221\u001b[0m     response\u001b[38;5;241m.\u001b[39mraise_for_status()\n\u001b[1;32m    222\u001b[0m     content \u001b[38;5;241m=\u001b[39m response\u001b[38;5;241m.\u001b[39miter_content(chunk_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchunk_size)\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:73\u001b[0m, in \u001b[0;36mget\u001b[0;34m(url, params, **kwargs)\u001b[0m\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget\u001b[39m(url, params\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m     63\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"Sends a GET request.\u001b[39;00m\n\u001b[1;32m     64\u001b[0m \n\u001b[1;32m     65\u001b[0m \u001b[38;5;124;03m    :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     70\u001b[0m \u001b[38;5;124;03m    :rtype: requests.Response\u001b[39;00m\n\u001b[1;32m     71\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m---> 73\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mget\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[38;5;66;03m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[1;32m     56\u001b[0m \u001b[38;5;66;03m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[1;32m     57\u001b[0m \u001b[38;5;66;03m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[1;32m     58\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m sessions\u001b[38;5;241m.\u001b[39mSession() \u001b[38;5;28;01mas\u001b[39;00m session:\n\u001b[0;32m---> 59\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msession\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:589\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m    584\u001b[0m send_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m    585\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m: timeout,\n\u001b[1;32m    586\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mallow_redirects\u001b[39m\u001b[38;5;124m\"\u001b[39m: allow_redirects,\n\u001b[1;32m    587\u001b[0m }\n\u001b[1;32m    588\u001b[0m send_kwargs\u001b[38;5;241m.\u001b[39mupdate(settings)\n\u001b[0;32m--> 589\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43msend_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    591\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:703\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    700\u001b[0m start \u001b[38;5;241m=\u001b[39m preferred_clock()\n\u001b[1;32m    702\u001b[0m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43madapter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    705\u001b[0m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[1;32m    706\u001b[0m elapsed \u001b[38;5;241m=\u001b[39m preferred_clock() \u001b[38;5;241m-\u001b[39m start\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/adapters.py:700\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    696\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(e\u001b[38;5;241m.\u001b[39mreason, _SSLError):\n\u001b[1;32m    697\u001b[0m         \u001b[38;5;66;03m# This branch is for urllib3 v1.22 and later.\u001b[39;00m\n\u001b[1;32m    698\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m SSLError(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[0;32m--> 700\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[1;32m    702\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ClosedPoolError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    703\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n",
│ │ │ │ │ │ -                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7f374d048590>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │ +                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7f4118b7c590>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# load in the file\n",
│ │ │ │ │ │                  "ds = xr.tutorial.open_dataset(\"ROMS_example.nc\", chunks={\"ocean_time\": 1})\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -155,18 +155,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:22.415497Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:22.415238Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:22.433379Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:22.432334Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:23.314357Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:23.313781Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:23.384144Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:23.379193Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -200,18 +200,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:22.435565Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:22.435329Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:22.447796Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:22.447048Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:23.403645Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:23.400841Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:23.461170Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:23.456168Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "scrolled": false
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │ @@ -236,18 +236,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:22.449726Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:22.449491Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:22.462907Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:22.462274Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:23.476097Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:23.475487Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:23.526017Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:23.523564Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -275,18 +275,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:22.464777Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:22.464541Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:22.477384Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:22.476553Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:23.540618Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:23.540062Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:23.578198Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:23.576597Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -310,18 +310,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:22.479316Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:22.479081Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:22.563431Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:22.562847Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:23.589888Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:23.589373Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:23.818063Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:23.815453Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/apply_ufunc_vectorize_1d.html
│ │ │ │ @@ -165,15 +165,15 @@
│ │ │ │  <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
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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:
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7fd83135e510&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │ +<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f703e4d2510&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │  
│ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">MaxRetryError</span>                             Traceback (most recent call last)
│ │ │ │  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>
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    666</span> <span class="ansi-bold" style="color: rgb(0,135,0)">try</span>:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │ @@ -199,15 +199,15 @@
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    844</span> retries<span style="color: rgb(98,98,98)">.</span>sleep()
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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)">&#34;</span><span style="color: rgb(175,0,0)">Incremented Retry for (url=</span><span style="color: rgb(175,0,0)">&#39;</span><span class="ansi-bold" style="color: rgb(175,95,135)">%s</span><span style="color: rgb(175,0,0)">&#39;</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)">&#34;</span>, url, new_retry)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7fd83135e510&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f703e4d2510&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  
│ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">ConnectionError</span>                           Traceback (most recent call last)
│ │ │ │  Cell <span class="ansi-green-fg">In[1], line 7</span>
│ │ │ │  <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>
│ │ │ │  <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)">&#34;</span><span style="color: rgb(175,0,0)">html</span><span style="color: rgb(175,0,0)">&#34;</span>)  <span style="color: rgb(95,135,135)"># fancy HTML repr</span>
│ │ │ │ @@ -303,15 +303,15 @@
│ │ │ │  <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):
│ │ │ │  <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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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)
│ │ │ │  <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:
│ │ │ │  <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)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7fd83135e510&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f703e4d2510&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <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>
│ │ │ │  <div class="nbinput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[2]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -112,15 +112,15 @@
│ │ │ │ │  File /usr/lib/python3/dist-packages/urllib3/connection.py:205, in
│ │ │ │ │  HTTPConnection._new_conn(self)
│ │ │ │ │      204 except socket.gaierror as e:
│ │ │ │ │  --> 205     raise NameResolutionError(self.host, self, e) from e
│ │ │ │ │      206 except SocketTimeout as e:
│ │ │ │ │  
│ │ │ │ │  NameResolutionError: <urllib3.connection.HTTPSConnection object at
│ │ │ │ │ -0x7fd83135e510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f703e4d2510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)
│ │ │ │ │  
│ │ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │ │  
│ │ │ │ │  MaxRetryError                             Traceback (most recent call last)
│ │ │ │ │  File /usr/lib/python3/dist-packages/requests/adapters.py:667, in
│ │ │ │ │  HTTPAdapter.send(self, request, stream, timeout, verify, cert, proxies)
│ │ │ │ │ @@ -156,15 +156,15 @@
│ │ │ │ │  --> 519     raise MaxRetryError(_pool, url, reason) from reason  # type: ignore
│ │ │ │ │  [arg-type]
│ │ │ │ │      521 log.debug("Incremented Retry for (url='%s'): %r", url, new_retry)
│ │ │ │ │  
│ │ │ │ │  MaxRetryError: 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
│ │ │ │ │ -0x7fd83135e510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f703e4d2510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │ │  
│ │ │ │ │  ConnectionError                           Traceback (most recent call last)
│ │ │ │ │  Cell In[1], line 7
│ │ │ │ │        2 import numpy as np
│ │ │ │ │ @@ -280,15 +280,15 @@
│ │ │ │ │  --> 700     raise ConnectionError(e, request=request)
│ │ │ │ │      702 except ClosedPoolError as e:
│ │ │ │ │      703     raise ConnectionError(e, request=request)
│ │ │ │ │  
│ │ │ │ │  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
│ │ │ │ │ -0x7fd83135e510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f703e4d2510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  The function we will apply is np.interp 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.
│ │ │ │ │  [2]:
│ │ │ │ │  newlat = np.linspace(15, 75, 100)
│ │ │ │ │  air.interp(lat=newlat)
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/apply_ufunc_vectorize_1d.ipynb.gz
│ │ │ │ ├── apply_ufunc_vectorize_1d.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9993842265725289%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2025-03-27T00:38:30.093278Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2025-03-27T00:38:30.092766Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:33.097737Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:33.095626Z'}}, 'outputs': {0: {'evalue': "
│ │ │ │ │ │┄             "'HTTPSConnectionPool(host=\\'github.com\\', port=443): Max retries exceeded with url: "
│ │ │ │ │ │┄             '/pydata/xarray-data/raw/master/air_temperature.nc (Caused by '
│ │ │ │ │ │┄     […]
│ │ │ │ │ │ @@ -36,24 +36,24 @@
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:45:51.659160Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:45:50.528742Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:24.738430Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:24.738190Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.042784Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.041788Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:30.093278Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:30.092766Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.097737Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.095626Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "ConnectionError",
│ │ │ │ │ │ -                    "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 0x7fd83135e510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                    "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 0x7f703e4d2510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │                      "traceback": [
│ │ │ │ │ │                          "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │                          "\u001b[0;31mgaierror\u001b[0m                                  Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ @@ -62,35 +62,35 @@
│ │ │ │ │ │                          "\u001b[0;31mNameResolutionError\u001b[0m                       Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7fd83135e510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │ +                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7f703e4d2510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │                          "\nThe above exception was the direct cause of the following exception:\n",
│ │ │ │ │ │                          "\u001b[0;31mMaxRetryError\u001b[0m                             Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7fd83135e510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7f703e4d2510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                          "\nDuring handling of the above exception, another exception occurred:\n",
│ │ │ │ │ │                          "\u001b[0;31mConnectionError\u001b[0m                           Traceback (most recent call last)",
│ │ │ │ │ │                          "Cell \u001b[0;32mIn[1], line 7\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[1;32m      4\u001b[0m xr\u001b[38;5;241m.\u001b[39mset_options(display_style\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhtml\u001b[39m\u001b[38;5;124m\"\u001b[39m)  \u001b[38;5;66;03m# fancy HTML repr\u001b[39;00m\n\u001b[1;32m      6\u001b[0m air \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m----> 7\u001b[0m     \u001b[43mxr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtutorial\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mair_temperature\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      8\u001b[0m     \u001b[38;5;241m.\u001b[39mair\u001b[38;5;241m.\u001b[39msortby(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlat\u001b[39m\u001b[38;5;124m\"\u001b[39m)  \u001b[38;5;66;03m# np.interp needs coordinate in ascending order\u001b[39;00m\n\u001b[1;32m      9\u001b[0m     \u001b[38;5;241m.\u001b[39misel(time\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mslice\u001b[39m(\u001b[38;5;241m4\u001b[39m), lon\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mslice\u001b[39m(\u001b[38;5;241m3\u001b[39m))\n\u001b[1;32m     10\u001b[0m )  \u001b[38;5;66;03m# choose a small subset for convenience\u001b[39;00m\n\u001b[1;32m     11\u001b[0m air\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/xarray/tutorial.py:215\u001b[0m, in \u001b[0;36mload_dataset\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    178\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mload_dataset\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Dataset:\n\u001b[1;32m    179\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    180\u001b[0m \u001b[38;5;124;03m    Open, load into memory, and close a dataset from the online repository\u001b[39;00m\n\u001b[1;32m    181\u001b[0m \u001b[38;5;124;03m    (requires internet).\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    213\u001b[0m \u001b[38;5;124;03m    load_dataset\u001b[39;00m\n\u001b[1;32m    214\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 215\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[43mopen_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m ds:\n\u001b[1;32m    216\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m ds\u001b[38;5;241m.\u001b[39mload()\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/xarray/tutorial.py:167\u001b[0m, in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, engine, **kws)\u001b[0m\n\u001b[1;32m    164\u001b[0m downloader \u001b[38;5;241m=\u001b[39m pooch\u001b[38;5;241m.\u001b[39mHTTPDownloader(headers\u001b[38;5;241m=\u001b[39mheaders)\n\u001b[1;32m    166\u001b[0m \u001b[38;5;66;03m# retrieve the file\u001b[39;00m\n\u001b[0;32m--> 167\u001b[0m filepath \u001b[38;5;241m=\u001b[39m \u001b[43mpooch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mretrieve\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    168\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\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_dir\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdownloader\u001b[49m\n\u001b[1;32m    169\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    170\u001b[0m ds \u001b[38;5;241m=\u001b[39m _open_dataset(filepath, engine\u001b[38;5;241m=\u001b[39mengine, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkws)\n\u001b[1;32m    171\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m cache:\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:239\u001b[0m, in \u001b[0;36mretrieve\u001b[0;34m(url, known_hash, fname, path, processor, downloader, progressbar)\u001b[0m\n\u001b[1;32m    236\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m downloader \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    237\u001b[0m     downloader \u001b[38;5;241m=\u001b[39m choose_downloader(url, progressbar\u001b[38;5;241m=\u001b[39mprogressbar)\n\u001b[0;32m--> 239\u001b[0m \u001b[43mstream_download\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfull_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m    241\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m known_hash \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    242\u001b[0m     get_logger()\u001b[38;5;241m.\u001b[39minfo(\n\u001b[1;32m    243\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSHA256 hash of downloaded file: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    244\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUse this value as the \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mknown_hash\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m argument of \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpooch.retrieve\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    247\u001b[0m         file_hash(\u001b[38;5;28mstr\u001b[39m(full_path)),\n\u001b[1;32m    248\u001b[0m     )\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:807\u001b[0m, in \u001b[0;36mstream_download\u001b[0;34m(url, fname, known_hash, downloader, pooch, retry_if_failed)\u001b[0m\n\u001b[1;32m    803\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    804\u001b[0m     \u001b[38;5;66;03m# Stream the file to a temporary so that we can safely check its\u001b[39;00m\n\u001b[1;32m    805\u001b[0m     \u001b[38;5;66;03m# hash before overwriting the original.\u001b[39;00m\n\u001b[1;32m    806\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m temporary_file(path\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mparent)) \u001b[38;5;28;01mas\u001b[39;00m tmp:\n\u001b[0;32m--> 807\u001b[0m         \u001b[43mdownloader\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtmp\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    808\u001b[0m         hash_matches(tmp, known_hash, strict\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, source\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mname))\n\u001b[1;32m    809\u001b[0m         shutil\u001b[38;5;241m.\u001b[39mmove(tmp, \u001b[38;5;28mstr\u001b[39m(fname))\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/downloaders.py:220\u001b[0m, in \u001b[0;36mHTTPDownloader.__call__\u001b[0;34m(self, url, output_file, pooch, check_only)\u001b[0m\n\u001b[1;32m    218\u001b[0m     \u001b[38;5;66;03m# pylint: enable=consider-using-with\u001b[39;00m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 220\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mrequests\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    221\u001b[0m     response\u001b[38;5;241m.\u001b[39mraise_for_status()\n\u001b[1;32m    222\u001b[0m     content \u001b[38;5;241m=\u001b[39m response\u001b[38;5;241m.\u001b[39miter_content(chunk_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchunk_size)\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:73\u001b[0m, in \u001b[0;36mget\u001b[0;34m(url, params, **kwargs)\u001b[0m\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget\u001b[39m(url, params\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m     63\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"Sends a GET request.\u001b[39;00m\n\u001b[1;32m     64\u001b[0m \n\u001b[1;32m     65\u001b[0m \u001b[38;5;124;03m    :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     70\u001b[0m \u001b[38;5;124;03m    :rtype: requests.Response\u001b[39;00m\n\u001b[1;32m     71\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m---> 73\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mget\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[38;5;66;03m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[1;32m     56\u001b[0m \u001b[38;5;66;03m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[1;32m     57\u001b[0m \u001b[38;5;66;03m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[1;32m     58\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m sessions\u001b[38;5;241m.\u001b[39mSession() \u001b[38;5;28;01mas\u001b[39;00m session:\n\u001b[0;32m---> 59\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msession\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:589\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m    584\u001b[0m send_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m    585\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m: timeout,\n\u001b[1;32m    586\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mallow_redirects\u001b[39m\u001b[38;5;124m\"\u001b[39m: allow_redirects,\n\u001b[1;32m    587\u001b[0m }\n\u001b[1;32m    588\u001b[0m send_kwargs\u001b[38;5;241m.\u001b[39mupdate(settings)\n\u001b[0;32m--> 589\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43msend_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    591\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:703\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    700\u001b[0m start \u001b[38;5;241m=\u001b[39m preferred_clock()\n\u001b[1;32m    702\u001b[0m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43madapter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    705\u001b[0m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[1;32m    706\u001b[0m elapsed \u001b[38;5;241m=\u001b[39m preferred_clock() \u001b[38;5;241m-\u001b[39m start\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/adapters.py:700\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    696\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(e\u001b[38;5;241m.\u001b[39mreason, _SSLError):\n\u001b[1;32m    697\u001b[0m         \u001b[38;5;66;03m# This branch is for urllib3 v1.22 and later.\u001b[39;00m\n\u001b[1;32m    698\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m SSLError(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[0;32m--> 700\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[1;32m    702\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ClosedPoolError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    703\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n",
│ │ │ │ │ │ -                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7fd83135e510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │ +                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7f703e4d2510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import xarray as xr\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -116,18 +116,18 @@
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:45:55.431708Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:45:55.104701Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:26.045325Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:26.045065Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.059138Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.058337Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:33.104526Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:33.104112Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.135823Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.134405Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -156,18 +156,18 @@
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:45:57.889496Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:45:57.792269Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:26.061145Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:26.060901Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.075453Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.074503Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:33.145149Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:33.144696Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.182584Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.181477Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -215,18 +215,18 @@
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:45:59.768626Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:45:59.543808Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:26.077320Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:26.077087Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.089254Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.088657Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:33.187934Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:33.187379Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.225336Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.222206Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -281,18 +281,18 @@
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:46:02.187012Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:46:02.105563Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:26.091259Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:26.091027Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.103770Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.103178Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:33.230420Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:33.229965Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.267450Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.265805Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -359,18 +359,18 @@
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:46:05.031672Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:46:04.947588Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:26.105807Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:26.105577Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.119284Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.118303Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:33.272056Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:33.271600Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.308529Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.307185Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -405,18 +405,18 @@
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:46:09.325218Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:46:09.303020Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:26.121288Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:26.121040Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.136422Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.134524Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:33.315190Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:33.314684Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.352829Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.351361Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -453,18 +453,18 @@
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:46:11.295440Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:46:11.226553Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:26.141992Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:26.140704Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.195540Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.193818Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:33.359743Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:33.357924Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.401490Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.399793Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -517,18 +517,18 @@
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:46:13.808646Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:46:13.680098Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:26.198738Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:26.198494Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.247396Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.246821Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:33.409152Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:33.408621Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.468113Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.466642Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -590,18 +590,18 @@
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:46:26.633233Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:46:26.515209Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:26.249403Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:26.249172Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.264779Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.264202Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:33.474464Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:33.474013Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.516294Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.514963Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -647,18 +647,18 @@
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:46:30.026663Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:46:29.893267Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:26.266748Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:26.266518Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.282787Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.282133Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:33.523141Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:33.522531Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.566162Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.564649Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -735,18 +735,18 @@
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:48:42.469341Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:48:42.344209Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:26.284785Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:26.284541Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.301978Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.301046Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:33.577032Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:33.576604Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.624219Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.622637Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -821,18 +821,18 @@
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:48:45.267633Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:48:44.943939Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:26.304040Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:26.303813Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.318497Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.317775Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:33.634498Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:33.633974Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.674617Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.670909Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "ModuleNotFoundError",
│ │ │ │ │ │                      "evalue": "No module named 'numba'",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -873,18 +873,18 @@
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:48:54.755405Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:48:54.634724Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:26.320401Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:26.320171Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.335802Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.334989Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:33.681529Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:33.681040Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.722538Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.720583Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'interp1d_np_gufunc' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -927,18 +927,18 @@
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-15T14:49:28.667528Z",
│ │ │ │ │ │                      "start_time": "2020-01-15T14:49:28.103914Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:26.337788Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:26.337555Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:26.354962Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:26.354405Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:33.727486Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:33.727000Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:33.774019Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:33.772860Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "ModuleNotFoundError",
│ │ │ │ │ │                      "evalue": "No module named 'numba'",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/area_weighted_temperature.html
│ │ │ │ @@ -171,15 +171,15 @@
│ │ │ │  <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
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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:
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7fc1bae31010&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │ +<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f86500b1010&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │  
│ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">MaxRetryError</span>                             Traceback (most recent call last)
│ │ │ │  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>
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    666</span> <span class="ansi-bold" style="color: rgb(0,135,0)">try</span>:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │ @@ -205,15 +205,15 @@
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    844</span> retries<span style="color: rgb(98,98,98)">.</span>sleep()
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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)">&#34;</span><span style="color: rgb(175,0,0)">Incremented Retry for (url=</span><span style="color: rgb(175,0,0)">&#39;</span><span class="ansi-bold" style="color: rgb(175,95,135)">%s</span><span style="color: rgb(175,0,0)">&#39;</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)">&#34;</span>, url, new_retry)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7fc1bae31010&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f86500b1010&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  
│ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">ConnectionError</span>                           Traceback (most recent call last)
│ │ │ │  Cell <span class="ansi-green-fg">In[2], line 1</span>
│ │ │ │  <span class="ansi-green-fg">----&gt; 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)">&#34;</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)">&#34;</span><span class="ansi-yellow-bg">)</span>
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">      3</span> <span style="color: rgb(95,135,135)"># to celsius</span>
│ │ │ │ @@ -304,15 +304,15 @@
│ │ │ │  <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):
│ │ │ │  <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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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)
│ │ │ │  <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:
│ │ │ │  <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)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7fc1bae31010&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f86500b1010&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <p>Plot the first timestep:</p>
│ │ │ │  <div class="nbinput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[3]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -115,15 +115,15 @@
│ │ │ │ │  File /usr/lib/python3/dist-packages/urllib3/connection.py:205, in
│ │ │ │ │  HTTPConnection._new_conn(self)
│ │ │ │ │      204 except socket.gaierror as e:
│ │ │ │ │  --> 205     raise NameResolutionError(self.host, self, e) from e
│ │ │ │ │      206 except SocketTimeout as e:
│ │ │ │ │  
│ │ │ │ │  NameResolutionError: <urllib3.connection.HTTPSConnection object at
│ │ │ │ │ -0x7fc1bae31010>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f86500b1010>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)
│ │ │ │ │  
│ │ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │ │  
│ │ │ │ │  MaxRetryError                             Traceback (most recent call last)
│ │ │ │ │  File /usr/lib/python3/dist-packages/requests/adapters.py:667, in
│ │ │ │ │  HTTPAdapter.send(self, request, stream, timeout, verify, cert, proxies)
│ │ │ │ │ @@ -159,15 +159,15 @@
│ │ │ │ │  --> 519     raise MaxRetryError(_pool, url, reason) from reason  # type: ignore
│ │ │ │ │  [arg-type]
│ │ │ │ │      521 log.debug("Incremented Retry for (url='%s'): %r", url, new_retry)
│ │ │ │ │  
│ │ │ │ │  MaxRetryError: 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
│ │ │ │ │ -0x7fc1bae31010>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f86500b1010>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │ │  
│ │ │ │ │  ConnectionError                           Traceback (most recent call last)
│ │ │ │ │  Cell In[2], line 1
│ │ │ │ │  ----> 1 ds = xr.tutorial.load_dataset("air_temperature")
│ │ │ │ │ @@ -278,15 +278,15 @@
│ │ │ │ │  --> 700     raise ConnectionError(e, request=request)
│ │ │ │ │      702 except ClosedPoolError as e:
│ │ │ │ │      703     raise ConnectionError(e, request=request)
│ │ │ │ │  
│ │ │ │ │  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
│ │ │ │ │ -0x7fc1bae31010>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f86500b1010>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  Plot the first timestep:
│ │ │ │ │  [3]:
│ │ │ │ │  projection = ccrs.LambertConformal(central_longitude=-95, central_latitude=45)
│ │ │ │ │  
│ │ │ │ │  f, ax = plt.subplots(subplot_kw=dict(projection=projection))
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/area_weighted_temperature.ipynb.gz
│ │ │ │ ├── area_weighted_temperature.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9990895206766918%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2025-03-27T00:38:39.172179Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2025-03-27T00:38:39.171872Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:41.014232Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:41.013223Z'}}}, 4: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2025-03-27T00:38:41.019922Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:41.019260Z', 'iopub.status.idle': '2025-03-27T00:38:4 […]
│ │ │ │ │ │ @@ -28,18 +28,18 @@
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-03-17T14:43:57.222351Z",
│ │ │ │ │ │                      "start_time": "2020-03-17T14:43:56.147541Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:29.211084Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:29.210840Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:30.133871Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:30.133241Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:39.172179Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:39.171872Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:41.014232Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:41.013223Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "import cartopy.crs as ccrs\n",
│ │ │ │ │ │ @@ -63,24 +63,24 @@
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-03-17T14:43:57.831734Z",
│ │ │ │ │ │                      "start_time": "2020-03-17T14:43:57.651845Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:30.137018Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:30.136223Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:30.784656Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:30.783836Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:41.019922Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:41.019260Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:42.777407Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:42.775929Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "ConnectionError",
│ │ │ │ │ │ -                    "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 0x7fc1bae31010>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                    "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 0x7f86500b1010>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │                      "traceback": [
│ │ │ │ │ │                          "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │                          "\u001b[0;31mgaierror\u001b[0m                                  Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ @@ -89,35 +89,35 @@
│ │ │ │ │ │                          "\u001b[0;31mNameResolutionError\u001b[0m                       Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7fc1bae31010>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │ +                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7f86500b1010>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │                          "\nThe above exception was the direct cause of the following exception:\n",
│ │ │ │ │ │                          "\u001b[0;31mMaxRetryError\u001b[0m                             Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7fc1bae31010>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7f86500b1010>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                          "\nDuring handling of the above exception, another exception occurred:\n",
│ │ │ │ │ │                          "\u001b[0;31mConnectionError\u001b[0m                           Traceback (most recent call last)",
│ │ │ │ │ │                          "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[43mxr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtutorial\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mair_temperature\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      3\u001b[0m \u001b[38;5;66;03m# to celsius\u001b[39;00m\n\u001b[1;32m      4\u001b[0m air \u001b[38;5;241m=\u001b[39m ds\u001b[38;5;241m.\u001b[39mair \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m273.15\u001b[39m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/xarray/tutorial.py:215\u001b[0m, in \u001b[0;36mload_dataset\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    178\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mload_dataset\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Dataset:\n\u001b[1;32m    179\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    180\u001b[0m \u001b[38;5;124;03m    Open, load into memory, and close a dataset from the online repository\u001b[39;00m\n\u001b[1;32m    181\u001b[0m \u001b[38;5;124;03m    (requires internet).\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    213\u001b[0m \u001b[38;5;124;03m    load_dataset\u001b[39;00m\n\u001b[1;32m    214\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 215\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[43mopen_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m ds:\n\u001b[1;32m    216\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m ds\u001b[38;5;241m.\u001b[39mload()\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/xarray/tutorial.py:167\u001b[0m, in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, engine, **kws)\u001b[0m\n\u001b[1;32m    164\u001b[0m downloader \u001b[38;5;241m=\u001b[39m pooch\u001b[38;5;241m.\u001b[39mHTTPDownloader(headers\u001b[38;5;241m=\u001b[39mheaders)\n\u001b[1;32m    166\u001b[0m \u001b[38;5;66;03m# retrieve the file\u001b[39;00m\n\u001b[0;32m--> 167\u001b[0m filepath \u001b[38;5;241m=\u001b[39m \u001b[43mpooch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mretrieve\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    168\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\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_dir\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdownloader\u001b[49m\n\u001b[1;32m    169\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    170\u001b[0m ds \u001b[38;5;241m=\u001b[39m _open_dataset(filepath, engine\u001b[38;5;241m=\u001b[39mengine, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkws)\n\u001b[1;32m    171\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m cache:\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:239\u001b[0m, in \u001b[0;36mretrieve\u001b[0;34m(url, known_hash, fname, path, processor, downloader, progressbar)\u001b[0m\n\u001b[1;32m    236\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m downloader \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    237\u001b[0m     downloader \u001b[38;5;241m=\u001b[39m choose_downloader(url, progressbar\u001b[38;5;241m=\u001b[39mprogressbar)\n\u001b[0;32m--> 239\u001b[0m \u001b[43mstream_download\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfull_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m    241\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m known_hash \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    242\u001b[0m     get_logger()\u001b[38;5;241m.\u001b[39minfo(\n\u001b[1;32m    243\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSHA256 hash of downloaded file: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    244\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUse this value as the \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mknown_hash\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m argument of \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpooch.retrieve\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    247\u001b[0m         file_hash(\u001b[38;5;28mstr\u001b[39m(full_path)),\n\u001b[1;32m    248\u001b[0m     )\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:807\u001b[0m, in \u001b[0;36mstream_download\u001b[0;34m(url, fname, known_hash, downloader, pooch, retry_if_failed)\u001b[0m\n\u001b[1;32m    803\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    804\u001b[0m     \u001b[38;5;66;03m# Stream the file to a temporary so that we can safely check its\u001b[39;00m\n\u001b[1;32m    805\u001b[0m     \u001b[38;5;66;03m# hash before overwriting the original.\u001b[39;00m\n\u001b[1;32m    806\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m temporary_file(path\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mparent)) \u001b[38;5;28;01mas\u001b[39;00m tmp:\n\u001b[0;32m--> 807\u001b[0m         \u001b[43mdownloader\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtmp\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    808\u001b[0m         hash_matches(tmp, known_hash, strict\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, source\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mname))\n\u001b[1;32m    809\u001b[0m         shutil\u001b[38;5;241m.\u001b[39mmove(tmp, \u001b[38;5;28mstr\u001b[39m(fname))\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/downloaders.py:220\u001b[0m, in \u001b[0;36mHTTPDownloader.__call__\u001b[0;34m(self, url, output_file, pooch, check_only)\u001b[0m\n\u001b[1;32m    218\u001b[0m     \u001b[38;5;66;03m# pylint: enable=consider-using-with\u001b[39;00m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 220\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mrequests\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    221\u001b[0m     response\u001b[38;5;241m.\u001b[39mraise_for_status()\n\u001b[1;32m    222\u001b[0m     content \u001b[38;5;241m=\u001b[39m response\u001b[38;5;241m.\u001b[39miter_content(chunk_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchunk_size)\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:73\u001b[0m, in \u001b[0;36mget\u001b[0;34m(url, params, **kwargs)\u001b[0m\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget\u001b[39m(url, params\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m     63\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"Sends a GET request.\u001b[39;00m\n\u001b[1;32m     64\u001b[0m \n\u001b[1;32m     65\u001b[0m \u001b[38;5;124;03m    :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     70\u001b[0m \u001b[38;5;124;03m    :rtype: requests.Response\u001b[39;00m\n\u001b[1;32m     71\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m---> 73\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mget\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[38;5;66;03m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[1;32m     56\u001b[0m \u001b[38;5;66;03m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[1;32m     57\u001b[0m \u001b[38;5;66;03m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[1;32m     58\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m sessions\u001b[38;5;241m.\u001b[39mSession() \u001b[38;5;28;01mas\u001b[39;00m session:\n\u001b[0;32m---> 59\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msession\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:589\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m    584\u001b[0m send_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m    585\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m: timeout,\n\u001b[1;32m    586\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mallow_redirects\u001b[39m\u001b[38;5;124m\"\u001b[39m: allow_redirects,\n\u001b[1;32m    587\u001b[0m }\n\u001b[1;32m    588\u001b[0m send_kwargs\u001b[38;5;241m.\u001b[39mupdate(settings)\n\u001b[0;32m--> 589\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43msend_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    591\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:703\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    700\u001b[0m start \u001b[38;5;241m=\u001b[39m preferred_clock()\n\u001b[1;32m    702\u001b[0m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43madapter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    705\u001b[0m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[1;32m    706\u001b[0m elapsed \u001b[38;5;241m=\u001b[39m preferred_clock() \u001b[38;5;241m-\u001b[39m start\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/adapters.py:700\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    696\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(e\u001b[38;5;241m.\u001b[39mreason, _SSLError):\n\u001b[1;32m    697\u001b[0m         \u001b[38;5;66;03m# This branch is for urllib3 v1.22 and later.\u001b[39;00m\n\u001b[1;32m    698\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m SSLError(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[0;32m--> 700\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[1;32m    702\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ClosedPoolError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    703\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n",
│ │ │ │ │ │ -                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7fc1bae31010>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │ +                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7f86500b1010>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "ds = xr.tutorial.load_dataset(\"air_temperature\")\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "# to celsius\n",
│ │ │ │ │ │ @@ -141,18 +141,18 @@
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-03-17T14:43:59.887120Z",
│ │ │ │ │ │                      "start_time": "2020-03-17T14:43:59.582894Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:30.787207Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:30.786964Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:30.865827Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:30.865277Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:42.785803Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:42.785386Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:42.939582Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:42.938264Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -197,18 +197,18 @@
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-03-17T14:44:18.777092Z",
│ │ │ │ │ │                      "start_time": "2020-03-17T14:44:18.736587Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:30.867992Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:30.867749Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:30.881566Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:30.881038Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:42.945472Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:42.945026Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:42.973934Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:42.972715Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -238,18 +238,18 @@
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-03-17T14:44:52.607120Z",
│ │ │ │ │ │                      "start_time": "2020-03-17T14:44:52.564674Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:30.883498Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:30.883267Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:30.894879Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:30.894359Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:42.980458Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:42.980057Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:43.010139Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:43.009069Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -271,18 +271,18 @@
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-03-17T14:44:54.334279Z",
│ │ │ │ │ │                      "start_time": "2020-03-17T14:44:54.280022Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:30.896753Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:30.896523Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:30.908079Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:30.907550Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:43.015584Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:43.014557Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:43.049553Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:43.048212Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'air_weighted' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -313,18 +313,18 @@
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-03-17T14:45:08.877307Z",
│ │ │ │ │ │                      "start_time": "2020-03-17T14:45:08.673383Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:30.910330Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:30.909852Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:30.922173Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:30.921652Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:43.054639Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:43.054131Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:43.087577Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:43.086181Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'weighted_mean' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/blank_template.html
│ │ │ │ @@ -144,15 +144,15 @@
│ │ │ │  <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
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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:
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7fc6193e2510&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │ +<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7fab2023a510&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │  
│ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">MaxRetryError</span>                             Traceback (most recent call last)
│ │ │ │  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>
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    666</span> <span class="ansi-bold" style="color: rgb(0,135,0)">try</span>:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │ @@ -178,15 +178,15 @@
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    844</span> retries<span style="color: rgb(98,98,98)">.</span>sleep()
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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)">&#34;</span><span style="color: rgb(175,0,0)">Incremented Retry for (url=</span><span style="color: rgb(175,0,0)">&#39;</span><span class="ansi-bold" style="color: rgb(175,95,135)">%s</span><span style="color: rgb(175,0,0)">&#39;</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)">&#34;</span>, url, new_retry)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7fc6193e2510&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7fab2023a510&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  
│ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">ConnectionError</span>                           Traceback (most recent call last)
│ │ │ │  Cell <span class="ansi-green-fg">In[1], line 5</span>
│ │ │ │  <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>
│ │ │ │  <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>
│ │ │ │ @@ -278,15 +278,15 @@
│ │ │ │  <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):
│ │ │ │  <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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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)
│ │ │ │  <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:
│ │ │ │  <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)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7fc6193e2510&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7fab2023a510&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nbinput nblast docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -92,15 +92,15 @@
│ │ │ │ │  File /usr/lib/python3/dist-packages/urllib3/connection.py:205, in
│ │ │ │ │  HTTPConnection._new_conn(self)
│ │ │ │ │      204 except socket.gaierror as e:
│ │ │ │ │  --> 205     raise NameResolutionError(self.host, self, e) from e
│ │ │ │ │      206 except SocketTimeout as e:
│ │ │ │ │  
│ │ │ │ │  NameResolutionError: <urllib3.connection.HTTPSConnection object at
│ │ │ │ │ -0x7fc6193e2510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7fab2023a510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)
│ │ │ │ │  
│ │ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │ │  
│ │ │ │ │  MaxRetryError                             Traceback (most recent call last)
│ │ │ │ │  File /usr/lib/python3/dist-packages/requests/adapters.py:667, in
│ │ │ │ │  HTTPAdapter.send(self, request, stream, timeout, verify, cert, proxies)
│ │ │ │ │ @@ -136,15 +136,15 @@
│ │ │ │ │  --> 519     raise MaxRetryError(_pool, url, reason) from reason  # type: ignore
│ │ │ │ │  [arg-type]
│ │ │ │ │      521 log.debug("Incremented Retry for (url='%s'): %r", url, new_retry)
│ │ │ │ │  
│ │ │ │ │  MaxRetryError: 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
│ │ │ │ │ -0x7fc6193e2510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7fab2023a510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │ │  
│ │ │ │ │  ConnectionError                           Traceback (most recent call last)
│ │ │ │ │  Cell In[1], line 5
│ │ │ │ │        2 import numpy as np
│ │ │ │ │ @@ -256,15 +256,15 @@
│ │ │ │ │  --> 700     raise ConnectionError(e, request=request)
│ │ │ │ │      702 except ClosedPoolError as e:
│ │ │ │ │      703     raise ConnectionError(e, request=request)
│ │ │ │ │  
│ │ │ │ │  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
│ │ │ │ │ -0x7fc6193e2510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7fab2023a510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  [ ]:
│ │ │ │ │  _[_L_o_g_o_ _o_f_ _x_a_r_r_a_y_]
│ │ │ │ │  ************ _xx_aa_rr_rr_aa_yy ************
│ │ │ │ │  ******** NNaavviiggaattiioonn ********
│ │ │ │ │  For users
│ │ │ │ │      * _G_e_t_t_i_n_g_ _S_t_a_r_t_e_d
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/blank_template.ipynb.gz
│ │ │ │ ├── blank_template.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9986293859649122%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2025-03-27T00:38:46.842094Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2025-03-27T00:38:46.841716Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:49.922179Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:49.913085Z'}}, 'outputs': {0: {'evalue': "
│ │ │ │ │ │┄             "'HTTPSConnectionPool(host=\\'github.com\\', port=443): Max retries exceeded with url: "
│ │ │ │ │ │┄             '/pydata/xarray-data/raw/master/air_temperature.nc (Caused by '
│ │ │ │ │ │┄     […]
│ │ │ │ │ │ @@ -12,24 +12,24 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "id": "41b90ede",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:33.067967Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:33.067724Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:34.182844Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:34.182022Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:46.842094Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:46.841716Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:49.922179Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:49.913085Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "ConnectionError",
│ │ │ │ │ │ -                    "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 0x7fc6193e2510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                    "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 0x7fab2023a510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │                      "traceback": [
│ │ │ │ │ │                          "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │                          "\u001b[0;31mgaierror\u001b[0m                                  Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ @@ -38,35 +38,35 @@
│ │ │ │ │ │                          "\u001b[0;31mNameResolutionError\u001b[0m                       Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7fc6193e2510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │ +                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7fab2023a510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │                          "\nThe above exception was the direct cause of the following exception:\n",
│ │ │ │ │ │                          "\u001b[0;31mMaxRetryError\u001b[0m                             Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7fc6193e2510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7fab2023a510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                          "\nDuring handling of the above exception, another exception occurred:\n",
│ │ │ │ │ │                          "\u001b[0;31mConnectionError\u001b[0m                           Traceback (most recent call last)",
│ │ │ │ │ │                          "Cell \u001b[0;32mIn[1], line 5\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[0;32m----> 5\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[43mxr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtutorial\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mair_temperature\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      6\u001b[0m da \u001b[38;5;241m=\u001b[39m ds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mair\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/xarray/tutorial.py:215\u001b[0m, in \u001b[0;36mload_dataset\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    178\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mload_dataset\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Dataset:\n\u001b[1;32m    179\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    180\u001b[0m \u001b[38;5;124;03m    Open, load into memory, and close a dataset from the online repository\u001b[39;00m\n\u001b[1;32m    181\u001b[0m \u001b[38;5;124;03m    (requires internet).\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    213\u001b[0m \u001b[38;5;124;03m    load_dataset\u001b[39;00m\n\u001b[1;32m    214\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 215\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[43mopen_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m ds:\n\u001b[1;32m    216\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m ds\u001b[38;5;241m.\u001b[39mload()\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/xarray/tutorial.py:167\u001b[0m, in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, engine, **kws)\u001b[0m\n\u001b[1;32m    164\u001b[0m downloader \u001b[38;5;241m=\u001b[39m pooch\u001b[38;5;241m.\u001b[39mHTTPDownloader(headers\u001b[38;5;241m=\u001b[39mheaders)\n\u001b[1;32m    166\u001b[0m \u001b[38;5;66;03m# retrieve the file\u001b[39;00m\n\u001b[0;32m--> 167\u001b[0m filepath \u001b[38;5;241m=\u001b[39m \u001b[43mpooch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mretrieve\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    168\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\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_dir\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdownloader\u001b[49m\n\u001b[1;32m    169\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    170\u001b[0m ds \u001b[38;5;241m=\u001b[39m _open_dataset(filepath, engine\u001b[38;5;241m=\u001b[39mengine, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkws)\n\u001b[1;32m    171\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m cache:\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:239\u001b[0m, in \u001b[0;36mretrieve\u001b[0;34m(url, known_hash, fname, path, processor, downloader, progressbar)\u001b[0m\n\u001b[1;32m    236\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m downloader \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    237\u001b[0m     downloader \u001b[38;5;241m=\u001b[39m choose_downloader(url, progressbar\u001b[38;5;241m=\u001b[39mprogressbar)\n\u001b[0;32m--> 239\u001b[0m \u001b[43mstream_download\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfull_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m    241\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m known_hash \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    242\u001b[0m     get_logger()\u001b[38;5;241m.\u001b[39minfo(\n\u001b[1;32m    243\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSHA256 hash of downloaded file: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    244\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUse this value as the \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mknown_hash\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m argument of \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpooch.retrieve\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    247\u001b[0m         file_hash(\u001b[38;5;28mstr\u001b[39m(full_path)),\n\u001b[1;32m    248\u001b[0m     )\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:807\u001b[0m, in \u001b[0;36mstream_download\u001b[0;34m(url, fname, known_hash, downloader, pooch, retry_if_failed)\u001b[0m\n\u001b[1;32m    803\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    804\u001b[0m     \u001b[38;5;66;03m# Stream the file to a temporary so that we can safely check its\u001b[39;00m\n\u001b[1;32m    805\u001b[0m     \u001b[38;5;66;03m# hash before overwriting the original.\u001b[39;00m\n\u001b[1;32m    806\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m temporary_file(path\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mparent)) \u001b[38;5;28;01mas\u001b[39;00m tmp:\n\u001b[0;32m--> 807\u001b[0m         \u001b[43mdownloader\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtmp\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    808\u001b[0m         hash_matches(tmp, known_hash, strict\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, source\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mname))\n\u001b[1;32m    809\u001b[0m         shutil\u001b[38;5;241m.\u001b[39mmove(tmp, \u001b[38;5;28mstr\u001b[39m(fname))\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/downloaders.py:220\u001b[0m, in \u001b[0;36mHTTPDownloader.__call__\u001b[0;34m(self, url, output_file, pooch, check_only)\u001b[0m\n\u001b[1;32m    218\u001b[0m     \u001b[38;5;66;03m# pylint: enable=consider-using-with\u001b[39;00m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 220\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mrequests\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    221\u001b[0m     response\u001b[38;5;241m.\u001b[39mraise_for_status()\n\u001b[1;32m    222\u001b[0m     content \u001b[38;5;241m=\u001b[39m response\u001b[38;5;241m.\u001b[39miter_content(chunk_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchunk_size)\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:73\u001b[0m, in \u001b[0;36mget\u001b[0;34m(url, params, **kwargs)\u001b[0m\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget\u001b[39m(url, params\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m     63\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"Sends a GET request.\u001b[39;00m\n\u001b[1;32m     64\u001b[0m \n\u001b[1;32m     65\u001b[0m \u001b[38;5;124;03m    :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     70\u001b[0m \u001b[38;5;124;03m    :rtype: requests.Response\u001b[39;00m\n\u001b[1;32m     71\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m---> 73\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mget\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[38;5;66;03m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[1;32m     56\u001b[0m \u001b[38;5;66;03m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[1;32m     57\u001b[0m \u001b[38;5;66;03m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[1;32m     58\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m sessions\u001b[38;5;241m.\u001b[39mSession() \u001b[38;5;28;01mas\u001b[39;00m session:\n\u001b[0;32m---> 59\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msession\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:589\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m    584\u001b[0m send_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m    585\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m: timeout,\n\u001b[1;32m    586\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mallow_redirects\u001b[39m\u001b[38;5;124m\"\u001b[39m: allow_redirects,\n\u001b[1;32m    587\u001b[0m }\n\u001b[1;32m    588\u001b[0m send_kwargs\u001b[38;5;241m.\u001b[39mupdate(settings)\n\u001b[0;32m--> 589\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43msend_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    591\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:703\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    700\u001b[0m start \u001b[38;5;241m=\u001b[39m preferred_clock()\n\u001b[1;32m    702\u001b[0m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43madapter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    705\u001b[0m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[1;32m    706\u001b[0m elapsed \u001b[38;5;241m=\u001b[39m preferred_clock() \u001b[38;5;241m-\u001b[39m start\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/adapters.py:700\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    696\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(e\u001b[38;5;241m.\u001b[39mreason, _SSLError):\n\u001b[1;32m    697\u001b[0m         \u001b[38;5;66;03m# This branch is for urllib3 v1.22 and later.\u001b[39;00m\n\u001b[1;32m    698\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m SSLError(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[0;32m--> 700\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[1;32m    702\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ClosedPoolError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    703\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n",
│ │ │ │ │ │ -                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7fc6193e2510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │ +                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7fab2023a510>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import xarray as xr\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/monthly-means.html
│ │ │ │ @@ -156,15 +156,15 @@
│ │ │ │  <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
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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:
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f1dbf9ada90&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │ +<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7fa07e419a90&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │  
│ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">MaxRetryError</span>                             Traceback (most recent call last)
│ │ │ │  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>
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    666</span> <span class="ansi-bold" style="color: rgb(0,135,0)">try</span>:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │ @@ -190,15 +190,15 @@
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    844</span> retries<span style="color: rgb(98,98,98)">.</span>sleep()
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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)">&#34;</span><span style="color: rgb(175,0,0)">Incremented Retry for (url=</span><span style="color: rgb(175,0,0)">&#39;</span><span class="ansi-bold" style="color: rgb(175,95,135)">%s</span><span style="color: rgb(175,0,0)">&#39;</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)">&#34;</span>, url, new_retry)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/rasm.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f1dbf9ada90&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/rasm.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7fa07e419a90&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  
│ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">ConnectionError</span>                           Traceback (most recent call last)
│ │ │ │  Cell <span class="ansi-green-fg">In[2], line 1</span>
│ │ │ │  <span class="ansi-green-fg">----&gt; 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)">&#34;</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)">&#34;</span><span class="ansi-yellow-bg">)</span><span style="color: rgb(98,98,98)">.</span>load()
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">      2</span> ds
│ │ │ │ @@ -277,15 +277,15 @@
│ │ │ │  <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):
│ │ │ │  <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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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)
│ │ │ │  <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:
│ │ │ │  <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)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/rasm.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f1dbf9ada90&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/rasm.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7fa07e419a90&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  </section>
│ │ │ │  <section id="Now-for-the-heavy-lifting:">
│ │ │ │  <h2>Now for the heavy lifting:<a class="headerlink" href="#Now-for-the-heavy-lifting:" title="Link to this heading">¶</a></h2>
│ │ │ │  <p>We first have to come up with the weights, - calculate the month length for each monthly data record - calculate weights using <code class="docutils literal notranslate"><span class="pre">groupby('time.season')</span></code></p>
│ │ │ │  <p>Finally, we just need to multiply our weights by the <code class="docutils literal notranslate"><span class="pre">Dataset</span></code> and sum along the time dimension. Creating a <code class="docutils literal notranslate"><span class="pre">DataArray</span></code> for the month length is as easy as using the <code class="docutils literal notranslate"><span class="pre">days_in_month</span></code> accessor on the time coordinate. The calendar type, in this case <code class="docutils literal notranslate"><span class="pre">'noleap'</span></code>, is automatically considered in this operation.</p>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -100,15 +100,15 @@
│ │ │ │ │  File /usr/lib/python3/dist-packages/urllib3/connection.py:205, in
│ │ │ │ │  HTTPConnection._new_conn(self)
│ │ │ │ │      204 except socket.gaierror as e:
│ │ │ │ │  --> 205     raise NameResolutionError(self.host, self, e) from e
│ │ │ │ │      206 except SocketTimeout as e:
│ │ │ │ │  
│ │ │ │ │  NameResolutionError: <urllib3.connection.HTTPSConnection object at
│ │ │ │ │ -0x7f1dbf9ada90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7fa07e419a90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)
│ │ │ │ │  
│ │ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │ │  
│ │ │ │ │  MaxRetryError                             Traceback (most recent call last)
│ │ │ │ │  File /usr/lib/python3/dist-packages/requests/adapters.py:667, in
│ │ │ │ │  HTTPAdapter.send(self, request, stream, timeout, verify, cert, proxies)
│ │ │ │ │ @@ -144,15 +144,15 @@
│ │ │ │ │  --> 519     raise MaxRetryError(_pool, url, reason) from reason  # type: ignore
│ │ │ │ │  [arg-type]
│ │ │ │ │      521 log.debug("Incremented Retry for (url='%s'): %r", url, new_retry)
│ │ │ │ │  
│ │ │ │ │  MaxRetryError: 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
│ │ │ │ │ -0x7f1dbf9ada90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7fa07e419a90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │ │  
│ │ │ │ │  ConnectionError                           Traceback (most recent call last)
│ │ │ │ │  Cell In[2], line 1
│ │ │ │ │  ----> 1 ds = xr.tutorial.open_dataset("rasm").load()
│ │ │ │ │ @@ -249,15 +249,15 @@
│ │ │ │ │  --> 700     raise ConnectionError(e, request=request)
│ │ │ │ │      702 except ClosedPoolError as e:
│ │ │ │ │      703     raise ConnectionError(e, request=request)
│ │ │ │ │  
│ │ │ │ │  ConnectionError: 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
│ │ │ │ │ -0x7f1dbf9ada90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7fa07e419a90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  ********** NNooww ffoorr tthhee hheeaavvyy lliiffttiinngg::_?¶ **********
│ │ │ │ │  We first have to come up with the weights, - calculate the month length for
│ │ │ │ │  each monthly data record - calculate weights using groupby('time.season')
│ │ │ │ │  Finally, we just need to multiply our weights by the Dataset and sum along the
│ │ │ │ │  time dimension. Creating a DataArray for the month length is as easy as using
│ │ │ │ │  the days_in_month accessor on the time coordinate. The calendar type, in this
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/monthly-means.ipynb.gz
│ │ │ │ ├── monthly-means.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9985565110565111%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2025-03-27T00:38:54.232942Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2025-03-27T00:38:54.232376Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:56.236247Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:56.234584Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2025-03-27T00:38:56.243977Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2025-03-27T00:38:56.242892Z', 'iopub.status.idle': '2025-03-27T00:38:5 […]
│ │ │ │ │ │ @@ -19,18 +19,18 @@
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2018-11-28T20:51:35.958210Z",
│ │ │ │ │ │                      "start_time": "2018-11-28T20:51:35.936966Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:35.857340Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:35.857103Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:36.702299Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:36.701620Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:54.232942Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:54.232376Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:56.236247Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:56.234584Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │ @@ -50,24 +50,24 @@
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2018-11-28T20:51:36.072316Z",
│ │ │ │ │ │                      "start_time": "2018-11-28T20:51:36.016594Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:36.704971Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:36.704570Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:37.352306Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:37.351481Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:56.243977Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:56.242892Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:58.400416Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:58.397274Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "ConnectionError",
│ │ │ │ │ │ -                    "evalue": "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 0x7f1dbf9ada90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                    "evalue": "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 0x7fa07e419a90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │                      "traceback": [
│ │ │ │ │ │                          "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │                          "\u001b[0;31mgaierror\u001b[0m                                  Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ @@ -76,34 +76,34 @@
│ │ │ │ │ │                          "\u001b[0;31mNameResolutionError\u001b[0m                       Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7f1dbf9ada90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │ +                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7fa07e419a90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │                          "\nThe above exception was the direct cause of the following exception:\n",
│ │ │ │ │ │                          "\u001b[0;31mMaxRetryError\u001b[0m                             Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7f1dbf9ada90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7fa07e419a90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                          "\nDuring handling of the above exception, another exception occurred:\n",
│ │ │ │ │ │                          "\u001b[0;31mConnectionError\u001b[0m                           Traceback (most recent call last)",
│ │ │ │ │ │                          "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[43mxr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtutorial\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mrasm\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mload()\n\u001b[1;32m      2\u001b[0m ds\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/xarray/tutorial.py:167\u001b[0m, in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, engine, **kws)\u001b[0m\n\u001b[1;32m    164\u001b[0m downloader \u001b[38;5;241m=\u001b[39m pooch\u001b[38;5;241m.\u001b[39mHTTPDownloader(headers\u001b[38;5;241m=\u001b[39mheaders)\n\u001b[1;32m    166\u001b[0m \u001b[38;5;66;03m# retrieve the file\u001b[39;00m\n\u001b[0;32m--> 167\u001b[0m filepath \u001b[38;5;241m=\u001b[39m \u001b[43mpooch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mretrieve\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    168\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\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_dir\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdownloader\u001b[49m\n\u001b[1;32m    169\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    170\u001b[0m ds \u001b[38;5;241m=\u001b[39m _open_dataset(filepath, engine\u001b[38;5;241m=\u001b[39mengine, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkws)\n\u001b[1;32m    171\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m cache:\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:239\u001b[0m, in \u001b[0;36mretrieve\u001b[0;34m(url, known_hash, fname, path, processor, downloader, progressbar)\u001b[0m\n\u001b[1;32m    236\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m downloader \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    237\u001b[0m     downloader \u001b[38;5;241m=\u001b[39m choose_downloader(url, progressbar\u001b[38;5;241m=\u001b[39mprogressbar)\n\u001b[0;32m--> 239\u001b[0m \u001b[43mstream_download\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfull_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m    241\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m known_hash \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    242\u001b[0m     get_logger()\u001b[38;5;241m.\u001b[39minfo(\n\u001b[1;32m    243\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSHA256 hash of downloaded file: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    244\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUse this value as the \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mknown_hash\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m argument of \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpooch.retrieve\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    247\u001b[0m         file_hash(\u001b[38;5;28mstr\u001b[39m(full_path)),\n\u001b[1;32m    248\u001b[0m     )\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:807\u001b[0m, in \u001b[0;36mstream_download\u001b[0;34m(url, fname, known_hash, downloader, pooch, retry_if_failed)\u001b[0m\n\u001b[1;32m    803\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    804\u001b[0m     \u001b[38;5;66;03m# Stream the file to a temporary so that we can safely check its\u001b[39;00m\n\u001b[1;32m    805\u001b[0m     \u001b[38;5;66;03m# hash before overwriting the original.\u001b[39;00m\n\u001b[1;32m    806\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m temporary_file(path\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mparent)) \u001b[38;5;28;01mas\u001b[39;00m tmp:\n\u001b[0;32m--> 807\u001b[0m         \u001b[43mdownloader\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtmp\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    808\u001b[0m         hash_matches(tmp, known_hash, strict\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, source\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mname))\n\u001b[1;32m    809\u001b[0m         shutil\u001b[38;5;241m.\u001b[39mmove(tmp, \u001b[38;5;28mstr\u001b[39m(fname))\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/downloaders.py:220\u001b[0m, in \u001b[0;36mHTTPDownloader.__call__\u001b[0;34m(self, url, output_file, pooch, check_only)\u001b[0m\n\u001b[1;32m    218\u001b[0m     \u001b[38;5;66;03m# pylint: enable=consider-using-with\u001b[39;00m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 220\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mrequests\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    221\u001b[0m     response\u001b[38;5;241m.\u001b[39mraise_for_status()\n\u001b[1;32m    222\u001b[0m     content \u001b[38;5;241m=\u001b[39m response\u001b[38;5;241m.\u001b[39miter_content(chunk_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchunk_size)\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:73\u001b[0m, in \u001b[0;36mget\u001b[0;34m(url, params, **kwargs)\u001b[0m\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget\u001b[39m(url, params\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m     63\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"Sends a GET request.\u001b[39;00m\n\u001b[1;32m     64\u001b[0m \n\u001b[1;32m     65\u001b[0m \u001b[38;5;124;03m    :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     70\u001b[0m \u001b[38;5;124;03m    :rtype: requests.Response\u001b[39;00m\n\u001b[1;32m     71\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m---> 73\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mget\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[38;5;66;03m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[1;32m     56\u001b[0m \u001b[38;5;66;03m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[1;32m     57\u001b[0m \u001b[38;5;66;03m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[1;32m     58\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m sessions\u001b[38;5;241m.\u001b[39mSession() \u001b[38;5;28;01mas\u001b[39;00m session:\n\u001b[0;32m---> 59\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msession\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:589\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m    584\u001b[0m send_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m    585\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m: timeout,\n\u001b[1;32m    586\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mallow_redirects\u001b[39m\u001b[38;5;124m\"\u001b[39m: allow_redirects,\n\u001b[1;32m    587\u001b[0m }\n\u001b[1;32m    588\u001b[0m send_kwargs\u001b[38;5;241m.\u001b[39mupdate(settings)\n\u001b[0;32m--> 589\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43msend_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    591\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:703\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    700\u001b[0m start \u001b[38;5;241m=\u001b[39m preferred_clock()\n\u001b[1;32m    702\u001b[0m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43madapter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    705\u001b[0m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[1;32m    706\u001b[0m elapsed \u001b[38;5;241m=\u001b[39m preferred_clock() \u001b[38;5;241m-\u001b[39m start\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/adapters.py:700\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    696\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(e\u001b[38;5;241m.\u001b[39mreason, _SSLError):\n\u001b[1;32m    697\u001b[0m         \u001b[38;5;66;03m# This branch is for urllib3 v1.22 and later.\u001b[39;00m\n\u001b[1;32m    698\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m SSLError(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[0;32m--> 700\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[1;32m    702\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ClosedPoolError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    703\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n",
│ │ │ │ │ │ -                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7f1dbf9ada90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │ +                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7fa07e419a90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "ds = xr.tutorial.open_dataset(\"rasm\").load()\n",
│ │ │ │ │ │                  "ds"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -121,18 +121,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:37.354976Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:37.354423Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:37.367775Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:37.367244Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:58.418150Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:58.416845Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:58.453311Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:58.451964Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -154,18 +154,18 @@
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2018-11-28T20:51:36.132413Z",
│ │ │ │ │ │                      "start_time": "2018-11-28T20:51:36.073708Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:37.369871Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:37.369339Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:37.382908Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:37.382373Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:58.459602Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:58.459162Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:58.500401Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:58.496866Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'month_length' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -195,18 +195,18 @@
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2018-11-28T20:51:36.152913Z",
│ │ │ │ │ │                      "start_time": "2018-11-28T20:51:36.133997Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:37.384721Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:37.384486Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:37.395727Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:37.395209Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:58.505778Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:58.505262Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:58.541458Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:58.539831Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds_weighted' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -227,18 +227,18 @@
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2018-11-28T20:51:36.190765Z",
│ │ │ │ │ │                      "start_time": "2018-11-28T20:51:36.154416Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:37.397558Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:37.397323Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:37.409571Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:37.409041Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:58.548835Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:58.548165Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:58.599005Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:58.596328Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -261,18 +261,18 @@
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2018-11-28T20:51:40.264871Z",
│ │ │ │ │ │                      "start_time": "2018-11-28T20:51:36.192467Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:37.411396Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:37.411164Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:37.432373Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:37.431843Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:58.607392Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:58.606715Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:58.679591Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:58.677928Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds_unweighted' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -341,18 +341,18 @@
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2018-11-28T20:51:40.284898Z",
│ │ │ │ │ │                      "start_time": "2018-11-28T20:51:40.266406Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:37.434182Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:37.433951Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:37.437569Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:37.437038Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:38:58.686502Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:38:58.685925Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:38:58.699911Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:38:58.696086Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# Wrap it into a simple function\n",
│ │ │ │ │ │                  "def season_mean(ds, calendar=\"standard\"):\n",
│ │ │ │ │ │                  "    # Make a DataArray with the number of days in each month, size = len(time)\n",
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/multidimensional-coords.html
│ │ │ │ @@ -155,15 +155,15 @@
│ │ │ │  <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
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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:
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f6f9240cec0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │ +<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f4e05348ec0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │  
│ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">MaxRetryError</span>                             Traceback (most recent call last)
│ │ │ │  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>
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    666</span> <span class="ansi-bold" style="color: rgb(0,135,0)">try</span>:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │ @@ -189,15 +189,15 @@
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    844</span> retries<span style="color: rgb(98,98,98)">.</span>sleep()
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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)">&#34;</span><span style="color: rgb(175,0,0)">Incremented Retry for (url=</span><span style="color: rgb(175,0,0)">&#39;</span><span class="ansi-bold" style="color: rgb(175,95,135)">%s</span><span style="color: rgb(175,0,0)">&#39;</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)">&#34;</span>, url, new_retry)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/rasm.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f6f9240cec0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/rasm.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f4e05348ec0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  
│ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">ConnectionError</span>                           Traceback (most recent call last)
│ │ │ │  Cell <span class="ansi-green-fg">In[2], line 1</span>
│ │ │ │  <span class="ansi-green-fg">----&gt; 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)">&#34;</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)">&#34;</span><span class="ansi-yellow-bg">)</span><span style="color: rgb(98,98,98)">.</span>load()
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">      2</span> ds
│ │ │ │ @@ -276,15 +276,15 @@
│ │ │ │  <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):
│ │ │ │  <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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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)
│ │ │ │  <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:
│ │ │ │  <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)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/rasm.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f6f9240cec0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/rasm.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f4e05348ec0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <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>
│ │ │ │  <div class="nbinput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[3]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -98,15 +98,15 @@
│ │ │ │ │  File /usr/lib/python3/dist-packages/urllib3/connection.py:205, in
│ │ │ │ │  HTTPConnection._new_conn(self)
│ │ │ │ │      204 except socket.gaierror as e:
│ │ │ │ │  --> 205     raise NameResolutionError(self.host, self, e) from e
│ │ │ │ │      206 except SocketTimeout as e:
│ │ │ │ │  
│ │ │ │ │  NameResolutionError: <urllib3.connection.HTTPSConnection object at
│ │ │ │ │ -0x7f6f9240cec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f4e05348ec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)
│ │ │ │ │  
│ │ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │ │  
│ │ │ │ │  MaxRetryError                             Traceback (most recent call last)
│ │ │ │ │  File /usr/lib/python3/dist-packages/requests/adapters.py:667, in
│ │ │ │ │  HTTPAdapter.send(self, request, stream, timeout, verify, cert, proxies)
│ │ │ │ │ @@ -142,15 +142,15 @@
│ │ │ │ │  --> 519     raise MaxRetryError(_pool, url, reason) from reason  # type: ignore
│ │ │ │ │  [arg-type]
│ │ │ │ │      521 log.debug("Incremented Retry for (url='%s'): %r", url, new_retry)
│ │ │ │ │  
│ │ │ │ │  MaxRetryError: 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
│ │ │ │ │ -0x7f6f9240cec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f4e05348ec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │ │  
│ │ │ │ │  ConnectionError                           Traceback (most recent call last)
│ │ │ │ │  Cell In[2], line 1
│ │ │ │ │  ----> 1 ds = xr.tutorial.open_dataset("rasm").load()
│ │ │ │ │ @@ -247,15 +247,15 @@
│ │ │ │ │  --> 700     raise ConnectionError(e, request=request)
│ │ │ │ │      702 except ClosedPoolError as e:
│ │ │ │ │      703     raise ConnectionError(e, request=request)
│ │ │ │ │  
│ │ │ │ │  ConnectionError: 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
│ │ │ │ │ -0x7f6f9240cec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f4e05348ec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  In this example, the llooggiiccaall ccoooorrddiinnaatteess are x and y, while the pphhyyssiiccaall
│ │ │ │ │  ccoooorrddiinnaatteess are xc and yc, which represent the longitudes and latitudes of the
│ │ │ │ │  data.
│ │ │ │ │  [3]:
│ │ │ │ │  print(ds.xc.attrs)
│ │ │ │ │  print(ds.yc.attrs)
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/multidimensional-coords.ipynb.gz
│ │ │ │ ├── multidimensional-coords.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9991497747747748%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2025-03-27T00:39:02.909190Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2025-03-27T00:39:02.908559Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2025-03-27T00:39:05.382901Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2025-03-27T00:39:05.379910Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2025-03-27T00:39:05.399279Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2025-03-27T00:39:05.398273Z', 'iopub.status.idle': '2025-03-27T00:39:0 […]
│ │ │ │ │ │ @@ -16,18 +16,18 @@
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2018-11-28T20:49:56.068395Z",
│ │ │ │ │ │                      "start_time": "2018-11-28T20:49:56.035349Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:39.202183Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:39.201944Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:40.114234Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:40.113589Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:02.909190Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:02.908559Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:05.382901Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:05.379910Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │ @@ -48,24 +48,24 @@
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2018-11-28T20:50:13.629720Z",
│ │ │ │ │ │                      "start_time": "2018-11-28T20:50:13.484542Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:40.117320Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:40.116706Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:40.773539Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:40.772497Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:05.399279Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:05.398273Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:07.511503Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:07.509589Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "ConnectionError",
│ │ │ │ │ │ -                    "evalue": "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 0x7f6f9240cec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                    "evalue": "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 0x7f4e05348ec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │                      "traceback": [
│ │ │ │ │ │                          "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │                          "\u001b[0;31mgaierror\u001b[0m                                  Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ @@ -74,34 +74,34 @@
│ │ │ │ │ │                          "\u001b[0;31mNameResolutionError\u001b[0m                       Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7f6f9240cec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │ +                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7f4e05348ec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │                          "\nThe above exception was the direct cause of the following exception:\n",
│ │ │ │ │ │                          "\u001b[0;31mMaxRetryError\u001b[0m                             Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7f6f9240cec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7f4e05348ec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                          "\nDuring handling of the above exception, another exception occurred:\n",
│ │ │ │ │ │                          "\u001b[0;31mConnectionError\u001b[0m                           Traceback (most recent call last)",
│ │ │ │ │ │                          "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[43mxr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtutorial\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mrasm\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mload()\n\u001b[1;32m      2\u001b[0m ds\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/xarray/tutorial.py:167\u001b[0m, in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, engine, **kws)\u001b[0m\n\u001b[1;32m    164\u001b[0m downloader \u001b[38;5;241m=\u001b[39m pooch\u001b[38;5;241m.\u001b[39mHTTPDownloader(headers\u001b[38;5;241m=\u001b[39mheaders)\n\u001b[1;32m    166\u001b[0m \u001b[38;5;66;03m# retrieve the file\u001b[39;00m\n\u001b[0;32m--> 167\u001b[0m filepath \u001b[38;5;241m=\u001b[39m \u001b[43mpooch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mretrieve\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    168\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\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_dir\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdownloader\u001b[49m\n\u001b[1;32m    169\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    170\u001b[0m ds \u001b[38;5;241m=\u001b[39m _open_dataset(filepath, engine\u001b[38;5;241m=\u001b[39mengine, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkws)\n\u001b[1;32m    171\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m cache:\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:239\u001b[0m, in \u001b[0;36mretrieve\u001b[0;34m(url, known_hash, fname, path, processor, downloader, progressbar)\u001b[0m\n\u001b[1;32m    236\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m downloader \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    237\u001b[0m     downloader \u001b[38;5;241m=\u001b[39m choose_downloader(url, progressbar\u001b[38;5;241m=\u001b[39mprogressbar)\n\u001b[0;32m--> 239\u001b[0m \u001b[43mstream_download\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfull_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m    241\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m known_hash \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    242\u001b[0m     get_logger()\u001b[38;5;241m.\u001b[39minfo(\n\u001b[1;32m    243\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSHA256 hash of downloaded file: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    244\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUse this value as the \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mknown_hash\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m argument of \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpooch.retrieve\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    247\u001b[0m         file_hash(\u001b[38;5;28mstr\u001b[39m(full_path)),\n\u001b[1;32m    248\u001b[0m     )\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:807\u001b[0m, in \u001b[0;36mstream_download\u001b[0;34m(url, fname, known_hash, downloader, pooch, retry_if_failed)\u001b[0m\n\u001b[1;32m    803\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    804\u001b[0m     \u001b[38;5;66;03m# Stream the file to a temporary so that we can safely check its\u001b[39;00m\n\u001b[1;32m    805\u001b[0m     \u001b[38;5;66;03m# hash before overwriting the original.\u001b[39;00m\n\u001b[1;32m    806\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m temporary_file(path\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mparent)) \u001b[38;5;28;01mas\u001b[39;00m tmp:\n\u001b[0;32m--> 807\u001b[0m         \u001b[43mdownloader\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtmp\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    808\u001b[0m         hash_matches(tmp, known_hash, strict\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, source\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mname))\n\u001b[1;32m    809\u001b[0m         shutil\u001b[38;5;241m.\u001b[39mmove(tmp, \u001b[38;5;28mstr\u001b[39m(fname))\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/downloaders.py:220\u001b[0m, in \u001b[0;36mHTTPDownloader.__call__\u001b[0;34m(self, url, output_file, pooch, check_only)\u001b[0m\n\u001b[1;32m    218\u001b[0m     \u001b[38;5;66;03m# pylint: enable=consider-using-with\u001b[39;00m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 220\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mrequests\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    221\u001b[0m     response\u001b[38;5;241m.\u001b[39mraise_for_status()\n\u001b[1;32m    222\u001b[0m     content \u001b[38;5;241m=\u001b[39m response\u001b[38;5;241m.\u001b[39miter_content(chunk_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchunk_size)\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:73\u001b[0m, in \u001b[0;36mget\u001b[0;34m(url, params, **kwargs)\u001b[0m\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget\u001b[39m(url, params\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m     63\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"Sends a GET request.\u001b[39;00m\n\u001b[1;32m     64\u001b[0m \n\u001b[1;32m     65\u001b[0m \u001b[38;5;124;03m    :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     70\u001b[0m \u001b[38;5;124;03m    :rtype: requests.Response\u001b[39;00m\n\u001b[1;32m     71\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m---> 73\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mget\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[38;5;66;03m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[1;32m     56\u001b[0m \u001b[38;5;66;03m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[1;32m     57\u001b[0m \u001b[38;5;66;03m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[1;32m     58\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m sessions\u001b[38;5;241m.\u001b[39mSession() \u001b[38;5;28;01mas\u001b[39;00m session:\n\u001b[0;32m---> 59\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msession\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:589\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m    584\u001b[0m send_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m    585\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m: timeout,\n\u001b[1;32m    586\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mallow_redirects\u001b[39m\u001b[38;5;124m\"\u001b[39m: allow_redirects,\n\u001b[1;32m    587\u001b[0m }\n\u001b[1;32m    588\u001b[0m send_kwargs\u001b[38;5;241m.\u001b[39mupdate(settings)\n\u001b[0;32m--> 589\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43msend_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    591\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:703\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    700\u001b[0m start \u001b[38;5;241m=\u001b[39m preferred_clock()\n\u001b[1;32m    702\u001b[0m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43madapter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    705\u001b[0m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[1;32m    706\u001b[0m elapsed \u001b[38;5;241m=\u001b[39m preferred_clock() \u001b[38;5;241m-\u001b[39m start\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/adapters.py:700\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    696\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(e\u001b[38;5;241m.\u001b[39mreason, _SSLError):\n\u001b[1;32m    697\u001b[0m         \u001b[38;5;66;03m# This branch is for urllib3 v1.22 and later.\u001b[39;00m\n\u001b[1;32m    698\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m SSLError(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[0;32m--> 700\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[1;32m    702\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ClosedPoolError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    703\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n",
│ │ │ │ │ │ -                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7f6f9240cec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │ +                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7f4e05348ec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "ds = xr.tutorial.open_dataset(\"rasm\").load()\n",
│ │ │ │ │ │                  "ds"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -118,18 +118,18 @@
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2018-11-28T20:50:15.836061Z",
│ │ │ │ │ │                      "start_time": "2018-11-28T20:50:15.768376Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:40.776048Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:40.775801Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:40.789185Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:40.788493Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:07.522285Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:07.520997Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:07.560564Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:07.558599Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -160,18 +160,18 @@
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2018-11-28T20:50:17.928556Z",
│ │ │ │ │ │                      "start_time": "2018-11-28T20:50:17.031211Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:40.791106Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:40.790864Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:41.013663Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:41.012886Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:07.571867Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:07.568486Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:08.187269Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:08.171229Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -213,18 +213,18 @@
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2018-11-28T20:50:20.567749Z",
│ │ │ │ │ │                      "start_time": "2018-11-28T20:50:19.999393Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:41.015859Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:41.015613Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:41.029528Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:41.028994Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:08.203319Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:08.202764Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:08.251189Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:08.240325Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -252,18 +252,18 @@
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2018-11-28T20:50:31.131708Z",
│ │ │ │ │ │                      "start_time": "2018-11-28T20:50:30.444697Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:41.031476Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:41.031242Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:41.099206Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:41.098662Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:08.268824Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:08.268312Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:08.465078Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:08.463247Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -310,18 +310,18 @@
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2018-11-28T20:50:43.670463Z",
│ │ │ │ │ │                      "start_time": "2018-11-28T20:50:43.245501Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:41.101193Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:41.100944Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:41.115728Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:41.115213Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:08.481013Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:08.480368Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:08.525962Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:08.524255Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/visualization_gallery.html
│ │ │ │ @@ -152,15 +152,15 @@
│ │ │ │  <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
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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:
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f1390514ec0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │ +<span class="ansi-red-fg">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7fd57e2dcec0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │  
│ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">MaxRetryError</span>                             Traceback (most recent call last)
│ │ │ │  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>
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    666</span> <span class="ansi-bold" style="color: rgb(0,135,0)">try</span>:
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │ @@ -186,15 +186,15 @@
│ │ │ │  <span class="ansi-green-intense-fg ansi-bold">    844</span> retries<span style="color: rgb(98,98,98)">.</span>sleep()
│ │ │ │  
│ │ │ │  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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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>
│ │ │ │  <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)">&#34;</span><span style="color: rgb(175,0,0)">Incremented Retry for (url=</span><span style="color: rgb(175,0,0)">&#39;</span><span class="ansi-bold" style="color: rgb(175,95,135)">%s</span><span style="color: rgb(175,0,0)">&#39;</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)">&#34;</span>, url, new_retry)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f1390514ec0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7fd57e2dcec0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  
│ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │  
│ │ │ │  <span class="ansi-red-fg">ConnectionError</span>                           Traceback (most recent call last)
│ │ │ │  Cell <span class="ansi-green-fg">In[2], line 1</span>
│ │ │ │  <span class="ansi-green-fg">----&gt; 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)">&#34;</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)">&#34;</span><span class="ansi-yellow-bg">)</span>
│ │ │ │  
│ │ │ │ @@ -283,15 +283,15 @@
│ │ │ │  <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):
│ │ │ │  <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>
│ │ │ │  <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)
│ │ │ │  <span class="ansi-green-fg">--&gt; 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)
│ │ │ │  <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:
│ │ │ │  <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)
│ │ │ │  
│ │ │ │ -<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7f1390514ec0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │ +<span class="ansi-red-fg">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&#34;&lt;urllib3.connection.HTTPSConnection object at 0x7fd57e2dcec0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&#34;))
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <section id="Multiple-plots-and-map-projections">
│ │ │ │  <h2>Multiple plots and map projections<a class="headerlink" href="#Multiple-plots-and-map-projections" title="Link to this heading">¶</a></h2>
│ │ │ │  <p>Control the map projection parameters on multiple axes</p>
│ │ │ │  <p>This example illustrates how to plot multiple maps and control their extent and aspect ratio.</p>
│ │ │ │  <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>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -94,15 +94,15 @@
│ │ │ │ │  File /usr/lib/python3/dist-packages/urllib3/connection.py:205, in
│ │ │ │ │  HTTPConnection._new_conn(self)
│ │ │ │ │      204 except socket.gaierror as e:
│ │ │ │ │  --> 205     raise NameResolutionError(self.host, self, e) from e
│ │ │ │ │      206 except SocketTimeout as e:
│ │ │ │ │  
│ │ │ │ │  NameResolutionError: <urllib3.connection.HTTPSConnection object at
│ │ │ │ │ -0x7f1390514ec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7fd57e2dcec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)
│ │ │ │ │  
│ │ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │ │  
│ │ │ │ │  MaxRetryError                             Traceback (most recent call last)
│ │ │ │ │  File /usr/lib/python3/dist-packages/requests/adapters.py:667, in
│ │ │ │ │  HTTPAdapter.send(self, request, stream, timeout, verify, cert, proxies)
│ │ │ │ │ @@ -138,15 +138,15 @@
│ │ │ │ │  --> 519     raise MaxRetryError(_pool, url, reason) from reason  # type: ignore
│ │ │ │ │  [arg-type]
│ │ │ │ │      521 log.debug("Incremented Retry for (url='%s'): %r", url, new_retry)
│ │ │ │ │  
│ │ │ │ │  MaxRetryError: 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
│ │ │ │ │ -0x7f1390514ec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7fd57e2dcec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │ │  
│ │ │ │ │  ConnectionError                           Traceback (most recent call last)
│ │ │ │ │  Cell In[2], line 1
│ │ │ │ │  ----> 1 ds = xr.tutorial.load_dataset("air_temperature")
│ │ │ │ │ @@ -255,15 +255,15 @@
│ │ │ │ │  --> 700     raise ConnectionError(e, request=request)
│ │ │ │ │      702 except ClosedPoolError as e:
│ │ │ │ │      703     raise ConnectionError(e, request=request)
│ │ │ │ │  
│ │ │ │ │  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
│ │ │ │ │ -0x7f1390514ec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7fd57e2dcec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  ********** MMuullttiippllee pplloottss aanndd mmaapp pprroojjeeccttiioonnss_?¶ **********
│ │ │ │ │  Control the map projection parameters on multiple axes
│ │ │ │ │  This example illustrates how to plot multiple maps and control their extent and
│ │ │ │ │  aspect ratio.
│ │ │ │ │  For more details see _t_h_i_s_ _d_i_s_c_u_s_s_i_o_n on github.
│ │ │ │ │  [3]:
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/visualization_gallery.ipynb.gz
│ │ │ │ ├── visualization_gallery.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9982867324561404%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2025-03-27T00:39:18.700987Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2025-03-27T00:39:18.700414Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2025-03-27T00:39:22.309029Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2025-03-27T00:39:22.307362Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2025-03-27T00:39:22.329441Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2025-03-27T00:39:22.327335Z', 'iopub.status.idle': '2025-03-27T00:39:2 […]
│ │ │ │ │ │ @@ -10,18 +10,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:43.054880Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:43.054628Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:43.921702Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:43.921022Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:18.700987Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:18.700414Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:22.309029Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:22.307362Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import cartopy.crs as ccrs\n",
│ │ │ │ │ │                  "import matplotlib.pyplot as plt\n",
│ │ │ │ │ │                  "import xarray as xr\n",
│ │ │ │ │ │ @@ -37,24 +37,24 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:43.924712Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:43.923969Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:44.571665Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:44.570824Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:22.329441Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:22.327335Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:24.812632Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:24.810276Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "ConnectionError",
│ │ │ │ │ │ -                    "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 0x7f1390514ec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                    "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 0x7fd57e2dcec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │                      "traceback": [
│ │ │ │ │ │                          "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
│ │ │ │ │ │                          "\u001b[0;31mgaierror\u001b[0m                                  Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ @@ -63,35 +63,35 @@
│ │ │ │ │ │                          "\u001b[0;31mNameResolutionError\u001b[0m                       Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7f1390514ec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │ +                        "\u001b[0;31mNameResolutionError\u001b[0m: <urllib3.connection.HTTPSConnection object at 0x7fd57e2dcec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)",
│ │ │ │ │ │                          "\nThe above exception was the direct cause of the following exception:\n",
│ │ │ │ │ │                          "\u001b[0;31mMaxRetryError\u001b[0m                             Traceback (most recent call last)",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │                          "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",
│ │ │ │ │ │ -                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7f1390514ec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │ +                        "\u001b[0;31mMaxRetryError\u001b[0m: 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 0x7fd57e2dcec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))",
│ │ │ │ │ │                          "\nDuring handling of the above exception, another exception occurred:\n",
│ │ │ │ │ │                          "\u001b[0;31mConnectionError\u001b[0m                           Traceback (most recent call last)",
│ │ │ │ │ │                          "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[43mxr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtutorial\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mair_temperature\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/xarray/tutorial.py:215\u001b[0m, in \u001b[0;36mload_dataset\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    178\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mload_dataset\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Dataset:\n\u001b[1;32m    179\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    180\u001b[0m \u001b[38;5;124;03m    Open, load into memory, and close a dataset from the online repository\u001b[39;00m\n\u001b[1;32m    181\u001b[0m \u001b[38;5;124;03m    (requires internet).\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    213\u001b[0m \u001b[38;5;124;03m    load_dataset\u001b[39;00m\n\u001b[1;32m    214\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 215\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[43mopen_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m ds:\n\u001b[1;32m    216\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m ds\u001b[38;5;241m.\u001b[39mload()\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/xarray/tutorial.py:167\u001b[0m, in \u001b[0;36mopen_dataset\u001b[0;34m(name, cache, cache_dir, engine, **kws)\u001b[0m\n\u001b[1;32m    164\u001b[0m downloader \u001b[38;5;241m=\u001b[39m pooch\u001b[38;5;241m.\u001b[39mHTTPDownloader(headers\u001b[38;5;241m=\u001b[39mheaders)\n\u001b[1;32m    166\u001b[0m \u001b[38;5;66;03m# retrieve the file\u001b[39;00m\n\u001b[0;32m--> 167\u001b[0m filepath \u001b[38;5;241m=\u001b[39m \u001b[43mpooch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mretrieve\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    168\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\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_dir\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdownloader\u001b[49m\n\u001b[1;32m    169\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    170\u001b[0m ds \u001b[38;5;241m=\u001b[39m _open_dataset(filepath, engine\u001b[38;5;241m=\u001b[39mengine, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkws)\n\u001b[1;32m    171\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m cache:\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:239\u001b[0m, in \u001b[0;36mretrieve\u001b[0;34m(url, known_hash, fname, path, processor, downloader, progressbar)\u001b[0m\n\u001b[1;32m    236\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m downloader \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    237\u001b[0m     downloader \u001b[38;5;241m=\u001b[39m choose_downloader(url, progressbar\u001b[38;5;241m=\u001b[39mprogressbar)\n\u001b[0;32m--> 239\u001b[0m \u001b[43mstream_download\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfull_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mknown_hash\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdownloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m    241\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m known_hash \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    242\u001b[0m     get_logger()\u001b[38;5;241m.\u001b[39minfo(\n\u001b[1;32m    243\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSHA256 hash of downloaded file: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    244\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUse this value as the \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mknown_hash\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m argument of \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpooch.retrieve\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    247\u001b[0m         file_hash(\u001b[38;5;28mstr\u001b[39m(full_path)),\n\u001b[1;32m    248\u001b[0m     )\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/core.py:807\u001b[0m, in \u001b[0;36mstream_download\u001b[0;34m(url, fname, known_hash, downloader, pooch, retry_if_failed)\u001b[0m\n\u001b[1;32m    803\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    804\u001b[0m     \u001b[38;5;66;03m# Stream the file to a temporary so that we can safely check its\u001b[39;00m\n\u001b[1;32m    805\u001b[0m     \u001b[38;5;66;03m# hash before overwriting the original.\u001b[39;00m\n\u001b[1;32m    806\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m temporary_file(path\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mparent)) \u001b[38;5;28;01mas\u001b[39;00m tmp:\n\u001b[0;32m--> 807\u001b[0m         \u001b[43mdownloader\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtmp\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpooch\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    808\u001b[0m         hash_matches(tmp, known_hash, strict\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, source\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mstr\u001b[39m(fname\u001b[38;5;241m.\u001b[39mname))\n\u001b[1;32m    809\u001b[0m         shutil\u001b[38;5;241m.\u001b[39mmove(tmp, \u001b[38;5;28mstr\u001b[39m(fname))\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/pooch/downloaders.py:220\u001b[0m, in \u001b[0;36mHTTPDownloader.__call__\u001b[0;34m(self, url, output_file, pooch, check_only)\u001b[0m\n\u001b[1;32m    218\u001b[0m     \u001b[38;5;66;03m# pylint: enable=consider-using-with\u001b[39;00m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 220\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mrequests\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    221\u001b[0m     response\u001b[38;5;241m.\u001b[39mraise_for_status()\n\u001b[1;32m    222\u001b[0m     content \u001b[38;5;241m=\u001b[39m response\u001b[38;5;241m.\u001b[39miter_content(chunk_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchunk_size)\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:73\u001b[0m, in \u001b[0;36mget\u001b[0;34m(url, params, **kwargs)\u001b[0m\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget\u001b[39m(url, params\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m     63\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"Sends a GET request.\u001b[39;00m\n\u001b[1;32m     64\u001b[0m \n\u001b[1;32m     65\u001b[0m \u001b[38;5;124;03m    :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     70\u001b[0m \u001b[38;5;124;03m    :rtype: requests.Response\u001b[39;00m\n\u001b[1;32m     71\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m---> 73\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mget\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[38;5;66;03m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[1;32m     56\u001b[0m \u001b[38;5;66;03m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[1;32m     57\u001b[0m \u001b[38;5;66;03m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[1;32m     58\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m sessions\u001b[38;5;241m.\u001b[39mSession() \u001b[38;5;28;01mas\u001b[39;00m session:\n\u001b[0;32m---> 59\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msession\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:589\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m    584\u001b[0m send_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m    585\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m: timeout,\n\u001b[1;32m    586\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mallow_redirects\u001b[39m\u001b[38;5;124m\"\u001b[39m: allow_redirects,\n\u001b[1;32m    587\u001b[0m }\n\u001b[1;32m    588\u001b[0m send_kwargs\u001b[38;5;241m.\u001b[39mupdate(settings)\n\u001b[0;32m--> 589\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43msend_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    591\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/sessions.py:703\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    700\u001b[0m start \u001b[38;5;241m=\u001b[39m preferred_clock()\n\u001b[1;32m    702\u001b[0m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43madapter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    705\u001b[0m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[1;32m    706\u001b[0m elapsed \u001b[38;5;241m=\u001b[39m preferred_clock() \u001b[38;5;241m-\u001b[39m start\n",
│ │ │ │ │ │                          "File \u001b[0;32m/usr/lib/python3/dist-packages/requests/adapters.py:700\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    696\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(e\u001b[38;5;241m.\u001b[39mreason, _SSLError):\n\u001b[1;32m    697\u001b[0m         \u001b[38;5;66;03m# This branch is for urllib3 v1.22 and later.\u001b[39;00m\n\u001b[1;32m    698\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m SSLError(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[0;32m--> 700\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n\u001b[1;32m    702\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ClosedPoolError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    703\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mConnectionError\u001b[39;00m(e, request\u001b[38;5;241m=\u001b[39mrequest)\n",
│ │ │ │ │ │ -                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7f1390514ec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │ +                        "\u001b[0;31mConnectionError\u001b[0m: 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 0x7fd57e2dcec0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure in name resolution)\"))"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "ds = xr.tutorial.load_dataset(\"air_temperature\")"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -110,18 +110,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:44.574145Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:44.573905Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:44.594711Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:44.594169Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:24.829244Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:24.828587Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:24.901826Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:24.900397Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -163,18 +163,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:44.596624Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:44.596392Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:44.613411Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:44.612875Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:24.928612Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:24.925404Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:25.001865Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:24.999251Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -227,18 +227,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:44.615327Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:44.615098Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:44.630420Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:44.629885Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:25.025082Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:25.024528Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:25.140886Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:25.139256Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ │ │ │ @@ -283,18 +283,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:44.632429Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:44.632194Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:44.647712Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:44.646989Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:25.161259Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:25.160631Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:25.264949Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:25.263227Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "ename": "NameError",
│ │ │ │ │ │                      "evalue": "name 'ds' is not defined",
│ │ │ │ │ │                      "output_type": "error",
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/weather-data.html
│ │ │ │ @@ -470,37 +470,37 @@
│ │ │ │  </style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 41kB
│ │ │ │  Dimensions:   (time: 731, location: 3)
│ │ │ │  Coordinates:
│ │ │ │    * time      (time) datetime64[ns] 6kB 2000-01-01 2000-01-02 ... 2001-12-31
│ │ │ │    * location  (location) &lt;U2 24B &#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;
│ │ │ │  Data variables:
│ │ │ │      tmin      (time, location) float64 18kB -8.037 -1.788 ... -1.346 -4.544
│ │ │ │ -    tmax      (time, location) float64 18kB 12.98 3.31 6.779 ... 3.343 3.805</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-725e2b04-85ac-4dd8-907c-de1f81963266' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-725e2b04-85ac-4dd8-907c-de1f81963266' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 731</li><li><span class='xr-has-index'>location</span>: 3</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-19f96e96-0bee-4c1e-a6b5-6e29c8b5f501' class='xr-section-summary-in' type='checkbox'  checked><label for='section-19f96e96-0bee-4c1e-a6b5-6e29c8b5f501' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2000-01-01 ... 2001-12-31</div><input id='attrs-ad990da2-59a6-491d-bc60-9c4bedd5d3e4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ad990da2-59a6-491d-bc60-9c4bedd5d3e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a76cdd0-205c-4fe8-b898-3188c5b7d2e9' class='xr-var-data-in' type='checkbox'><label for='data-1a76cdd0-205c-4fe8-b898-3188c5b7d2e9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;, &#x27;2000-01-02T00:00:00.000000000&#x27;,
│ │ │ │ +    tmax      (time, location) float64 18kB 12.98 3.31 6.779 ... 3.343 3.805</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-c7032464-5138-4735-bbad-b2d7fc471503' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c7032464-5138-4735-bbad-b2d7fc471503' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 731</li><li><span class='xr-has-index'>location</span>: 3</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5b3a11d0-f266-4a95-992f-ff7150fa46a2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5b3a11d0-f266-4a95-992f-ff7150fa46a2' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2000-01-01 ... 2001-12-31</div><input id='attrs-be35cd98-bc14-4a97-88a5-ea2a28684b41' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-be35cd98-bc14-4a97-88a5-ea2a28684b41' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97fa0fff-156d-4184-9aae-8505c6cb5f7a' class='xr-var-data-in' type='checkbox'><label for='data-97fa0fff-156d-4184-9aae-8505c6cb5f7a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;, &#x27;2000-01-02T00:00:00.000000000&#x27;,
│ │ │ │         &#x27;2000-01-03T00:00:00.000000000&#x27;, ..., &#x27;2001-12-29T00:00:00.000000000&#x27;,
│ │ │ │         &#x27;2001-12-30T00:00:00.000000000&#x27;, &#x27;2001-12-31T00:00:00.000000000&#x27;],
│ │ │ │ -      shape=(731,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>location</span></div><div class='xr-var-dims'>(location)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;</div><input id='attrs-4b1e6df6-ef48-4293-b1a0-e4cbc9c27c70' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4b1e6df6-ef48-4293-b1a0-e4cbc9c27c70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8be5fc7-2670-43e3-852a-f99043445828' class='xr-var-data-in' type='checkbox'><label for='data-c8be5fc7-2670-43e3-852a-f99043445828' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d65be97b-eefa-4966-bf14-b581db4266bc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d65be97b-eefa-4966-bf14-b581db4266bc' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tmin</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-8.037 -1.788 ... -1.346 -4.544</div><input id='attrs-a21c55ea-ca08-4c2e-97ab-7403f97b908e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a21c55ea-ca08-4c2e-97ab-7403f97b908e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c942c0e4-5093-4da8-815c-3a4fa72661f8' class='xr-var-data-in' type='checkbox'><label for='data-c942c0e4-5093-4da8-815c-3a4fa72661f8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -8.03736932,  -1.78844117,  -3.93154201],
│ │ │ │ +      shape=(731,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>location</span></div><div class='xr-var-dims'>(location)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;</div><input id='attrs-ea06a0fa-f371-4bb9-b204-1f3b30484f5f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ea06a0fa-f371-4bb9-b204-1f3b30484f5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d1a43dc-42bd-4037-91a4-c981e80c29fc' class='xr-var-data-in' type='checkbox'><label for='data-6d1a43dc-42bd-4037-91a4-c981e80c29fc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-22f180a5-de16-4bc4-b996-d6bba03ffc8a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-22f180a5-de16-4bc4-b996-d6bba03ffc8a' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tmin</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-8.037 -1.788 ... -1.346 -4.544</div><input id='attrs-81efb99b-ce0a-4cec-b4cf-d845fb7c15a3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-81efb99b-ce0a-4cec-b4cf-d845fb7c15a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-536da65a-efc4-4ce2-91a1-835c727462ea' class='xr-var-data-in' type='checkbox'><label for='data-536da65a-efc4-4ce2-91a1-835c727462ea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -8.03736932,  -1.78844117,  -3.93154201],
│ │ │ │         [ -9.34115662,  -6.55807323,   0.13203714],
│ │ │ │         [-12.13971902,  -6.14641918,  -1.06187252],
│ │ │ │         ...,
│ │ │ │         [ -5.34723825, -13.37459826,  -4.93221199],
│ │ │ │         [ -2.67283594,  -5.18072141,  -4.11567869],
│ │ │ │ -       [  2.06327582,  -1.34576404,  -4.54392729]], shape=(731, 3))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tmax</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>12.98 3.31 6.779 ... 3.343 3.805</div><input id='attrs-290a3f47-8526-47af-8c44-f362dd28b7a6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-290a3f47-8526-47af-8c44-f362dd28b7a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22f9bbac-b0c9-48a7-83d9-b4545dc21982' class='xr-var-data-in' type='checkbox'><label for='data-22f9bbac-b0c9-48a7-83d9-b4545dc21982' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[12.98054898,  3.31040942,  6.77855382],
│ │ │ │ +       [  2.06327582,  -1.34576404,  -4.54392729]], shape=(731, 3))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tmax</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>12.98 3.31 6.779 ... 3.343 3.805</div><input id='attrs-e95c388f-0aa2-4bb9-9f1e-0e681f2f63de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e95c388f-0aa2-4bb9-9f1e-0e681f2f63de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f487da78-7dbd-4208-9295-da8ccce1fac2' class='xr-var-data-in' type='checkbox'><label for='data-f487da78-7dbd-4208-9295-da8ccce1fac2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[12.98054898,  3.31040942,  6.77855382],
│ │ │ │         [ 0.44785582,  6.37271154,  4.8434966 ],
│ │ │ │         [ 5.32269851,  6.25176289,  5.98033045],
│ │ │ │         ...,
│ │ │ │         [ 6.73078492,  7.74795302,  8.04569651],
│ │ │ │         [ 6.46376911,  6.31695352,  1.55799171],
│ │ │ │ -       [ 6.63593435,  3.34271537,  3.80527925]], shape=(731, 3))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e08a873e-d501-49a2-b769-e4cbe1f5fad6' class='xr-section-summary-in' type='checkbox'  ><label for='section-e08a873e-d501-49a2-b769-e4cbe1f5fad6' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-93fad07b-7d3a-4648-a01c-5c65be6aec7a' class='xr-index-data-in' type='checkbox'/><label for='index-93fad07b-7d3a-4648-a01c-5c65be6aec7a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2000-01-01&#x27;, &#x27;2000-01-02&#x27;, &#x27;2000-01-03&#x27;, &#x27;2000-01-04&#x27;,
│ │ │ │ +       [ 6.63593435,  3.34271537,  3.80527925]], shape=(731, 3))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d6e2e2be-443b-4911-b454-07b120479b9a' class='xr-section-summary-in' type='checkbox'  ><label for='section-d6e2e2be-443b-4911-b454-07b120479b9a' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-4ad13490-fe29-4213-ac8c-683b15ed887d' class='xr-index-data-in' type='checkbox'/><label for='index-4ad13490-fe29-4213-ac8c-683b15ed887d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2000-01-01&#x27;, &#x27;2000-01-02&#x27;, &#x27;2000-01-03&#x27;, &#x27;2000-01-04&#x27;,
│ │ │ │                 &#x27;2000-01-05&#x27;, &#x27;2000-01-06&#x27;, &#x27;2000-01-07&#x27;, &#x27;2000-01-08&#x27;,
│ │ │ │                 &#x27;2000-01-09&#x27;, &#x27;2000-01-10&#x27;,
│ │ │ │                 ...
│ │ │ │                 &#x27;2001-12-22&#x27;, &#x27;2001-12-23&#x27;, &#x27;2001-12-24&#x27;, &#x27;2001-12-25&#x27;,
│ │ │ │                 &#x27;2001-12-26&#x27;, &#x27;2001-12-27&#x27;, &#x27;2001-12-28&#x27;, &#x27;2001-12-29&#x27;,
│ │ │ │                 &#x27;2001-12-30&#x27;, &#x27;2001-12-31&#x27;],
│ │ │ │ -              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=731, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>location</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-5cdc8fed-9e1b-46f2-b182-79de672d6d88' class='xr-index-data-in' type='checkbox'/><label for='index-5cdc8fed-9e1b-46f2-b182-79de672d6d88' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;object&#x27;, name=&#x27;location&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d89dfbd7-5eac-41a7-8ec7-0891873deb60' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d89dfbd7-5eac-41a7-8ec7-0891873deb60' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
│ │ │ │ +              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=731, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>location</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-3d9b2766-a679-4d6e-b526-b0564380ef2b' class='xr-index-data-in' type='checkbox'/><label for='index-3d9b2766-a679-4d6e-b526-b0564380ef2b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;object&#x27;, name=&#x27;location&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1f439afb-1aad-49df-af0a-38aba8cba89b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1f439afb-1aad-49df-af0a-38aba8cba89b' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
│ │ │ │  </div>
│ │ │ │  <section id="Examine-a-dataset-with-pandas-and-seaborn">
│ │ │ │  <h2>Examine a dataset with pandas and seaborn<a class="headerlink" href="#Examine-a-dataset-with-pandas-and-seaborn" title="Link to this heading">¶</a></h2>
│ │ │ │  <section id="Convert-to-a-pandas-DataFrame">
│ │ │ │  <h3>Convert to a pandas DataFrame<a class="headerlink" href="#Convert-to-a-pandas-DataFrame" title="Link to this heading">¶</a></h3>
│ │ │ │  <div class="nbinput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[2]:
│ │ │ │ @@ -697,15 +697,15 @@
│ │ │ │  </div>
│ │ │ │  <div class="nboutput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[5]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -&lt;seaborn.axisgrid.PairGrid at 0x7f42be162ba0&gt;
│ │ │ │ +&lt;seaborn.axisgrid.PairGrid at 0x7f490de7aba0&gt;
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │  <img alt="../_images/examples_weather-data_9_1.png" src="../_images/examples_weather-data_9_1.png" />
│ │ │ │ @@ -1110,26 +1110,26 @@
│ │ │ │         [0.        , 0.        , 0.        ],
│ │ │ │         [0.        , 0.        , 0.        ],
│ │ │ │         [0.        , 0.01612903, 0.        ],
│ │ │ │         [0.33333333, 0.35      , 0.23333333],
│ │ │ │         [0.93548387, 0.85483871, 0.82258065]])
│ │ │ │  Coordinates:
│ │ │ │    * location  (location) &lt;U2 24B &#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;
│ │ │ │ -  * month     (month) int64 96B 1 2 3 4 5 6 7 8 9 10 11 12</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tmin'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>month</span>: 12</li><li><span class='xr-has-index'>location</span>: 3</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-ff72f480-d09f-4086-a82a-27167552256d' class='xr-array-in' type='checkbox' checked><label for='section-ff72f480-d09f-4086-a82a-27167552256d' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.9516 0.8871 0.9355 0.8421 0.7193 ... 0.2333 0.9355 0.8548 0.8226</span></div><div class='xr-array-data'><pre>array([[0.9516129 , 0.88709677, 0.93548387],
│ │ │ │ +  * month     (month) int64 96B 1 2 3 4 5 6 7 8 9 10 11 12</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tmin'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>month</span>: 12</li><li><span class='xr-has-index'>location</span>: 3</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-16adefea-9976-4341-b47b-a56c7fa76bdd' class='xr-array-in' type='checkbox' checked><label for='section-16adefea-9976-4341-b47b-a56c7fa76bdd' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.9516 0.8871 0.9355 0.8421 0.7193 ... 0.2333 0.9355 0.8548 0.8226</span></div><div class='xr-array-data'><pre>array([[0.9516129 , 0.88709677, 0.93548387],
│ │ │ │         [0.84210526, 0.71929825, 0.77192982],
│ │ │ │         [0.24193548, 0.12903226, 0.16129032],
│ │ │ │         [0.        , 0.        , 0.        ],
│ │ │ │         [0.        , 0.        , 0.        ],
│ │ │ │         [0.        , 0.        , 0.        ],
│ │ │ │         [0.        , 0.        , 0.        ],
│ │ │ │         [0.        , 0.        , 0.        ],
│ │ │ │         [0.        , 0.        , 0.        ],
│ │ │ │         [0.        , 0.01612903, 0.        ],
│ │ │ │         [0.33333333, 0.35      , 0.23333333],
│ │ │ │ -       [0.93548387, 0.85483871, 0.82258065]])</pre></div></div></li><li class='xr-section-item'><input id='section-c2b74e2c-37c1-4aa3-9701-46632e974d05' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c2b74e2c-37c1-4aa3-9701-46632e974d05' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>location</span></div><div class='xr-var-dims'>(location)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;</div><input id='attrs-4b355a80-5c32-4f8a-aced-b5a434e39787' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4b355a80-5c32-4f8a-aced-b5a434e39787' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b38dd519-d321-4aaf-92d4-d2f9c4ac99fb' class='xr-var-data-in' type='checkbox'><label for='data-b38dd519-d321-4aaf-92d4-d2f9c4ac99fb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-2af0d0b5-7e5f-45d4-ad80-387c6900a8d5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2af0d0b5-7e5f-45d4-ad80-387c6900a8d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-319b8d80-8477-48e3-b865-728d854aa29c' class='xr-var-data-in' type='checkbox'><label for='data-319b8d80-8477-48e3-b865-728d854aa29c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a99a8f29-13c2-417f-a021-0345194c4f29' class='xr-section-summary-in' type='checkbox'  ><label for='section-a99a8f29-13c2-417f-a021-0345194c4f29' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>location</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-656dce74-f3ae-484e-bb23-d1f21d92f803' class='xr-index-data-in' type='checkbox'/><label for='index-656dce74-f3ae-484e-bb23-d1f21d92f803' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;object&#x27;, name=&#x27;location&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>month</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-cfc02cdf-62e5-4499-aa89-28c51351576b' class='xr-index-data-in' type='checkbox'/><label for='index-cfc02cdf-62e5-4499-aa89-28c51351576b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], dtype=&#x27;int64&#x27;, name=&#x27;month&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a8e4369a-02b8-43d8-90e2-d98994663f92' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a8e4369a-02b8-43d8-90e2-d98994663f92' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
│ │ │ │ +       [0.93548387, 0.85483871, 0.82258065]])</pre></div></div></li><li class='xr-section-item'><input id='section-893fd3e4-6a21-44cc-a6ff-5b7c1d17dec3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-893fd3e4-6a21-44cc-a6ff-5b7c1d17dec3' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>location</span></div><div class='xr-var-dims'>(location)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;</div><input id='attrs-fa3a4eb6-5f6e-4d12-975c-e0c0278b9f3f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa3a4eb6-5f6e-4d12-975c-e0c0278b9f3f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8240d818-ac70-43b1-a809-11df55ad64d1' class='xr-var-data-in' type='checkbox'><label for='data-8240d818-ac70-43b1-a809-11df55ad64d1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-e57b5466-9b43-4ca3-a2b7-93b1fa6a3c48' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e57b5466-9b43-4ca3-a2b7-93b1fa6a3c48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9efa183-a46b-491e-b1d4-4fc131caa2fd' class='xr-var-data-in' type='checkbox'><label for='data-f9efa183-a46b-491e-b1d4-4fc131caa2fd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-87090b21-470d-487d-968f-bee85a9e5f5b' class='xr-section-summary-in' type='checkbox'  ><label for='section-87090b21-470d-487d-968f-bee85a9e5f5b' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>location</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-765984ce-22e5-4b6c-9aab-a3a8dc9c774e' class='xr-index-data-in' type='checkbox'/><label for='index-765984ce-22e5-4b6c-9aab-a3a8dc9c774e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;object&#x27;, name=&#x27;location&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>month</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-e4e0af04-359d-49df-809e-b0f1eba813c5' class='xr-index-data-in' type='checkbox'/><label for='index-e4e0af04-359d-49df-809e-b0f1eba813c5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], dtype=&#x27;int64&#x27;, name=&#x27;month&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fed73f1e-c43b-4496-8e06-ea73210c6a48' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fed73f1e-c43b-4496-8e06-ea73210c6a48' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nbinput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">freeze</span><span class="o">.</span><span class="n">to_pandas</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
│ │ │ │  </pre></div>
│ │ │ │ @@ -1642,18 +1642,18 @@
│ │ │ │  Dimensions:       (time: 731, location: 3)
│ │ │ │  Coordinates:
│ │ │ │    * time          (time) datetime64[ns] 6kB 2000-01-01 2000-01-02 ... 2001-12-31
│ │ │ │    * location      (location) &lt;U2 24B &#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;
│ │ │ │      month         (time) int64 6kB 1 1 1 1 1 1 1 1 1 ... 12 12 12 12 12 12 12 12
│ │ │ │  Data variables:
│ │ │ │      some_missing  (time, location) float64 18kB nan nan nan ... -1.346 -4.544
│ │ │ │ -    filled        (time, location) float64 18kB -5.163 -4.216 ... -1.346 -4.544</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-8bd8cb07-9d31-4826-9a5b-d4da06a232b3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8bd8cb07-9d31-4826-9a5b-d4da06a232b3' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 731</li><li><span class='xr-has-index'>location</span>: 3</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-645d9a80-985e-4084-b95f-428585011a5c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-645d9a80-985e-4084-b95f-428585011a5c' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2000-01-01 ... 2001-12-31</div><input id='attrs-2c69d68c-8963-497e-9a8d-f6783e9613f1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2c69d68c-8963-497e-9a8d-f6783e9613f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3c7af68-2ea8-4882-acf4-c54739d496ad' class='xr-var-data-in' type='checkbox'><label for='data-a3c7af68-2ea8-4882-acf4-c54739d496ad' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;, &#x27;2000-01-02T00:00:00.000000000&#x27;,
│ │ │ │ +    filled        (time, location) float64 18kB -5.163 -4.216 ... -1.346 -4.544</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-a6aebd05-f104-42c5-8b0d-1f4a5fbddb88' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a6aebd05-f104-42c5-8b0d-1f4a5fbddb88' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 731</li><li><span class='xr-has-index'>location</span>: 3</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5160c473-4d29-4cbb-86b5-22dbe5ac6748' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5160c473-4d29-4cbb-86b5-22dbe5ac6748' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2000-01-01 ... 2001-12-31</div><input id='attrs-15c622e6-dc8b-41a3-b105-7558e14ce8a2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-15c622e6-dc8b-41a3-b105-7558e14ce8a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50ed2f79-6c10-4116-8fd2-6a4542774e68' class='xr-var-data-in' type='checkbox'><label for='data-50ed2f79-6c10-4116-8fd2-6a4542774e68' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;, &#x27;2000-01-02T00:00:00.000000000&#x27;,
│ │ │ │         &#x27;2000-01-03T00:00:00.000000000&#x27;, ..., &#x27;2001-12-29T00:00:00.000000000&#x27;,
│ │ │ │         &#x27;2001-12-30T00:00:00.000000000&#x27;, &#x27;2001-12-31T00:00:00.000000000&#x27;],
│ │ │ │ -      shape=(731,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>location</span></div><div class='xr-var-dims'>(location)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;</div><input id='attrs-fa124c57-de27-47da-b797-c2be108605ac' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa124c57-de27-47da-b797-c2be108605ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0b0897a-7d37-41a4-b722-0660e9a1192c' class='xr-var-data-in' type='checkbox'><label for='data-e0b0897a-7d37-41a4-b722-0660e9a1192c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 ... 12 12 12 12 12 12</div><input id='attrs-0fe6dcd7-e2f7-4538-b04d-f9147d446963' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0fe6dcd7-e2f7-4538-b04d-f9147d446963' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b105d739-1943-4302-b3fd-3fe7fde93c2d' class='xr-var-data-in' type='checkbox'><label for='data-b105d739-1943-4302-b3fd-3fe7fde93c2d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,
│ │ │ │ +      shape=(731,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>location</span></div><div class='xr-var-dims'>(location)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;</div><input id='attrs-65cc89d7-17ba-42a7-9e88-4bb0c6081ba1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-65cc89d7-17ba-42a7-9e88-4bb0c6081ba1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64070f7d-c2ca-4235-b860-ebd5783691d2' class='xr-var-data-in' type='checkbox'><label for='data-64070f7d-c2ca-4235-b860-ebd5783691d2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 ... 12 12 12 12 12 12</div><input id='attrs-a9206668-bc56-4cc6-8984-0ccbf82a079a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a9206668-bc56-4cc6-8984-0ccbf82a079a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29d64333-3647-4e67-bf0c-61a46defdb41' class='xr-var-data-in' type='checkbox'><label for='data-29d64333-3647-4e67-bf0c-61a46defdb41' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,
│ │ │ │          1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  2,  2,  2,
│ │ │ │          2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,
│ │ │ │          2,  2,  2,  2,  2,  2,  2,  2,  2,  3,  3,  3,  3,  3,  3,  3,  3,
│ │ │ │          3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,
│ │ │ │          3,  3,  3,  3,  3,  3,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,
│ │ │ │          4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,
│ │ │ │          4,  4,  5,  5,  5,  5,  5,  5,  5,  5,  5,  5,  5,  5,  5,  5,  5,
│ │ │ │ @@ -1685,34 +1685,34 @@
│ │ │ │          8,  8,  8,  8,  8,  8,  8,  8,  8,  8,  8,  8,  8,  8,  9,  9,  9,
│ │ │ │          9,  9,  9,  9,  9,  9,  9,  9,  9,  9,  9,  9,  9,  9,  9,  9,  9,
│ │ │ │          9,  9,  9,  9,  9,  9,  9,  9,  9,  9, 10, 10, 10, 10, 10, 10, 10,
│ │ │ │         10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10,
│ │ │ │         10, 10, 10, 10, 10, 10, 10, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11,
│ │ │ │         11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11,
│ │ │ │         11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12,
│ │ │ │ -       12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f13185af-b806-4162-ac72-b039f248e080' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f13185af-b806-4162-ac72-b039f248e080' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>some_missing</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan ... 2.063 -1.346 -4.544</div><input id='attrs-31e5619b-5b6f-45da-85f0-879d4899d680' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-31e5619b-5b6f-45da-85f0-879d4899d680' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8677a26-2dc6-4fb3-9c52-50b63e32f2cf' class='xr-var-data-in' type='checkbox'><label for='data-f8677a26-2dc6-4fb3-9c52-50b63e32f2cf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[         nan,          nan,          nan],
│ │ │ │ +       12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d13357d2-16f9-4ed9-9930-2891dd45079f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d13357d2-16f9-4ed9-9930-2891dd45079f' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>some_missing</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan ... 2.063 -1.346 -4.544</div><input id='attrs-62eda22f-528c-4815-aec7-880db44bb116' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-62eda22f-528c-4815-aec7-880db44bb116' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcf00b09-6d44-425b-9a0f-92ea0c205fcb' class='xr-var-data-in' type='checkbox'><label for='data-fcf00b09-6d44-425b-9a0f-92ea0c205fcb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[         nan,          nan,          nan],
│ │ │ │         [         nan,          nan,          nan],
│ │ │ │         [         nan,          nan,          nan],
│ │ │ │         ...,
│ │ │ │         [ -5.34723825, -13.37459826,  -4.93221199],
│ │ │ │         [ -2.67283594,  -5.18072141,  -4.11567869],
│ │ │ │ -       [  2.06327582,  -1.34576404,  -4.54392729]], shape=(731, 3))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>filled</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-5.163 -4.216 ... -1.346 -4.544</div><input id='attrs-44db9532-744d-407b-b159-85a8165026ca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-44db9532-744d-407b-b159-85a8165026ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa06e84b-8868-46c4-b13a-f34b31eb023f' class='xr-var-data-in' type='checkbox'><label for='data-aa06e84b-8868-46c4-b13a-f34b31eb023f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -5.16274935,  -4.21616663,  -4.68137385],
│ │ │ │ +       [  2.06327582,  -1.34576404,  -4.54392729]], shape=(731, 3))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>filled</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-5.163 -4.216 ... -1.346 -4.544</div><input id='attrs-e7b841ba-5cde-44e9-bd08-1dfdba98bc20' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e7b841ba-5cde-44e9-bd08-1dfdba98bc20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4502e5da-8884-42af-9adf-9124db0c1bab' class='xr-var-data-in' type='checkbox'><label for='data-4502e5da-8884-42af-9adf-9124db0c1bab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -5.16274935,  -4.21616663,  -4.68137385],
│ │ │ │         [ -5.16274935,  -4.21616663,  -4.68137385],
│ │ │ │         [ -5.16274935,  -4.21616663,  -4.68137385],
│ │ │ │         ...,
│ │ │ │         [ -5.34723825, -13.37459826,  -4.93221199],
│ │ │ │         [ -2.67283594,  -5.18072141,  -4.11567869],
│ │ │ │ -       [  2.06327582,  -1.34576404,  -4.54392729]], shape=(731, 3))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3b35ef8d-c9fb-466f-a187-0a40cfd5bc78' class='xr-section-summary-in' type='checkbox'  ><label for='section-3b35ef8d-c9fb-466f-a187-0a40cfd5bc78' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-be3035a4-acf7-41ea-a9e4-97393a8d052f' class='xr-index-data-in' type='checkbox'/><label for='index-be3035a4-acf7-41ea-a9e4-97393a8d052f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2000-01-01&#x27;, &#x27;2000-01-02&#x27;, &#x27;2000-01-03&#x27;, &#x27;2000-01-04&#x27;,
│ │ │ │ +       [  2.06327582,  -1.34576404,  -4.54392729]], shape=(731, 3))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-639f0825-8231-4c2b-b8ad-9241df1b7899' class='xr-section-summary-in' type='checkbox'  ><label for='section-639f0825-8231-4c2b-b8ad-9241df1b7899' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-87ad2844-f6cd-4caa-b8a2-bb9824b9f0a0' class='xr-index-data-in' type='checkbox'/><label for='index-87ad2844-f6cd-4caa-b8a2-bb9824b9f0a0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2000-01-01&#x27;, &#x27;2000-01-02&#x27;, &#x27;2000-01-03&#x27;, &#x27;2000-01-04&#x27;,
│ │ │ │                 &#x27;2000-01-05&#x27;, &#x27;2000-01-06&#x27;, &#x27;2000-01-07&#x27;, &#x27;2000-01-08&#x27;,
│ │ │ │                 &#x27;2000-01-09&#x27;, &#x27;2000-01-10&#x27;,
│ │ │ │                 ...
│ │ │ │                 &#x27;2001-12-22&#x27;, &#x27;2001-12-23&#x27;, &#x27;2001-12-24&#x27;, &#x27;2001-12-25&#x27;,
│ │ │ │                 &#x27;2001-12-26&#x27;, &#x27;2001-12-27&#x27;, &#x27;2001-12-28&#x27;, &#x27;2001-12-29&#x27;,
│ │ │ │                 &#x27;2001-12-30&#x27;, &#x27;2001-12-31&#x27;],
│ │ │ │ -              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=731, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>location</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-ea55b6c2-d528-473f-bdd0-73822c291b26' class='xr-index-data-in' type='checkbox'/><label for='index-ea55b6c2-d528-473f-bdd0-73822c291b26' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;object&#x27;, name=&#x27;location&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ab0d1838-321a-4846-a630-86abdaace622' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ab0d1838-321a-4846-a630-86abdaace622' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
│ │ │ │ +              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=731, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>location</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-a3e4704d-104b-4730-8f57-b1cd44700e44' class='xr-index-data-in' type='checkbox'/><label for='index-a3e4704d-104b-4730-8f57-b1cd44700e44' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;object&#x27;, name=&#x27;location&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-316eea5d-ede3-4e47-90e2-eb91744c0cec' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-316eea5d-ede3-4e47-90e2-eb91744c0cec' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nbinput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[12]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">both</span><span class="o">.</span><span class="n">sel</span><span class="p">(</span><span class="n">time</span><span class="o">=</span><span class="s2">&quot;2000&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="s2">&quot;location&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">reset_coords</span><span class="p">(</span><span class="n">drop</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">to_dataframe</span><span class="p">()</span>
│ │ │ │  <span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -142,15 +142,15 @@
│ │ │ │ │  [4]:
│ │ │ │ │  <Axes: xlabel='time'>
│ │ │ │ │  [../_images/examples_weather-data_7_1.png]
│ │ │ │ │  ******** VViissuuaalliizzee uussiinngg sseeaabboorrnn_?¶ ********
│ │ │ │ │  [5]:
│ │ │ │ │  sns.pairplot(df.reset_index(), vars=ds.data_vars)
│ │ │ │ │  [5]:
│ │ │ │ │ -<seaborn.axisgrid.PairGrid at 0x7f42be162ba0>
│ │ │ │ │ +<seaborn.axisgrid.PairGrid at 0x7f490de7aba0>
│ │ │ │ │  [../_images/examples_weather-data_9_1.png]
│ │ │ │ │  ********** PPrroobbaabbiilliittyy ooff ffrreeeezzee bbyy ccaalleennddaarr mmoonntthh_?¶ **********
│ │ │ │ │  [6]:
│ │ │ │ │  freeze = (ds["tmin"] <= 0).groupby("time.month").mean("time")
│ │ │ │ │  freeze
│ │ │ │ │  [6]:
│ │ │ │ │  <xarray.DataArray 'tmin' (month: 12, location: 3)> Size: 288B
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/examples/weather-data.ipynb.gz
│ │ │ │ ├── weather-data.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9992323269378145%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2025-03-27T00:39:30.736879Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2025-03-27T00:39:30.736491Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2025-03-27T00:39:34.842144Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2025-03-27T00:39:34.840862Z'}}, 'outputs': {0: {'data': {'text/html': {insert: "
│ │ │ │ │ │┄             '[(377, "    tmax      (time, location) float64 18kB 12.98 3.31 6.779 ... 3.343 '
│ │ │ │ │ │┄             "3.805</pre><div class='xr-wrap' style='display:none' […]
│ │ │ │ │ │ @@ -15,18 +15,18 @@
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-27T15:43:36.127628Z",
│ │ │ │ │ │                      "start_time": "2020-01-27T15:43:36.081733Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:46.439989Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:46.439757Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:48.029011Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:48.028180Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:30.736879Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:30.736491Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:34.842144Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:34.840862Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
│ │ │ │ │ │ @@ -402,37 +402,37 @@
│ │ │ │ │ │                              "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 41kB\n",
│ │ │ │ │ │                              "Dimensions:   (time: 731, location: 3)\n",
│ │ │ │ │ │                              "Coordinates:\n",
│ │ │ │ │ │                              "  * time      (time) datetime64[ns] 6kB 2000-01-01 2000-01-02 ... 2001-12-31\n",
│ │ │ │ │ │                              "  * location  (location) &lt;U2 24B &#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;\n",
│ │ │ │ │ │                              "Data variables:\n",
│ │ │ │ │ │                              "    tmin      (time, location) float64 18kB -8.037 -1.788 ... -1.346 -4.544\n",
│ │ │ │ │ │ -                            "    tmax      (time, location) float64 18kB 12.98 3.31 6.779 ... 3.343 3.805</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-725e2b04-85ac-4dd8-907c-de1f81963266' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-725e2b04-85ac-4dd8-907c-de1f81963266' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 731</li><li><span class='xr-has-index'>location</span>: 3</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-19f96e96-0bee-4c1e-a6b5-6e29c8b5f501' class='xr-section-summary-in' type='checkbox'  checked><label for='section-19f96e96-0bee-4c1e-a6b5-6e29c8b5f501' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2000-01-01 ... 2001-12-31</div><input id='attrs-ad990da2-59a6-491d-bc60-9c4bedd5d3e4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ad990da2-59a6-491d-bc60-9c4bedd5d3e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a76cdd0-205c-4fe8-b898-3188c5b7d2e9' class='xr-var-data-in' type='checkbox'><label for='data-1a76cdd0-205c-4fe8-b898-3188c5b7d2e9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;, &#x27;2000-01-02T00:00:00.000000000&#x27;,\n",
│ │ │ │ │ │ +                            "    tmax      (time, location) float64 18kB 12.98 3.31 6.779 ... 3.343 3.805</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-c7032464-5138-4735-bbad-b2d7fc471503' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c7032464-5138-4735-bbad-b2d7fc471503' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 731</li><li><span class='xr-has-index'>location</span>: 3</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5b3a11d0-f266-4a95-992f-ff7150fa46a2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5b3a11d0-f266-4a95-992f-ff7150fa46a2' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2000-01-01 ... 2001-12-31</div><input id='attrs-be35cd98-bc14-4a97-88a5-ea2a28684b41' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-be35cd98-bc14-4a97-88a5-ea2a28684b41' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97fa0fff-156d-4184-9aae-8505c6cb5f7a' class='xr-var-data-in' type='checkbox'><label for='data-97fa0fff-156d-4184-9aae-8505c6cb5f7a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;, &#x27;2000-01-02T00:00:00.000000000&#x27;,\n",
│ │ │ │ │ │                              "       &#x27;2000-01-03T00:00:00.000000000&#x27;, ..., &#x27;2001-12-29T00:00:00.000000000&#x27;,\n",
│ │ │ │ │ │                              "       &#x27;2001-12-30T00:00:00.000000000&#x27;, &#x27;2001-12-31T00:00:00.000000000&#x27;],\n",
│ │ │ │ │ │ -                            "      shape=(731,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>location</span></div><div class='xr-var-dims'>(location)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;</div><input id='attrs-4b1e6df6-ef48-4293-b1a0-e4cbc9c27c70' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4b1e6df6-ef48-4293-b1a0-e4cbc9c27c70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8be5fc7-2670-43e3-852a-f99043445828' class='xr-var-data-in' type='checkbox'><label for='data-c8be5fc7-2670-43e3-852a-f99043445828' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d65be97b-eefa-4966-bf14-b581db4266bc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d65be97b-eefa-4966-bf14-b581db4266bc' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tmin</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-8.037 -1.788 ... -1.346 -4.544</div><input id='attrs-a21c55ea-ca08-4c2e-97ab-7403f97b908e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a21c55ea-ca08-4c2e-97ab-7403f97b908e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c942c0e4-5093-4da8-815c-3a4fa72661f8' class='xr-var-data-in' type='checkbox'><label for='data-c942c0e4-5093-4da8-815c-3a4fa72661f8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -8.03736932,  -1.78844117,  -3.93154201],\n",
│ │ │ │ │ │ +                            "      shape=(731,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>location</span></div><div class='xr-var-dims'>(location)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;</div><input id='attrs-ea06a0fa-f371-4bb9-b204-1f3b30484f5f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ea06a0fa-f371-4bb9-b204-1f3b30484f5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d1a43dc-42bd-4037-91a4-c981e80c29fc' class='xr-var-data-in' type='checkbox'><label for='data-6d1a43dc-42bd-4037-91a4-c981e80c29fc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-22f180a5-de16-4bc4-b996-d6bba03ffc8a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-22f180a5-de16-4bc4-b996-d6bba03ffc8a' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tmin</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-8.037 -1.788 ... -1.346 -4.544</div><input id='attrs-81efb99b-ce0a-4cec-b4cf-d845fb7c15a3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-81efb99b-ce0a-4cec-b4cf-d845fb7c15a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-536da65a-efc4-4ce2-91a1-835c727462ea' class='xr-var-data-in' type='checkbox'><label for='data-536da65a-efc4-4ce2-91a1-835c727462ea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -8.03736932,  -1.78844117,  -3.93154201],\n",
│ │ │ │ │ │                              "       [ -9.34115662,  -6.55807323,   0.13203714],\n",
│ │ │ │ │ │                              "       [-12.13971902,  -6.14641918,  -1.06187252],\n",
│ │ │ │ │ │                              "       ...,\n",
│ │ │ │ │ │                              "       [ -5.34723825, -13.37459826,  -4.93221199],\n",
│ │ │ │ │ │                              "       [ -2.67283594,  -5.18072141,  -4.11567869],\n",
│ │ │ │ │ │ -                            "       [  2.06327582,  -1.34576404,  -4.54392729]], shape=(731, 3))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tmax</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>12.98 3.31 6.779 ... 3.343 3.805</div><input id='attrs-290a3f47-8526-47af-8c44-f362dd28b7a6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-290a3f47-8526-47af-8c44-f362dd28b7a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22f9bbac-b0c9-48a7-83d9-b4545dc21982' class='xr-var-data-in' type='checkbox'><label for='data-22f9bbac-b0c9-48a7-83d9-b4545dc21982' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[12.98054898,  3.31040942,  6.77855382],\n",
│ │ │ │ │ │ +                            "       [  2.06327582,  -1.34576404,  -4.54392729]], shape=(731, 3))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tmax</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>12.98 3.31 6.779 ... 3.343 3.805</div><input id='attrs-e95c388f-0aa2-4bb9-9f1e-0e681f2f63de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e95c388f-0aa2-4bb9-9f1e-0e681f2f63de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f487da78-7dbd-4208-9295-da8ccce1fac2' class='xr-var-data-in' type='checkbox'><label for='data-f487da78-7dbd-4208-9295-da8ccce1fac2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[12.98054898,  3.31040942,  6.77855382],\n",
│ │ │ │ │ │                              "       [ 0.44785582,  6.37271154,  4.8434966 ],\n",
│ │ │ │ │ │                              "       [ 5.32269851,  6.25176289,  5.98033045],\n",
│ │ │ │ │ │                              "       ...,\n",
│ │ │ │ │ │                              "       [ 6.73078492,  7.74795302,  8.04569651],\n",
│ │ │ │ │ │                              "       [ 6.46376911,  6.31695352,  1.55799171],\n",
│ │ │ │ │ │ -                            "       [ 6.63593435,  3.34271537,  3.80527925]], shape=(731, 3))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e08a873e-d501-49a2-b769-e4cbe1f5fad6' class='xr-section-summary-in' type='checkbox'  ><label for='section-e08a873e-d501-49a2-b769-e4cbe1f5fad6' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-93fad07b-7d3a-4648-a01c-5c65be6aec7a' class='xr-index-data-in' type='checkbox'/><label for='index-93fad07b-7d3a-4648-a01c-5c65be6aec7a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2000-01-01&#x27;, &#x27;2000-01-02&#x27;, &#x27;2000-01-03&#x27;, &#x27;2000-01-04&#x27;,\n",
│ │ │ │ │ │ +                            "       [ 6.63593435,  3.34271537,  3.80527925]], shape=(731, 3))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d6e2e2be-443b-4911-b454-07b120479b9a' class='xr-section-summary-in' type='checkbox'  ><label for='section-d6e2e2be-443b-4911-b454-07b120479b9a' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-4ad13490-fe29-4213-ac8c-683b15ed887d' class='xr-index-data-in' type='checkbox'/><label for='index-4ad13490-fe29-4213-ac8c-683b15ed887d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2000-01-01&#x27;, &#x27;2000-01-02&#x27;, &#x27;2000-01-03&#x27;, &#x27;2000-01-04&#x27;,\n",
│ │ │ │ │ │                              "               &#x27;2000-01-05&#x27;, &#x27;2000-01-06&#x27;, &#x27;2000-01-07&#x27;, &#x27;2000-01-08&#x27;,\n",
│ │ │ │ │ │                              "               &#x27;2000-01-09&#x27;, &#x27;2000-01-10&#x27;,\n",
│ │ │ │ │ │                              "               ...\n",
│ │ │ │ │ │                              "               &#x27;2001-12-22&#x27;, &#x27;2001-12-23&#x27;, &#x27;2001-12-24&#x27;, &#x27;2001-12-25&#x27;,\n",
│ │ │ │ │ │                              "               &#x27;2001-12-26&#x27;, &#x27;2001-12-27&#x27;, &#x27;2001-12-28&#x27;, &#x27;2001-12-29&#x27;,\n",
│ │ │ │ │ │                              "               &#x27;2001-12-30&#x27;, &#x27;2001-12-31&#x27;],\n",
│ │ │ │ │ │ -                            "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=731, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>location</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-5cdc8fed-9e1b-46f2-b182-79de672d6d88' class='xr-index-data-in' type='checkbox'/><label for='index-5cdc8fed-9e1b-46f2-b182-79de672d6d88' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;object&#x27;, name=&#x27;location&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d89dfbd7-5eac-41a7-8ec7-0891873deb60' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d89dfbd7-5eac-41a7-8ec7-0891873deb60' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
│ │ │ │ │ │ +                            "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=731, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>location</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-3d9b2766-a679-4d6e-b526-b0564380ef2b' class='xr-index-data-in' type='checkbox'/><label for='index-3d9b2766-a679-4d6e-b526-b0564380ef2b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;object&#x27;, name=&#x27;location&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1f439afb-1aad-49df-af0a-38aba8cba89b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1f439afb-1aad-49df-af0a-38aba8cba89b' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
│ │ │ │ │ │                          ],
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<xarray.Dataset> Size: 41kB\n",
│ │ │ │ │ │                              "Dimensions:   (time: 731, location: 3)\n",
│ │ │ │ │ │                              "Coordinates:\n",
│ │ │ │ │ │                              "  * time      (time) datetime64[ns] 6kB 2000-01-01 2000-01-02 ... 2001-12-31\n",
│ │ │ │ │ │                              "  * location  (location) <U2 24B 'IA' 'IN' 'IL'\n",
│ │ │ │ │ │ @@ -494,18 +494,18 @@
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-27T15:47:14.160297Z",
│ │ │ │ │ │                      "start_time": "2020-01-27T15:47:14.126738Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:48.031443Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:48.031040Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:48.043318Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:48.042750Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:34.848913Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:34.847923Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:34.875605Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:34.874114Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -594,18 +594,18 @@
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-27T15:47:32.682065Z",
│ │ │ │ │ │                      "start_time": "2020-01-27T15:47:32.652629Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:48.045187Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:48.044951Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:48.056506Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:48.055945Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:34.882999Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:34.882446Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:34.907012Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:34.905201Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -708,18 +708,18 @@
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-27T15:47:34.617042Z",
│ │ │ │ │ │                      "start_time": "2020-01-27T15:47:34.282605Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:48.058331Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:48.058098Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:48.289715Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:48.289130Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:34.911417Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:34.910903Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:35.497725Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:35.496452Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: xlabel='time'>"
│ │ │ │ │ │ @@ -756,25 +756,25 @@
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-27T15:47:37.643175Z",
│ │ │ │ │ │                      "start_time": "2020-01-27T15:47:37.202479Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:48.291850Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:48.291609Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:48.926675Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:48.926047Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:35.501871Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:35.501458Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:36.880179Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:36.878706Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ -                            "<seaborn.axisgrid.PairGrid at 0x7f42be162ba0>"
│ │ │ │ │ │ +                            "<seaborn.axisgrid.PairGrid at 0x7f490de7aba0>"
│ │ │ │ │ │                          ]
│ │ │ │ │ │                      },
│ │ │ │ │ │                      "execution_count": 5,
│ │ │ │ │ │                      "metadata": {},
│ │ │ │ │ │                      "output_type": "execute_result"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -804,18 +804,18 @@
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-27T15:48:11.241224Z",
│ │ │ │ │ │                      "start_time": "2020-01-27T15:48:11.211156Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:48.929210Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:48.928708Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:48.946659Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:48.946083Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:36.886863Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:36.886366Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:36.934309Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:36.932666Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
│ │ │ │ │ │ @@ -1199,26 +1199,26 @@
│ │ │ │ │ │                              "       [0.        , 0.        , 0.        ],\n",
│ │ │ │ │ │                              "       [0.        , 0.        , 0.        ],\n",
│ │ │ │ │ │                              "       [0.        , 0.01612903, 0.        ],\n",
│ │ │ │ │ │                              "       [0.33333333, 0.35      , 0.23333333],\n",
│ │ │ │ │ │                              "       [0.93548387, 0.85483871, 0.82258065]])\n",
│ │ │ │ │ │                              "Coordinates:\n",
│ │ │ │ │ │                              "  * location  (location) &lt;U2 24B &#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;\n",
│ │ │ │ │ │ -                            "  * month     (month) int64 96B 1 2 3 4 5 6 7 8 9 10 11 12</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tmin'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>month</span>: 12</li><li><span class='xr-has-index'>location</span>: 3</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-ff72f480-d09f-4086-a82a-27167552256d' class='xr-array-in' type='checkbox' checked><label for='section-ff72f480-d09f-4086-a82a-27167552256d' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.9516 0.8871 0.9355 0.8421 0.7193 ... 0.2333 0.9355 0.8548 0.8226</span></div><div class='xr-array-data'><pre>array([[0.9516129 , 0.88709677, 0.93548387],\n",
│ │ │ │ │ │ +                            "  * month     (month) int64 96B 1 2 3 4 5 6 7 8 9 10 11 12</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tmin'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>month</span>: 12</li><li><span class='xr-has-index'>location</span>: 3</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-16adefea-9976-4341-b47b-a56c7fa76bdd' class='xr-array-in' type='checkbox' checked><label for='section-16adefea-9976-4341-b47b-a56c7fa76bdd' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.9516 0.8871 0.9355 0.8421 0.7193 ... 0.2333 0.9355 0.8548 0.8226</span></div><div class='xr-array-data'><pre>array([[0.9516129 , 0.88709677, 0.93548387],\n",
│ │ │ │ │ │                              "       [0.84210526, 0.71929825, 0.77192982],\n",
│ │ │ │ │ │                              "       [0.24193548, 0.12903226, 0.16129032],\n",
│ │ │ │ │ │                              "       [0.        , 0.        , 0.        ],\n",
│ │ │ │ │ │                              "       [0.        , 0.        , 0.        ],\n",
│ │ │ │ │ │                              "       [0.        , 0.        , 0.        ],\n",
│ │ │ │ │ │                              "       [0.        , 0.        , 0.        ],\n",
│ │ │ │ │ │                              "       [0.        , 0.        , 0.        ],\n",
│ │ │ │ │ │                              "       [0.        , 0.        , 0.        ],\n",
│ │ │ │ │ │                              "       [0.        , 0.01612903, 0.        ],\n",
│ │ │ │ │ │                              "       [0.33333333, 0.35      , 0.23333333],\n",
│ │ │ │ │ │ -                            "       [0.93548387, 0.85483871, 0.82258065]])</pre></div></div></li><li class='xr-section-item'><input id='section-c2b74e2c-37c1-4aa3-9701-46632e974d05' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c2b74e2c-37c1-4aa3-9701-46632e974d05' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>location</span></div><div class='xr-var-dims'>(location)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;</div><input id='attrs-4b355a80-5c32-4f8a-aced-b5a434e39787' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4b355a80-5c32-4f8a-aced-b5a434e39787' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b38dd519-d321-4aaf-92d4-d2f9c4ac99fb' class='xr-var-data-in' type='checkbox'><label for='data-b38dd519-d321-4aaf-92d4-d2f9c4ac99fb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-2af0d0b5-7e5f-45d4-ad80-387c6900a8d5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2af0d0b5-7e5f-45d4-ad80-387c6900a8d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-319b8d80-8477-48e3-b865-728d854aa29c' class='xr-var-data-in' type='checkbox'><label for='data-319b8d80-8477-48e3-b865-728d854aa29c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a99a8f29-13c2-417f-a021-0345194c4f29' class='xr-section-summary-in' type='checkbox'  ><label for='section-a99a8f29-13c2-417f-a021-0345194c4f29' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>location</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-656dce74-f3ae-484e-bb23-d1f21d92f803' class='xr-index-data-in' type='checkbox'/><label for='index-656dce74-f3ae-484e-bb23-d1f21d92f803' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;object&#x27;, name=&#x27;location&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>month</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-cfc02cdf-62e5-4499-aa89-28c51351576b' class='xr-index-data-in' type='checkbox'/><label for='index-cfc02cdf-62e5-4499-aa89-28c51351576b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], dtype=&#x27;int64&#x27;, name=&#x27;month&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a8e4369a-02b8-43d8-90e2-d98994663f92' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a8e4369a-02b8-43d8-90e2-d98994663f92' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
│ │ │ │ │ │ +                            "       [0.93548387, 0.85483871, 0.82258065]])</pre></div></div></li><li class='xr-section-item'><input id='section-893fd3e4-6a21-44cc-a6ff-5b7c1d17dec3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-893fd3e4-6a21-44cc-a6ff-5b7c1d17dec3' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>location</span></div><div class='xr-var-dims'>(location)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;</div><input id='attrs-fa3a4eb6-5f6e-4d12-975c-e0c0278b9f3f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa3a4eb6-5f6e-4d12-975c-e0c0278b9f3f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8240d818-ac70-43b1-a809-11df55ad64d1' class='xr-var-data-in' type='checkbox'><label for='data-8240d818-ac70-43b1-a809-11df55ad64d1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>month</span></div><div class='xr-var-dims'>(month)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-e57b5466-9b43-4ca3-a2b7-93b1fa6a3c48' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e57b5466-9b43-4ca3-a2b7-93b1fa6a3c48' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9efa183-a46b-491e-b1d4-4fc131caa2fd' class='xr-var-data-in' type='checkbox'><label for='data-f9efa183-a46b-491e-b1d4-4fc131caa2fd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-87090b21-470d-487d-968f-bee85a9e5f5b' class='xr-section-summary-in' type='checkbox'  ><label for='section-87090b21-470d-487d-968f-bee85a9e5f5b' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>location</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-765984ce-22e5-4b6c-9aab-a3a8dc9c774e' class='xr-index-data-in' type='checkbox'/><label for='index-765984ce-22e5-4b6c-9aab-a3a8dc9c774e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;object&#x27;, name=&#x27;location&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>month</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-e4e0af04-359d-49df-809e-b0f1eba813c5' class='xr-index-data-in' type='checkbox'/><label for='index-e4e0af04-359d-49df-809e-b0f1eba813c5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], dtype=&#x27;int64&#x27;, name=&#x27;month&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fed73f1e-c43b-4496-8e06-ea73210c6a48' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fed73f1e-c43b-4496-8e06-ea73210c6a48' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
│ │ │ │ │ │                          ],
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<xarray.DataArray 'tmin' (month: 12, location: 3)> Size: 288B\n",
│ │ │ │ │ │                              "array([[0.9516129 , 0.88709677, 0.93548387],\n",
│ │ │ │ │ │                              "       [0.84210526, 0.71929825, 0.77192982],\n",
│ │ │ │ │ │                              "       [0.24193548, 0.12903226, 0.16129032],\n",
│ │ │ │ │ │                              "       [0.        , 0.        , 0.        ],\n",
│ │ │ │ │ │ @@ -1250,18 +1250,18 @@
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-27T15:48:13.131247Z",
│ │ │ │ │ │                      "start_time": "2020-01-27T15:48:12.924985Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:48.948640Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:48.948400Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:49.109424Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:49.108844Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:36.938420Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:36.938014Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:37.283832Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:37.282391Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: xlabel='month'>"
│ │ │ │ │ │ @@ -1298,18 +1298,18 @@
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-27T15:48:08.498259Z",
│ │ │ │ │ │                      "start_time": "2020-01-27T15:48:08.210890Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:49.111480Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:49.111237Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:49.340371Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:49.339751Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:37.288568Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:37.287368Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:37.748547Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:37.747444Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: xlabel='time'>"
│ │ │ │ │ │ @@ -1363,18 +1363,18 @@
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-27T15:49:34.855086Z",
│ │ │ │ │ │                      "start_time": "2020-01-27T15:49:34.406439Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:49.342846Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:49.342594Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:49.603295Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:49.602677Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:37.752277Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:37.751914Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:38.320224Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:38.318930Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: xlabel='time'>"
│ │ │ │ │ │ @@ -1422,18 +1422,18 @@
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-27T15:50:09.144586Z",
│ │ │ │ │ │                      "start_time": "2020-01-27T15:50:08.734682Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:49.605680Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:49.605425Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:49.921555Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:49.920929Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:38.328872Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:38.328349Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:39.041596Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:39.040454Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: xlabel='time'>"
│ │ │ │ │ │ @@ -1491,18 +1491,18 @@
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-27T15:51:40.279299Z",
│ │ │ │ │ │                      "start_time": "2020-01-27T15:51:40.220342Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:49.923687Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:49.923438Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:49.967580Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:49.967020Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:39.048202Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:39.047822Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:39.143772Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:39.142438Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
│ │ │ │ │ │ @@ -1879,18 +1879,18 @@
│ │ │ │ │ │                              "Dimensions:       (time: 731, location: 3)\n",
│ │ │ │ │ │                              "Coordinates:\n",
│ │ │ │ │ │                              "  * time          (time) datetime64[ns] 6kB 2000-01-01 2000-01-02 ... 2001-12-31\n",
│ │ │ │ │ │                              "  * location      (location) &lt;U2 24B &#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;\n",
│ │ │ │ │ │                              "    month         (time) int64 6kB 1 1 1 1 1 1 1 1 1 ... 12 12 12 12 12 12 12 12\n",
│ │ │ │ │ │                              "Data variables:\n",
│ │ │ │ │ │                              "    some_missing  (time, location) float64 18kB nan nan nan ... -1.346 -4.544\n",
│ │ │ │ │ │ -                            "    filled        (time, location) float64 18kB -5.163 -4.216 ... -1.346 -4.544</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-8bd8cb07-9d31-4826-9a5b-d4da06a232b3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8bd8cb07-9d31-4826-9a5b-d4da06a232b3' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 731</li><li><span class='xr-has-index'>location</span>: 3</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-645d9a80-985e-4084-b95f-428585011a5c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-645d9a80-985e-4084-b95f-428585011a5c' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2000-01-01 ... 2001-12-31</div><input id='attrs-2c69d68c-8963-497e-9a8d-f6783e9613f1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2c69d68c-8963-497e-9a8d-f6783e9613f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3c7af68-2ea8-4882-acf4-c54739d496ad' class='xr-var-data-in' type='checkbox'><label for='data-a3c7af68-2ea8-4882-acf4-c54739d496ad' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;, &#x27;2000-01-02T00:00:00.000000000&#x27;,\n",
│ │ │ │ │ │ +                            "    filled        (time, location) float64 18kB -5.163 -4.216 ... -1.346 -4.544</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-a6aebd05-f104-42c5-8b0d-1f4a5fbddb88' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a6aebd05-f104-42c5-8b0d-1f4a5fbddb88' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 731</li><li><span class='xr-has-index'>location</span>: 3</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5160c473-4d29-4cbb-86b5-22dbe5ac6748' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5160c473-4d29-4cbb-86b5-22dbe5ac6748' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2000-01-01 ... 2001-12-31</div><input id='attrs-15c622e6-dc8b-41a3-b105-7558e14ce8a2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-15c622e6-dc8b-41a3-b105-7558e14ce8a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50ed2f79-6c10-4116-8fd2-6a4542774e68' class='xr-var-data-in' type='checkbox'><label for='data-50ed2f79-6c10-4116-8fd2-6a4542774e68' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;, &#x27;2000-01-02T00:00:00.000000000&#x27;,\n",
│ │ │ │ │ │                              "       &#x27;2000-01-03T00:00:00.000000000&#x27;, ..., &#x27;2001-12-29T00:00:00.000000000&#x27;,\n",
│ │ │ │ │ │                              "       &#x27;2001-12-30T00:00:00.000000000&#x27;, &#x27;2001-12-31T00:00:00.000000000&#x27;],\n",
│ │ │ │ │ │ -                            "      shape=(731,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>location</span></div><div class='xr-var-dims'>(location)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;</div><input id='attrs-fa124c57-de27-47da-b797-c2be108605ac' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa124c57-de27-47da-b797-c2be108605ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0b0897a-7d37-41a4-b722-0660e9a1192c' class='xr-var-data-in' type='checkbox'><label for='data-e0b0897a-7d37-41a4-b722-0660e9a1192c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 ... 12 12 12 12 12 12</div><input id='attrs-0fe6dcd7-e2f7-4538-b04d-f9147d446963' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0fe6dcd7-e2f7-4538-b04d-f9147d446963' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b105d739-1943-4302-b3fd-3fe7fde93c2d' class='xr-var-data-in' type='checkbox'><label for='data-b105d739-1943-4302-b3fd-3fe7fde93c2d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,\n",
│ │ │ │ │ │ +                            "      shape=(731,), dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>location</span></div><div class='xr-var-dims'>(location)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;IA&#x27; &#x27;IN&#x27; &#x27;IL&#x27;</div><input id='attrs-65cc89d7-17ba-42a7-9e88-4bb0c6081ba1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-65cc89d7-17ba-42a7-9e88-4bb0c6081ba1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64070f7d-c2ca-4235-b860-ebd5783691d2' class='xr-var-data-in' type='checkbox'><label for='data-64070f7d-c2ca-4235-b860-ebd5783691d2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>month</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 ... 12 12 12 12 12 12</div><input id='attrs-a9206668-bc56-4cc6-8984-0ccbf82a079a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a9206668-bc56-4cc6-8984-0ccbf82a079a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29d64333-3647-4e67-bf0c-61a46defdb41' class='xr-var-data-in' type='checkbox'><label for='data-29d64333-3647-4e67-bf0c-61a46defdb41' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,\n",
│ │ │ │ │ │                              "        1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  1,  2,  2,  2,\n",
│ │ │ │ │ │                              "        2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,  2,\n",
│ │ │ │ │ │                              "        2,  2,  2,  2,  2,  2,  2,  2,  2,  3,  3,  3,  3,  3,  3,  3,  3,\n",
│ │ │ │ │ │                              "        3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
│ │ │ │ │ │                              "        3,  3,  3,  3,  3,  3,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,\n",
│ │ │ │ │ │                              "        4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,  4,\n",
│ │ │ │ │ │                              "        4,  4,  5,  5,  5,  5,  5,  5,  5,  5,  5,  5,  5,  5,  5,  5,  5,\n",
│ │ │ │ │ │ @@ -1922,34 +1922,34 @@
│ │ │ │ │ │                              "        8,  8,  8,  8,  8,  8,  8,  8,  8,  8,  8,  8,  8,  8,  9,  9,  9,\n",
│ │ │ │ │ │                              "        9,  9,  9,  9,  9,  9,  9,  9,  9,  9,  9,  9,  9,  9,  9,  9,  9,\n",
│ │ │ │ │ │                              "        9,  9,  9,  9,  9,  9,  9,  9,  9,  9, 10, 10, 10, 10, 10, 10, 10,\n",
│ │ │ │ │ │                              "       10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10,\n",
│ │ │ │ │ │                              "       10, 10, 10, 10, 10, 10, 10, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11,\n",
│ │ │ │ │ │                              "       11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11,\n",
│ │ │ │ │ │                              "       11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12,\n",
│ │ │ │ │ │ -                            "       12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f13185af-b806-4162-ac72-b039f248e080' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f13185af-b806-4162-ac72-b039f248e080' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>some_missing</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan ... 2.063 -1.346 -4.544</div><input id='attrs-31e5619b-5b6f-45da-85f0-879d4899d680' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-31e5619b-5b6f-45da-85f0-879d4899d680' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8677a26-2dc6-4fb3-9c52-50b63e32f2cf' class='xr-var-data-in' type='checkbox'><label for='data-f8677a26-2dc6-4fb3-9c52-50b63e32f2cf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[         nan,          nan,          nan],\n",
│ │ │ │ │ │ +                            "       12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d13357d2-16f9-4ed9-9930-2891dd45079f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d13357d2-16f9-4ed9-9930-2891dd45079f' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>some_missing</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan ... 2.063 -1.346 -4.544</div><input id='attrs-62eda22f-528c-4815-aec7-880db44bb116' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-62eda22f-528c-4815-aec7-880db44bb116' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcf00b09-6d44-425b-9a0f-92ea0c205fcb' class='xr-var-data-in' type='checkbox'><label for='data-fcf00b09-6d44-425b-9a0f-92ea0c205fcb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[         nan,          nan,          nan],\n",
│ │ │ │ │ │                              "       [         nan,          nan,          nan],\n",
│ │ │ │ │ │                              "       [         nan,          nan,          nan],\n",
│ │ │ │ │ │                              "       ...,\n",
│ │ │ │ │ │                              "       [ -5.34723825, -13.37459826,  -4.93221199],\n",
│ │ │ │ │ │                              "       [ -2.67283594,  -5.18072141,  -4.11567869],\n",
│ │ │ │ │ │ -                            "       [  2.06327582,  -1.34576404,  -4.54392729]], shape=(731, 3))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>filled</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-5.163 -4.216 ... -1.346 -4.544</div><input id='attrs-44db9532-744d-407b-b159-85a8165026ca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-44db9532-744d-407b-b159-85a8165026ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa06e84b-8868-46c4-b13a-f34b31eb023f' class='xr-var-data-in' type='checkbox'><label for='data-aa06e84b-8868-46c4-b13a-f34b31eb023f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -5.16274935,  -4.21616663,  -4.68137385],\n",
│ │ │ │ │ │ +                            "       [  2.06327582,  -1.34576404,  -4.54392729]], shape=(731, 3))</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>filled</span></div><div class='xr-var-dims'>(time, location)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-5.163 -4.216 ... -1.346 -4.544</div><input id='attrs-e7b841ba-5cde-44e9-bd08-1dfdba98bc20' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e7b841ba-5cde-44e9-bd08-1dfdba98bc20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4502e5da-8884-42af-9adf-9124db0c1bab' class='xr-var-data-in' type='checkbox'><label for='data-4502e5da-8884-42af-9adf-9124db0c1bab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ -5.16274935,  -4.21616663,  -4.68137385],\n",
│ │ │ │ │ │                              "       [ -5.16274935,  -4.21616663,  -4.68137385],\n",
│ │ │ │ │ │                              "       [ -5.16274935,  -4.21616663,  -4.68137385],\n",
│ │ │ │ │ │                              "       ...,\n",
│ │ │ │ │ │                              "       [ -5.34723825, -13.37459826,  -4.93221199],\n",
│ │ │ │ │ │                              "       [ -2.67283594,  -5.18072141,  -4.11567869],\n",
│ │ │ │ │ │ -                            "       [  2.06327582,  -1.34576404,  -4.54392729]], shape=(731, 3))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3b35ef8d-c9fb-466f-a187-0a40cfd5bc78' class='xr-section-summary-in' type='checkbox'  ><label for='section-3b35ef8d-c9fb-466f-a187-0a40cfd5bc78' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-be3035a4-acf7-41ea-a9e4-97393a8d052f' class='xr-index-data-in' type='checkbox'/><label for='index-be3035a4-acf7-41ea-a9e4-97393a8d052f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2000-01-01&#x27;, &#x27;2000-01-02&#x27;, &#x27;2000-01-03&#x27;, &#x27;2000-01-04&#x27;,\n",
│ │ │ │ │ │ +                            "       [  2.06327582,  -1.34576404,  -4.54392729]], shape=(731, 3))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-639f0825-8231-4c2b-b8ad-9241df1b7899' class='xr-section-summary-in' type='checkbox'  ><label for='section-639f0825-8231-4c2b-b8ad-9241df1b7899' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-87ad2844-f6cd-4caa-b8a2-bb9824b9f0a0' class='xr-index-data-in' type='checkbox'/><label for='index-87ad2844-f6cd-4caa-b8a2-bb9824b9f0a0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2000-01-01&#x27;, &#x27;2000-01-02&#x27;, &#x27;2000-01-03&#x27;, &#x27;2000-01-04&#x27;,\n",
│ │ │ │ │ │                              "               &#x27;2000-01-05&#x27;, &#x27;2000-01-06&#x27;, &#x27;2000-01-07&#x27;, &#x27;2000-01-08&#x27;,\n",
│ │ │ │ │ │                              "               &#x27;2000-01-09&#x27;, &#x27;2000-01-10&#x27;,\n",
│ │ │ │ │ │                              "               ...\n",
│ │ │ │ │ │                              "               &#x27;2001-12-22&#x27;, &#x27;2001-12-23&#x27;, &#x27;2001-12-24&#x27;, &#x27;2001-12-25&#x27;,\n",
│ │ │ │ │ │                              "               &#x27;2001-12-26&#x27;, &#x27;2001-12-27&#x27;, &#x27;2001-12-28&#x27;, &#x27;2001-12-29&#x27;,\n",
│ │ │ │ │ │                              "               &#x27;2001-12-30&#x27;, &#x27;2001-12-31&#x27;],\n",
│ │ │ │ │ │ -                            "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=731, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>location</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-ea55b6c2-d528-473f-bdd0-73822c291b26' class='xr-index-data-in' type='checkbox'/><label for='index-ea55b6c2-d528-473f-bdd0-73822c291b26' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;object&#x27;, name=&#x27;location&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ab0d1838-321a-4846-a630-86abdaace622' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ab0d1838-321a-4846-a630-86abdaace622' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
│ │ │ │ │ │ +                            "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=731, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>location</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-a3e4704d-104b-4730-8f57-b1cd44700e44' class='xr-index-data-in' type='checkbox'/><label for='index-a3e4704d-104b-4730-8f57-b1cd44700e44' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;IA&#x27;, &#x27;IN&#x27;, &#x27;IL&#x27;], dtype=&#x27;object&#x27;, name=&#x27;location&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-316eea5d-ede3-4e47-90e2-eb91744c0cec' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-316eea5d-ede3-4e47-90e2-eb91744c0cec' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
│ │ │ │ │ │                          ],
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<xarray.Dataset> Size: 47kB\n",
│ │ │ │ │ │                              "Dimensions:       (time: 731, location: 3)\n",
│ │ │ │ │ │                              "Coordinates:\n",
│ │ │ │ │ │                              "  * time          (time) datetime64[ns] 6kB 2000-01-01 2000-01-02 ... 2001-12-31\n",
│ │ │ │ │ │                              "  * location      (location) <U2 24B 'IA' 'IN' 'IL'\n",
│ │ │ │ │ │ @@ -1977,18 +1977,18 @@
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-27T15:52:11.815769Z",
│ │ │ │ │ │                      "start_time": "2020-01-27T15:52:11.770825Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:49.969411Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:49.969175Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:49.978586Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:49.978029Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:39.147469Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:39.146992Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:39.166281Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:39.165104Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -2073,18 +2073,18 @@
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2020-01-27T15:52:14.867866Z",
│ │ │ │ │ │                      "start_time": "2020-01-27T15:52:14.449684Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2026-04-29T06:35:49.980417Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2026-04-29T06:35:49.980182Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2026-04-29T06:35:50.278390Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2026-04-29T06:35:50.277781Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2025-03-27T00:39:39.169894Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2025-03-27T00:39:39.169451Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2025-03-27T00:39:39.760402Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2025-03-27T00:39:39.759257Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: xlabel='time'>"
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/getting-started-guide/quick-overview.html
│ │ │ │ @@ -324,15 +324,15 @@
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  </section>
│ │ │ │  <section id="plotting">
│ │ │ │  <h2>Plotting<a class="headerlink" href="#plotting" title="Link to this heading">¶</a></h2>
│ │ │ │  <p>Visualizing your datasets is quick and convenient:</p>
│ │ │ │  <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>
│ │ │ │ -<span class="gh">Out[37]: </span><span class="go">&lt;matplotlib.collections.QuadMesh at 0x7f6006c6f0e0&gt;</span>
│ │ │ │ +<span class="gh">Out[37]: </span><span class="go">&lt;matplotlib.collections.QuadMesh at 0x7f34c1b5acf0&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/plotting_quick_overview.png" src="../_images/plotting_quick_overview.png" />
│ │ │ │  <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>
│ │ │ │  </section>
│ │ │ │  <section id="pandas">
│ │ │ │  <h2>pandas<a class="headerlink" href="#pandas" title="Link to this heading">¶</a></h2>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -253,15 +253,15 @@
│ │ │ │ │         [0.37342613, 1.49497537, 1.33584385]])
│ │ │ │ │  Coordinates:
│ │ │ │ │    * x        (x) int64 16B 10 20
│ │ │ │ │  Dimensions without coordinates: y
│ │ │ │ │  ********** PPlloottttiinngg_?¶ **********
│ │ │ │ │  Visualizing your datasets is quick and convenient:
│ │ │ │ │  In [37]: data.plot()
│ │ │ │ │ -Out[37]: <matplotlib.collections.QuadMesh at 0x7f6006c6f0e0>
│ │ │ │ │ +Out[37]: <matplotlib.collections.QuadMesh at 0x7f34c1b5acf0>
│ │ │ │ │  [../_images/plotting_quick_overview.png]
│ │ │ │ │  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
│ │ │ │ │  _P_l_o_t_t_i_n_g.
│ │ │ │ │  ********** ppaannddaass_?¶ **********
│ │ │ │ │  Xarray objects can be easily converted to and from pandas objects using the
│ │ │ │ │  to_series(), to_dataframe() and _t_o___x_a_r_r_a_y_(_) methods:
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/internals/internal-design.html
│ │ │ │ @@ -225,15 +225,15 @@
│ │ │ │  <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>
│ │ │ │  
│ │ │ │  <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>
│ │ │ │  <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>
│ │ │ │  <span class="ne">--&gt; </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>
│ │ │ │  <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>
│ │ │ │  
│ │ │ │ -<span class="ne">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f5fd6662490&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │ +<span class="ne">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f34bafb6490&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │  
│ │ │ │  <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>
│ │ │ │  
│ │ │ │  <span class="ne">MaxRetryError</span><span class="g g-Whitespace">                             </span>Traceback (most recent call last)
│ │ │ │  <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>
│ │ │ │  <span class="g g-Whitespace">    </span><span class="mi">666</span> <span class="k">try</span><span class="p">:</span>
│ │ │ │  <span class="ne">--&gt; </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>
│ │ │ │ @@ -259,15 +259,15 @@
│ │ │ │  <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>
│ │ │ │  
│ │ │ │  <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>
│ │ │ │  <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>
│ │ │ │  <span class="ne">--&gt; </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>
│ │ │ │  <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">&quot;Incremented Retry for (url=&#39;</span><span class="si">%s</span><span class="s2">&#39;): </span><span class="si">%r</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">url</span><span class="p">,</span> <span class="n">new_retry</span><span class="p">)</span>
│ │ │ │  
│ │ │ │ -<span class="ne">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f5fd6662490&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))
│ │ │ │ +<span class="ne">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34bafb6490&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))
│ │ │ │  
│ │ │ │  <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>
│ │ │ │  
│ │ │ │  <span class="ne">ConnectionError</span><span class="g g-Whitespace">                           </span>Traceback (most recent call last)
│ │ │ │  <span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">line</span> <span class="mi">1</span>
│ │ │ │  <span class="ne">----&gt; </span><span class="mi">1</span> <span class="n">da</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">&quot;air_temperature&quot;</span><span class="p">)[</span><span class="s2">&quot;air&quot;</span><span class="p">]</span>
│ │ │ │  
│ │ │ │ @@ -345,15 +345,15 @@
│ │ │ │  <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>
│ │ │ │  <span class="g g-Whitespace">    </span><span class="mi">697</span>         <span class="c1"># This branch is for urllib3 v1.22 and later.</span>
│ │ │ │  <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>
│ │ │ │  <span class="ne">--&gt; </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>
│ │ │ │  <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>
│ │ │ │  <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>
│ │ │ │  
│ │ │ │ -<span class="ne">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f5fd6662490&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))
│ │ │ │ +<span class="ne">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34bafb6490&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))
│ │ │ │  
│ │ │ │  <span class="gp">In [2]: </span><span class="n">var</span> <span class="o">=</span> <span class="n">da</span><span class="o">.</span><span class="n">variable</span>
│ │ │ │  <span class="gt">---------------------------------------------------------------------------</span>
│ │ │ │  <span class="ne">AttributeError</span><span class="g g-Whitespace">                            </span>Traceback (most recent call last)
│ │ │ │  <span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">line</span> <span class="mi">1</span>
│ │ │ │  <span class="ne">----&gt; </span><span class="mi">1</span> <span class="n">var</span> <span class="o">=</span> <span class="n">da</span><span class="o">.</span><span class="n">variable</span>
│ │ │ │  
│ │ │ │ @@ -462,15 +462,15 @@
│ │ │ │  <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>
│ │ │ │  
│ │ │ │  <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>
│ │ │ │  <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>
│ │ │ │  <span class="ne">--&gt; </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>
│ │ │ │  <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>
│ │ │ │  
│ │ │ │ -<span class="ne">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f5fd5b4d450&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │ +<span class="ne">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f34ba2a1450&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │  
│ │ │ │  <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>
│ │ │ │  
│ │ │ │  <span class="ne">MaxRetryError</span><span class="g g-Whitespace">                             </span>Traceback (most recent call last)
│ │ │ │  <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>
│ │ │ │  <span class="g g-Whitespace">    </span><span class="mi">666</span> <span class="k">try</span><span class="p">:</span>
│ │ │ │  <span class="ne">--&gt; </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>
│ │ │ │ @@ -496,15 +496,15 @@
│ │ │ │  <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>
│ │ │ │  
│ │ │ │  <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>
│ │ │ │  <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>
│ │ │ │  <span class="ne">--&gt; </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>
│ │ │ │  <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">&quot;Incremented Retry for (url=&#39;</span><span class="si">%s</span><span class="s2">&#39;): </span><span class="si">%r</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">url</span><span class="p">,</span> <span class="n">new_retry</span><span class="p">)</span>
│ │ │ │  
│ │ │ │ -<span class="ne">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f5fd5b4d450&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))
│ │ │ │ +<span class="ne">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34ba2a1450&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))
│ │ │ │  
│ │ │ │  <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>
│ │ │ │  
│ │ │ │  <span class="ne">ConnectionError</span><span class="g g-Whitespace">                           </span>Traceback (most recent call last)
│ │ │ │  <span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">7</span><span class="p">],</span> <span class="n">line</span> <span class="mi">1</span>
│ │ │ │  <span class="ne">----&gt; </span><span class="mi">1</span> <span class="n">da</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">&quot;air_temperature&quot;</span><span class="p">)[</span><span class="s2">&quot;air&quot;</span><span class="p">]</span>
│ │ │ │  
│ │ │ │ @@ -582,15 +582,15 @@
│ │ │ │  <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>
│ │ │ │  <span class="g g-Whitespace">    </span><span class="mi">697</span>         <span class="c1"># This branch is for urllib3 v1.22 and later.</span>
│ │ │ │  <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>
│ │ │ │  <span class="ne">--&gt; </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>
│ │ │ │  <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>
│ │ │ │  <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>
│ │ │ │  
│ │ │ │ -<span class="ne">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f5fd5b4d450&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))
│ │ │ │ +<span class="ne">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34ba2a1450&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))
│ │ │ │  
│ │ │ │  <span class="gp">In [8]: </span><span class="n">var</span> <span class="o">=</span> <span class="n">da</span><span class="o">.</span><span class="n">variable</span>
│ │ │ │  <span class="gt">---------------------------------------------------------------------------</span>
│ │ │ │  <span class="ne">AttributeError</span><span class="g g-Whitespace">                            </span>Traceback (most recent call last)
│ │ │ │  <span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">8</span><span class="p">],</span> <span class="n">line</span> <span class="mi">1</span>
│ │ │ │  <span class="ne">----&gt; </span><span class="mi">1</span> <span class="n">var</span> <span class="o">=</span> <span class="n">da</span><span class="o">.</span><span class="n">variable</span>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -185,15 +185,15 @@
│ │ │ │ │  File /usr/lib/python3/dist-packages/urllib3/connection.py:205, in
│ │ │ │ │  HTTPConnection._new_conn(self)
│ │ │ │ │      204 except socket.gaierror as e:
│ │ │ │ │  --> 205     raise NameResolutionError(self.host, self, e) from e
│ │ │ │ │      206 except SocketTimeout as e:
│ │ │ │ │  
│ │ │ │ │  NameResolutionError: <urllib3.connection.HTTPSConnection object at
│ │ │ │ │ -0x7f5fd6662490>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34bafb6490>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)
│ │ │ │ │  
│ │ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │ │  
│ │ │ │ │  MaxRetryError                             Traceback (most recent call last)
│ │ │ │ │  File /usr/lib/python3/dist-packages/requests/adapters.py:667, in
│ │ │ │ │  HTTPAdapter.send(self, request, stream, timeout, verify, cert, proxies)
│ │ │ │ │ @@ -229,15 +229,15 @@
│ │ │ │ │  --> 519     raise MaxRetryError(_pool, url, reason) from reason  # type: ignore
│ │ │ │ │  [arg-type]
│ │ │ │ │      521 log.debug("Incremented Retry for (url='%s'): %r", url, new_retry)
│ │ │ │ │  
│ │ │ │ │  MaxRetryError: 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
│ │ │ │ │ -0x7f5fd6662490>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34bafb6490>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │ │  
│ │ │ │ │  ConnectionError                           Traceback (most recent call last)
│ │ │ │ │  Cell In[1], line 1
│ │ │ │ │  ----> 1 da = xr.tutorial.open_dataset("air_temperature")["air"]
│ │ │ │ │ @@ -333,15 +333,15 @@
│ │ │ │ │  --> 700     raise ConnectionError(e, request=request)
│ │ │ │ │      702 except ClosedPoolError as e:
│ │ │ │ │      703     raise ConnectionError(e, request=request)
│ │ │ │ │  
│ │ │ │ │  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
│ │ │ │ │ -0x7f5fd6662490>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34bafb6490>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  In [2]: var = da.variable
│ │ │ │ │  ---------------------------------------------------------------------------
│ │ │ │ │  AttributeError                            Traceback (most recent call last)
│ │ │ │ │  Cell In[2], line 1
│ │ │ │ │  ----> 1 var = da.variable
│ │ │ │ │ @@ -460,15 +460,15 @@
│ │ │ │ │  File /usr/lib/python3/dist-packages/urllib3/connection.py:205, in
│ │ │ │ │  HTTPConnection._new_conn(self)
│ │ │ │ │      204 except socket.gaierror as e:
│ │ │ │ │  --> 205     raise NameResolutionError(self.host, self, e) from e
│ │ │ │ │      206 except SocketTimeout as e:
│ │ │ │ │  
│ │ │ │ │  NameResolutionError: <urllib3.connection.HTTPSConnection object at
│ │ │ │ │ -0x7f5fd5b4d450>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34ba2a1450>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)
│ │ │ │ │  
│ │ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │ │  
│ │ │ │ │  MaxRetryError                             Traceback (most recent call last)
│ │ │ │ │  File /usr/lib/python3/dist-packages/requests/adapters.py:667, in
│ │ │ │ │  HTTPAdapter.send(self, request, stream, timeout, verify, cert, proxies)
│ │ │ │ │ @@ -504,15 +504,15 @@
│ │ │ │ │  --> 519     raise MaxRetryError(_pool, url, reason) from reason  # type: ignore
│ │ │ │ │  [arg-type]
│ │ │ │ │      521 log.debug("Incremented Retry for (url='%s'): %r", url, new_retry)
│ │ │ │ │  
│ │ │ │ │  MaxRetryError: 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
│ │ │ │ │ -0x7f5fd5b4d450>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34ba2a1450>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │ │  
│ │ │ │ │  ConnectionError                           Traceback (most recent call last)
│ │ │ │ │  Cell In[7], line 1
│ │ │ │ │  ----> 1 da = xr.tutorial.open_dataset("air_temperature")["air"]
│ │ │ │ │ @@ -608,15 +608,15 @@
│ │ │ │ │  --> 700     raise ConnectionError(e, request=request)
│ │ │ │ │      702 except ClosedPoolError as e:
│ │ │ │ │      703     raise ConnectionError(e, request=request)
│ │ │ │ │  
│ │ │ │ │  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
│ │ │ │ │ -0x7f5fd5b4d450>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34ba2a1450>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  In [8]: var = da.variable
│ │ │ │ │  ---------------------------------------------------------------------------
│ │ │ │ │  AttributeError                            Traceback (most recent call last)
│ │ │ │ │  Cell In[8], line 1
│ │ │ │ │  ----> 1 var = da.variable
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/internals/zarr-encoding-spec.html
│ │ │ │ @@ -167,15 +167,15 @@
│ │ │ │  <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>
│ │ │ │  
│ │ │ │  <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>
│ │ │ │  <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>
│ │ │ │  <span class="ne">--&gt; </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>
│ │ │ │  <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>
│ │ │ │  
│ │ │ │ -<span class="ne">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f5fd4e51090&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │ +<span class="ne">NameResolutionError</span>: &lt;urllib3.connection.HTTPSConnection object at 0x7f34b973d090&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)
│ │ │ │  
│ │ │ │  <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>
│ │ │ │  
│ │ │ │  <span class="ne">MaxRetryError</span><span class="g g-Whitespace">                             </span>Traceback (most recent call last)
│ │ │ │  <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>
│ │ │ │  <span class="g g-Whitespace">    </span><span class="mi">666</span> <span class="k">try</span><span class="p">:</span>
│ │ │ │  <span class="ne">--&gt; </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>
│ │ │ │ @@ -201,15 +201,15 @@
│ │ │ │  <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>
│ │ │ │  
│ │ │ │  <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>
│ │ │ │  <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>
│ │ │ │  <span class="ne">--&gt; </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>
│ │ │ │  <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">&quot;Incremented Retry for (url=&#39;</span><span class="si">%s</span><span class="s2">&#39;): </span><span class="si">%r</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">url</span><span class="p">,</span> <span class="n">new_retry</span><span class="p">)</span>
│ │ │ │  
│ │ │ │ -<span class="ne">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/rasm.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f5fd4e51090&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))
│ │ │ │ +<span class="ne">MaxRetryError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/rasm.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34b973d090&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))
│ │ │ │  
│ │ │ │  <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>
│ │ │ │  
│ │ │ │  <span class="ne">ConnectionError</span><span class="g g-Whitespace">                           </span>Traceback (most recent call last)
│ │ │ │  <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>
│ │ │ │  <span class="ne">----&gt; </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">&quot;rasm&quot;</span><span class="p">)</span>
│ │ │ │  
│ │ │ │ @@ -298,23 +298,23 @@
│ │ │ │  <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>
│ │ │ │  <span class="g g-Whitespace">    </span><span class="mi">697</span>         <span class="c1"># This branch is for urllib3 v1.22 and later.</span>
│ │ │ │  <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>
│ │ │ │  <span class="ne">--&gt; </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>
│ │ │ │  <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>
│ │ │ │  <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>
│ │ │ │  
│ │ │ │ -<span class="ne">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/rasm.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f5fd4e51090&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))
│ │ │ │ +<span class="ne">ConnectionError</span>: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/rasm.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34b973d090&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))
│ │ │ │  
│ │ │ │  <span class="gp">In [5]: </span><span class="n">ds</span><span class="o">.</span><span class="n">to_zarr</span><span class="p">(</span><span class="s2">&quot;rasm.zarr&quot;</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">&quot;w&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[5]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f5fd4e057e0&gt;</span>
│ │ │ │ +<span class="gh">Out[5]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f34b96f5630&gt;</span>
│ │ │ │  
│ │ │ │  <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">&quot;rasm.zarr&quot;</span><span class="p">)</span>
│ │ │ │  
│ │ │ │  <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">&quot;rasm.zarr&quot;</span><span class="p">))</span>
│ │ │ │ -<span class="go">[&#39;time&#39;, &#39;zarr.json&#39;]</span>
│ │ │ │ +<span class="go">[&#39;zarr.json&#39;, &#39;time&#39;]</span>
│ │ │ │  
│ │ │ │  <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>
│ │ │ │  <span class="gt">---------------------------------------------------------------------------</span>
│ │ │ │  <span class="ne">ModuleNotFoundError</span><span class="g g-Whitespace">                       </span>Traceback (most recent call last)
│ │ │ │  <span class="n">File</span> <span class="o">/</span><span class="n">usr</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">python3</span><span class="o">/</span><span class="n">dist</span><span class="o">-</span><span class="n">packages</span><span class="o">/</span><span class="n">zarr</span><span class="o">/</span><span class="n">core</span><span class="o">/</span><span class="n">_tree</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">9</span>
│ │ │ │  <span class="g g-Whitespace">      </span><span class="mi">8</span> <span class="k">try</span><span class="p">:</span>
│ │ │ │  <span class="ne">----&gt; </span><span class="mi">9</span>     <span class="kn">import</span> <span class="nn">rich</span>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -124,15 +124,15 @@
│ │ │ │ │  File /usr/lib/python3/dist-packages/urllib3/connection.py:205, in
│ │ │ │ │  HTTPConnection._new_conn(self)
│ │ │ │ │      204 except socket.gaierror as e:
│ │ │ │ │  --> 205     raise NameResolutionError(self.host, self, e) from e
│ │ │ │ │      206 except SocketTimeout as e:
│ │ │ │ │  
│ │ │ │ │  NameResolutionError: <urllib3.connection.HTTPSConnection object at
│ │ │ │ │ -0x7f5fd4e51090>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34b973d090>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)
│ │ │ │ │  
│ │ │ │ │  The above exception was the direct cause of the following exception:
│ │ │ │ │  
│ │ │ │ │  MaxRetryError                             Traceback (most recent call last)
│ │ │ │ │  File /usr/lib/python3/dist-packages/requests/adapters.py:667, in
│ │ │ │ │  HTTPAdapter.send(self, request, stream, timeout, verify, cert, proxies)
│ │ │ │ │ @@ -168,15 +168,15 @@
│ │ │ │ │  --> 519     raise MaxRetryError(_pool, url, reason) from reason  # type: ignore
│ │ │ │ │  [arg-type]
│ │ │ │ │      521 log.debug("Incremented Retry for (url='%s'): %r", url, new_retry)
│ │ │ │ │  
│ │ │ │ │  MaxRetryError: 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
│ │ │ │ │ -0x7f5fd4e51090>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34b973d090>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  During handling of the above exception, another exception occurred:
│ │ │ │ │  
│ │ │ │ │  ConnectionError                           Traceback (most recent call last)
│ │ │ │ │  Cell In[4], line 1
│ │ │ │ │  ----> 1 ds = xr.tutorial.load_dataset("rasm")
│ │ │ │ │ @@ -285,24 +285,24 @@
│ │ │ │ │  --> 700     raise ConnectionError(e, request=request)
│ │ │ │ │      702 except ClosedPoolError as e:
│ │ │ │ │      703     raise ConnectionError(e, request=request)
│ │ │ │ │  
│ │ │ │ │  ConnectionError: 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
│ │ │ │ │ -0x7f5fd4e51090>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34b973d090>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  In [5]: ds.to_zarr("rasm.zarr", mode="w")
│ │ │ │ │ -Out[5]: <xarray.backends.zarr.ZarrStore at 0x7f5fd4e057e0>
│ │ │ │ │ +Out[5]: <xarray.backends.zarr.ZarrStore at 0x7f34b96f5630>
│ │ │ │ │  
│ │ │ │ │  In [6]: zgroup = zarr.open("rasm.zarr")
│ │ │ │ │  
│ │ │ │ │  In [7]: print(os.listdir("rasm.zarr"))
│ │ │ │ │ -['time', 'zarr.json']
│ │ │ │ │ +['zarr.json', 'time']
│ │ │ │ │  
│ │ │ │ │  In [8]: print(zgroup.tree())
│ │ │ │ │  ---------------------------------------------------------------------------
│ │ │ │ │  ModuleNotFoundError                       Traceback (most recent call last)
│ │ │ │ │  File /usr/lib/python3/dist-packages/zarr/core/_tree.py:9
│ │ │ │ │        8 try:
│ │ │ │ │  ----> 9     import rich
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/searchindex.js
│ │ │ │ ├── js-beautify {}
│ │ │ │ │ @@ -2410,15 +2410,15 @@
│ │ │ │ │          "3": "py:property",
│ │ │ │ │          "4": "py:attribute",
│ │ │ │ │          "5": "py:function"
│ │ │ │ │      },
│ │ │ │ │      "terms": {
│ │ │ │ │          "": [1, 3, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 17, 19, 20, 21, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "0": [3, 6, 7, 8, 9, 11, 12, 13, 14, 16, 18, 19, 20, 22, 24, 25, 26, 27, 28, 30, 32, 33, 34, 36, 37, 38, 39, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │ -        "00": [14, 32, 37, 38, 39, 46, 48, 53, 54, 55],
│ │ │ │ │ +        "00": [14, 32, 37, 38, 39, 46, 48, 52, 53, 54, 55],
│ │ │ │ │          "000": [32, 52],
│ │ │ │ │          "0000": 32,
│ │ │ │ │          "000000": [14, 16, 32],
│ │ │ │ │          "000000000": [14, 38, 39, 53],
│ │ │ │ │          "000001": 32,
│ │ │ │ │          "000001901": 32,
│ │ │ │ │          "0001": [32, 54, 55],
│ │ │ │ │ @@ -2426,41 +2426,31 @@
│ │ │ │ │          "00010201": 54,
│ │ │ │ │          "00010301": 54,
│ │ │ │ │          "0002": [32, 54],
│ │ │ │ │          "00021001": 54,
│ │ │ │ │          "00021101": 54,
│ │ │ │ │          "00021201": 54,
│ │ │ │ │          "000e": [49, 52],
│ │ │ │ │ -        "000j": 52,
│ │ │ │ │ -        "001": 32,
│ │ │ │ │ +        "001": [32, 52],
│ │ │ │ │          "001901901": 32,
│ │ │ │ │          "001e": 38,
│ │ │ │ │ -        "001j": 52,
│ │ │ │ │ -        "003": 37,
│ │ │ │ │          "003000": 32,
│ │ │ │ │ -        "004": 37,
│ │ │ │ │ -        "005": 52,
│ │ │ │ │          "005036": 41,
│ │ │ │ │          "005e": 38,
│ │ │ │ │ -        "005j": 52,
│ │ │ │ │          "00688889": 37,
│ │ │ │ │          "006e": 38,
│ │ │ │ │ -        "007": 37,
│ │ │ │ │ -        "007e": 52,
│ │ │ │ │ -        "008": 37,
│ │ │ │ │ -        "008j": 52,
│ │ │ │ │ +        "007j": 52,
│ │ │ │ │          "00914929": 37,
│ │ │ │ │          "00941742": 37,
│ │ │ │ │          "00968205": 37,
│ │ │ │ │          "00973567": 37,
│ │ │ │ │ -        "01": [14, 16, 20, 32, 38, 39, 42, 44, 45, 46, 48, 49, 53, 54],
│ │ │ │ │ +        "01": [14, 16, 20, 32, 38, 39, 42, 44, 45, 46, 48, 49, 52, 53, 54],
│ │ │ │ │          "010569": 14,
│ │ │ │ │          "01082401": 37,
│ │ │ │ │          "01183847": 37,
│ │ │ │ │ -        "015": 52,
│ │ │ │ │          "016": 52,
│ │ │ │ │          "01612903": 14,
│ │ │ │ │          "01636376": 37,
│ │ │ │ │          "01652688": 37,
│ │ │ │ │          "01652764": 37,
│ │ │ │ │          "0165891": 37,
│ │ │ │ │          "01670071": 37,
│ │ │ │ │ @@ -2509,39 +2499,37 @@
│ │ │ │ │          "037": 14,
│ │ │ │ │          "037369": 14,
│ │ │ │ │          "03736932": 14,
│ │ │ │ │          "0379266750948": 46,
│ │ │ │ │          "037e": 38,
│ │ │ │ │          "038": [44, 52],
│ │ │ │ │          "03835": 42,
│ │ │ │ │ -        "038j": 52,
│ │ │ │ │          "03957499": 19,
│ │ │ │ │          "03t00": [14, 32, 38, 39],
│ │ │ │ │          "04": [14, 19, 32, 37, 38, 39, 42, 44, 48, 53],
│ │ │ │ │          "040347": 14,
│ │ │ │ │          "04096206": 37,
│ │ │ │ │          "04097352": 37,
│ │ │ │ │          "040e": 49,
│ │ │ │ │          "0417827": 46,
│ │ │ │ │ -        "041j": 52,
│ │ │ │ │          "042e": 38,
│ │ │ │ │          "044": [36, 48],
│ │ │ │ │          "04423597": 19,
│ │ │ │ │          "044236": 48,
│ │ │ │ │ -        "045": 52,
│ │ │ │ │          "045588": 14,
│ │ │ │ │          "04569531": 37,
│ │ │ │ │          "04569651": 14,
│ │ │ │ │          "04703446": 37,
│ │ │ │ │          "047e": [38, 49],
│ │ │ │ │ +        "048": 52,
│ │ │ │ │          "04835611": 37,
│ │ │ │ │          "04862391": 37,
│ │ │ │ │          "048e": 38,
│ │ │ │ │          "04t00": [38, 39],
│ │ │ │ │ -        "05": [14, 32, 37, 39, 46, 49, 53, 54],
│ │ │ │ │ +        "05": [14, 32, 37, 39, 46, 49, 52, 53, 54],
│ │ │ │ │          "05405954": 37,
│ │ │ │ │          "05556": 45,
│ │ │ │ │          "056": 45,
│ │ │ │ │          "057e": 38,
│ │ │ │ │          "058e": 38,
│ │ │ │ │          "05912615": 37,
│ │ │ │ │          "05t00": 38,
│ │ │ │ │ @@ -2549,25 +2537,26 @@
│ │ │ │ │          "060403": 14,
│ │ │ │ │          "061": 44,
│ │ │ │ │          "06141": 42,
│ │ │ │ │          "06187252": 14,
│ │ │ │ │          "062": 42,
│ │ │ │ │          "063": [14, 39],
│ │ │ │ │          "06327582": 14,
│ │ │ │ │ +        "063e": 52,
│ │ │ │ │          "06683875": 37,
│ │ │ │ │          "06683951": 37,
│ │ │ │ │          "06683976": 37,
│ │ │ │ │          "06689": 37,
│ │ │ │ │          "066e": [38, 49],
│ │ │ │ │          "06732": 42,
│ │ │ │ │          "067e": 49,
│ │ │ │ │          "069": 45,
│ │ │ │ │          "06957": 41,
│ │ │ │ │          "06t00": 38,
│ │ │ │ │ -        "07": [14, 32, 39, 52, 53, 54],
│ │ │ │ │ +        "07": [14, 32, 39, 53, 54],
│ │ │ │ │          "070e": 38,
│ │ │ │ │          "07180381": 19,
│ │ │ │ │          "071804": 48,
│ │ │ │ │          "072": 48,
│ │ │ │ │          "072e": 49,
│ │ │ │ │          "074e": 38,
│ │ │ │ │          "078": 42,
│ │ │ │ │ @@ -2602,109 +2591,109 @@
│ │ │ │ │          "096": 44,
│ │ │ │ │          "096e": 49,
│ │ │ │ │          "0970": 32,
│ │ │ │ │          "09705329": 37,
│ │ │ │ │          "097e": 38,
│ │ │ │ │          "099": 42,
│ │ │ │ │          "09t00": 38,
│ │ │ │ │ -        "0a05a95bdb89": 46,
│ │ │ │ │          "0alpha10": 55,
│ │ │ │ │          "0d": 55,
│ │ │ │ │          "0dev": 55,
│ │ │ │ │          "0th": [38, 44],
│ │ │ │ │          "0x0l": 55,
│ │ │ │ │ -        "0x7f02352afe00": 6,
│ │ │ │ │ -        "0x7f0235513ba0": 6,
│ │ │ │ │ -        "0x7f1390514ec0": 13,
│ │ │ │ │ -        "0x7f1dbf9ada90": 11,
│ │ │ │ │ -        "0x7f374d048590": 7,
│ │ │ │ │ -        "0x7f42be162ba0": 14,
│ │ │ │ │ -        "0x7f5fd2b2c690": 44,
│ │ │ │ │ -        "0x7f5fd2b2d950": 44,
│ │ │ │ │ -        "0x7f5fd2b2da90": 42,
│ │ │ │ │ -        "0x7f5fd2b2e350": 44,
│ │ │ │ │ -        "0x7f5fd2b2ead0": 49,
│ │ │ │ │ -        "0x7f5fd2c10590": 49,
│ │ │ │ │ -        "0x7f5fd2c138c0": 49,
│ │ │ │ │ -        "0x7f5fd3018b80": 46,
│ │ │ │ │ -        "0x7f5fd3019ab0": 46,
│ │ │ │ │ -        "0x7f5fd3019ea0": 46,
│ │ │ │ │ -        "0x7f5fd301af80": 46,
│ │ │ │ │ -        "0x7f5fd301b0a0": 46,
│ │ │ │ │ -        "0x7f5fd301b490": 46,
│ │ │ │ │ -        "0x7f5fd3116850": 46,
│ │ │ │ │ -        "0x7f5fd31179d0": 46,
│ │ │ │ │ -        "0x7f5fd32e9010": 49,
│ │ │ │ │ -        "0x7f5fd332ff40": 46,
│ │ │ │ │ -        "0x7f5fd3fca190": 49,
│ │ │ │ │ -        "0x7f5fd3fd6210": 39,
│ │ │ │ │ -        "0x7f5fd3fd6490": 39,
│ │ │ │ │ -        "0x7f5fd4e057e0": 33,
│ │ │ │ │ -        "0x7f5fd4e51090": 33,
│ │ │ │ │ -        "0x7f5fd5b4d450": 30,
│ │ │ │ │ -        "0x7f5fd6662490": 30,
│ │ │ │ │ -        "0x7f5fed18fa10": 45,
│ │ │ │ │ -        "0x7f60069fda90": 45,
│ │ │ │ │ -        "0x7f60069fdbd0": 45,
│ │ │ │ │ -        "0x7f60069fde50": 45,
│ │ │ │ │ -        "0x7f60069ff9d0": 45,
│ │ │ │ │ -        "0x7f6006beaba0": 49,
│ │ │ │ │ -        "0x7f6006c6f0e0": 19,
│ │ │ │ │ -        "0x7f6006c99e50": 49,
│ │ │ │ │ -        "0x7f6006c9a490": 49,
│ │ │ │ │ -        "0x7f60245b4690": 49,
│ │ │ │ │ -        "0x7f60245b47d0": 49,
│ │ │ │ │ -        "0x7f60245b79d0": 49,
│ │ │ │ │ -        "0x7f6024636350": 49,
│ │ │ │ │ -        "0x7f6024653890": 49,
│ │ │ │ │ -        "0x7f6024785450": 50,
│ │ │ │ │ -        "0x7f6024786990": 49,
│ │ │ │ │ -        "0x7f6024786d50": 49,
│ │ │ │ │ -        "0x7f6024786e90": 49,
│ │ │ │ │ -        "0x7f6024786fd0": 49,
│ │ │ │ │ -        "0x7f60248e1950": 49,
│ │ │ │ │ -        "0x7f60248e1a90": 49,
│ │ │ │ │ -        "0x7f60248e1bd0": 49,
│ │ │ │ │ -        "0x7f60248e1d10": 49,
│ │ │ │ │ -        "0x7f60248e3ed0": 49,
│ │ │ │ │ -        "0x7f6024e5a710": 49,
│ │ │ │ │ -        "0x7f6025390a50": 49,
│ │ │ │ │ -        "0x7f6025390b90": 49,
│ │ │ │ │ -        "0x7f6025390cd0": 49,
│ │ │ │ │ -        "0x7f6025390e10": 49,
│ │ │ │ │ -        "0x7f6025391090": 49,
│ │ │ │ │ -        "0x7f602541d1d0": 49,
│ │ │ │ │ -        "0x7f6025496d50": 49,
│ │ │ │ │ -        "0x7f602565e5d0": 49,
│ │ │ │ │ -        "0x7f6025680b90": 49,
│ │ │ │ │ -        "0x7f60259251d0": 49,
│ │ │ │ │ -        "0x7f6025c134d0": 49,
│ │ │ │ │ -        "0x7f6025ce4910": 49,
│ │ │ │ │ -        "0x7f6025ce4f50": 49,
│ │ │ │ │ -        "0x7f6025e0bc50": 49,
│ │ │ │ │ -        "0x7f6025e1c2d0": 55,
│ │ │ │ │ -        "0x7f6025e1ee90": 49,
│ │ │ │ │ -        "0x7f602628bb60": 49,
│ │ │ │ │ -        "0x7f60265c3110": 49,
│ │ │ │ │ -        "0x7f6f9240cec0": 12,
│ │ │ │ │ -        "0x7fc1bae31010": 9,
│ │ │ │ │ -        "0x7fc6193e2510": 10,
│ │ │ │ │ -        "0x7fd83135e510": 8,
│ │ │ │ │ +        "0x7f34ab3a0b80": 46,
│ │ │ │ │ +        "0x7f34ab3a1ab0": 46,
│ │ │ │ │ +        "0x7f34ab3a1f30": 46,
│ │ │ │ │ +        "0x7f34ab3a30a0": 46,
│ │ │ │ │ +        "0x7f34ab3a31c0": 46,
│ │ │ │ │ +        "0x7f34ab3a3490": 46,
│ │ │ │ │ +        "0x7f34ab49a850": 46,
│ │ │ │ │ +        "0x7f34ab49b9d0": 46,
│ │ │ │ │ +        "0x7f34ab66b4d0": 55,
│ │ │ │ │ +        "0x7f34ab6aff40": 46,
│ │ │ │ │ +        "0x7f34ab85d010": 49,
│ │ │ │ │ +        "0x7f34b8314550": 44,
│ │ │ │ │ +        "0x7f34b8315950": 44,
│ │ │ │ │ +        "0x7f34b8315a90": 42,
│ │ │ │ │ +        "0x7f34b8316350": 44,
│ │ │ │ │ +        "0x7f34b83f0590": 49,
│ │ │ │ │ +        "0x7f34b83f06e0": 49,
│ │ │ │ │ +        "0x7f34b83f38c0": 49,
│ │ │ │ │ +        "0x7f34b88a2190": 49,
│ │ │ │ │ +        "0x7f34b88ca210": 39,
│ │ │ │ │ +        "0x7f34b88ca490": 39,
│ │ │ │ │ +        "0x7f34b96f5630": 33,
│ │ │ │ │ +        "0x7f34b973d090": 33,
│ │ │ │ │ +        "0x7f34ba2a1450": 30,
│ │ │ │ │ +        "0x7f34bafb6490": 30,
│ │ │ │ │ +        "0x7f34c19b5810": 49,
│ │ │ │ │ +        "0x7f34c1b5acf0": 19,
│ │ │ │ │ +        "0x7f34c1c14050": 45,
│ │ │ │ │ +        "0x7f34c1c22350": 45,
│ │ │ │ │ +        "0x7f34c1c23610": 49,
│ │ │ │ │ +        "0x7f34c1c239d0": 45,
│ │ │ │ │ +        "0x7f34c1c23b10": 49,
│ │ │ │ │ +        "0x7f34e3691450": 45,
│ │ │ │ │ +        "0x7f34e36916d0": 45,
│ │ │ │ │ +        "0x7f34f613a0d0": 49,
│ │ │ │ │ +        "0x7f34f6270550": 49,
│ │ │ │ │ +        "0x7f34f6270690": 49,
│ │ │ │ │ +        "0x7f34f62707d0": 49,
│ │ │ │ │ +        "0x7f34f6271310": 49,
│ │ │ │ │ +        "0x7f34f6273250": 49,
│ │ │ │ │ +        "0x7f34f6273390": 49,
│ │ │ │ │ +        "0x7f34f62739d0": 49,
│ │ │ │ │ +        "0x7f34f6273b10": 49,
│ │ │ │ │ +        "0x7f34f6273c50": 49,
│ │ │ │ │ +        "0x7f34f62a6490": 49,
│ │ │ │ │ +        "0x7f34f62a65d0": 49,
│ │ │ │ │ +        "0x7f34f62a6710": 49,
│ │ │ │ │ +        "0x7f34f631d810": 49,
│ │ │ │ │ +        "0x7f34f6435f90": 49,
│ │ │ │ │ +        "0x7f34f6436850": 49,
│ │ │ │ │ +        "0x7f34f6436990": 49,
│ │ │ │ │ +        "0x7f34f6436ad0": 49,
│ │ │ │ │ +        "0x7f34f6514550": 49,
│ │ │ │ │ +        "0x7f34f65d2350": 49,
│ │ │ │ │ +        "0x7f34f66b9d10": 49,
│ │ │ │ │ +        "0x7f34f6f5f9d0": 49,
│ │ │ │ │ +        "0x7f34f6f84b90": 49,
│ │ │ │ │ +        "0x7f34f6fa5450": 50,
│ │ │ │ │ +        "0x7f34f714a5d0": 49,
│ │ │ │ │ +        "0x7f34f717a0d0": 49,
│ │ │ │ │ +        "0x7f34f78e0410": 49,
│ │ │ │ │ +        "0x7f34f79d8910": 49,
│ │ │ │ │ +        "0x7f34f79d8f50": 49,
│ │ │ │ │ +        "0x7f34f7af7c50": 49,
│ │ │ │ │ +        "0x7f34f7b0ae90": 49,
│ │ │ │ │ +        "0x7f34f8113110": 49,
│ │ │ │ │ +        "0x7f34f81f3b60": 49,
│ │ │ │ │ +        "0x7f4118b7c590": 7,
│ │ │ │ │ +        "0x7f490de7aba0": 14,
│ │ │ │ │ +        "0x7f4e05348ec0": 12,
│ │ │ │ │ +        "0x7f6156893e00": 6,
│ │ │ │ │ +        "0x7f6156b03ba0": 6,
│ │ │ │ │ +        "0x7f703e4d2510": 8,
│ │ │ │ │ +        "0x7f86500b1010": 9,
│ │ │ │ │ +        "0x7fa07e419a90": 11,
│ │ │ │ │ +        "0x7fab2023a510": 10,
│ │ │ │ │ +        "0x7fd57e2dcec0": 13,
│ │ │ │ │          "1": [3, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 18, 19, 20, 22, 24, 25, 26, 27, 28, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "10": [3, 6, 7, 8, 12, 13, 14, 16, 18, 19, 24, 25, 26, 27, 28, 30, 32, 33, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "100": [3, 7, 8, 27, 28, 32, 36, 37, 38, 39, 42, 44, 45, 46, 49, 50, 51, 55],
│ │ │ │ │          "1000": [27, 32, 38, 55],
│ │ │ │ │          "10000": [32, 37],
│ │ │ │ │          "100000": 38,
│ │ │ │ │          "1000x1000": [6, 38],
│ │ │ │ │          "1002": 6,
│ │ │ │ │          "1003": [6, 37],
│ │ │ │ │          "1004": 6,
│ │ │ │ │          "1005": 6,
│ │ │ │ │          "100b": 48,
│ │ │ │ │ +        "100e": 52,
│ │ │ │ │          "101": [32, 37, 39, 42, 44, 49, 55],
│ │ │ │ │          "1016": 30,
│ │ │ │ │          "1017": 30,
│ │ │ │ │          "1018": 30,
│ │ │ │ │          "101985": 46,
│ │ │ │ │          "101e": 38,
│ │ │ │ │          "102": [32, 37, 39, 42, 44, 49, 55],
│ │ │ │ │ @@ -2747,18 +2736,17 @@
│ │ │ │ │          "10t23": 53,
│ │ │ │ │          "10th": [51, 55],
│ │ │ │ │          "10x180x180": 38,
│ │ │ │ │          "11": [3, 7, 8, 14, 19, 27, 32, 33, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "110": [6, 32, 37, 39, 44, 49],
│ │ │ │ │          "111": [6, 32, 37, 39, 44, 49],
│ │ │ │ │          "11111111": 37,
│ │ │ │ │ -        "112": [6, 32, 37, 39, 44, 49],
│ │ │ │ │ +        "112": [6, 32, 37, 39, 44, 49, 52],
│ │ │ │ │          "1126": 42,
│ │ │ │ │          "113": [6, 32, 37, 39, 44, 49],
│ │ │ │ │ -        "113e": 52,
│ │ │ │ │          "114": [6, 32, 33, 37, 39, 44, 49],
│ │ │ │ │          "115": [6, 33, 37, 39, 44, 49],
│ │ │ │ │          "11567869": 14,
│ │ │ │ │          "116": [33, 37, 39, 44, 49],
│ │ │ │ │          "116e": 38,
│ │ │ │ │          "117": [33, 37, 39, 44, 49, 53],
│ │ │ │ │          "118": [33, 37, 39, 44, 49, 53],
│ │ │ │ │ @@ -2778,26 +2766,25 @@
│ │ │ │ │          "123": [14, 19, 37, 39, 44, 48, 49, 50, 53, 55],
│ │ │ │ │          "1231": 41,
│ │ │ │ │          "12310214428849964": 55,
│ │ │ │ │          "1234": 3,
│ │ │ │ │          "124": [37, 44, 46, 49, 53],
│ │ │ │ │          "12428": 54,
│ │ │ │ │          "125": [37, 44, 46, 49],
│ │ │ │ │ -        "125e": 37,
│ │ │ │ │          "126": [37, 44, 49, 55],
│ │ │ │ │          "12696983303810094": 55,
│ │ │ │ │          "127": [37, 39, 41, 44, 49, 55],
│ │ │ │ │          "128": [37, 44, 49, 55],
│ │ │ │ │ -        "128b": [19, 36, 41, 44],
│ │ │ │ │ +        "128b": [19, 36, 41, 44, 52],
│ │ │ │ │          "129": [6, 37, 44, 49, 55],
│ │ │ │ │          "12903226": 14,
│ │ │ │ │          "1294": 44,
│ │ │ │ │          "12944067971751294": 55,
│ │ │ │ │          "12arrai": 14,
│ │ │ │ │ -        "12b": [19, 36, 44, 48, 50, 52, 55],
│ │ │ │ │ +        "12b": [19, 36, 44, 48, 50, 55],
│ │ │ │ │          "12kb": 53,
│ │ │ │ │          "12locat": 14,
│ │ │ │ │          "12t00": 38,
│ │ │ │ │          "12xarrai": 14,
│ │ │ │ │          "13": [6, 7, 8, 9, 10, 11, 12, 13, 14, 19, 30, 32, 33, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "130": [6, 37, 44, 49],
│ │ │ │ │          "131": [6, 37, 44, 49],
│ │ │ │ │ @@ -2825,35 +2812,35 @@
│ │ │ │ │          "1367": 6,
│ │ │ │ │          "1368": 6,
│ │ │ │ │          "136b": 44,
│ │ │ │ │          "137": [6, 37, 49],
│ │ │ │ │          "1375315200": 46,
│ │ │ │ │          "1375535565632705": 55,
│ │ │ │ │          "137e": 38,
│ │ │ │ │ -        "138": [37, 49, 55],
│ │ │ │ │ +        "138": [37, 49, 52, 55],
│ │ │ │ │          "1383": 6,
│ │ │ │ │          "1384": 6,
│ │ │ │ │          "1388": 46,
│ │ │ │ │          "139": [37, 44, 49],
│ │ │ │ │          "13971902": 14,
│ │ │ │ │          "13t00": 38,
│ │ │ │ │          "14": [8, 11, 12, 13, 19, 32, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │ -        "140": [37, 49],
│ │ │ │ │ +        "140": [37, 49, 52],
│ │ │ │ │          "1402938": 19,
│ │ │ │ │          "1405": 46,
│ │ │ │ │          "140kb": 53,
│ │ │ │ │          "141": [37, 45, 49],
│ │ │ │ │          "141e": [38, 49],
│ │ │ │ │          "142": [19, 37, 49],
│ │ │ │ │          "1422": 46,
│ │ │ │ │          "143": [37, 49],
│ │ │ │ │          "143e": 38,
│ │ │ │ │          "144": [37, 49],
│ │ │ │ │          "1443657600": 46,
│ │ │ │ │ -        "144b": [19, 39, 41, 44],
│ │ │ │ │ +        "144b": [19, 39, 41, 44, 52],
│ │ │ │ │          "145": [37, 49],
│ │ │ │ │          "145224193": 32,
│ │ │ │ │          "145e": 38,
│ │ │ │ │          "146": [37, 49],
│ │ │ │ │          "1460": 53,
│ │ │ │ │          "14641918": 14,
│ │ │ │ │          "14672529": 37,
│ │ │ │ │ @@ -2870,15 +2857,15 @@
│ │ │ │ │          "14985403": 37,
│ │ │ │ │          "14990579": 37,
│ │ │ │ │          "14kb": 37,
│ │ │ │ │          "14t00": 38,
│ │ │ │ │          "15": [6, 7, 8, 9, 13, 14, 19, 32, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "150": [37, 49],
│ │ │ │ │          "1505": 37,
│ │ │ │ │ -        "150e": 49,
│ │ │ │ │ +        "150e": [49, 52],
│ │ │ │ │          "151": 49,
│ │ │ │ │          "151542": 32,
│ │ │ │ │          "152": [39, 49],
│ │ │ │ │          "152b": [39, 51],
│ │ │ │ │          "153": 49,
│ │ │ │ │          "1531": 33,
│ │ │ │ │          "1532": 33,
│ │ │ │ │ @@ -2888,14 +2875,15 @@
│ │ │ │ │          "1548": 33,
│ │ │ │ │          "1549": 33,
│ │ │ │ │          "154e": 38,
│ │ │ │ │          "155": 42,
│ │ │ │ │          "1550": 33,
│ │ │ │ │          "1552": 33,
│ │ │ │ │          "1553": 33,
│ │ │ │ │ +        "157": 52,
│ │ │ │ │          "158": [42, 45],
│ │ │ │ │          "1582": [32, 53, 54],
│ │ │ │ │          "158e": 38,
│ │ │ │ │          "15b": 37,
│ │ │ │ │          "15t00": 38,
│ │ │ │ │          "15t11": 32,
│ │ │ │ │          "15th": 51,
│ │ │ │ │ @@ -2913,17 +2901,17 @@
│ │ │ │ │          "166": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33, 42],
│ │ │ │ │          "1667": 45,
│ │ │ │ │          "167": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33, 39],
│ │ │ │ │          "1677": 32,
│ │ │ │ │          "1678": [18, 53],
│ │ │ │ │          "168": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "168b": [36, 37],
│ │ │ │ │ -        "169": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33, 42],
│ │ │ │ │ +        "169": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33, 42, 52],
│ │ │ │ │          "16959064": 37,
│ │ │ │ │ -        "16b": [19, 36, 37, 39, 41, 44, 45, 46, 48, 50, 51, 54, 55],
│ │ │ │ │ +        "16b": [19, 36, 37, 39, 41, 44, 45, 46, 48, 50, 51, 52, 54, 55],
│ │ │ │ │          "16t00": 38,
│ │ │ │ │          "17": [8, 19, 32, 33, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "170": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "1703814": 46,
│ │ │ │ │          "171": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33, 44],
│ │ │ │ │          "171e": [38, 49],
│ │ │ │ │          "172": 6,
│ │ │ │ │ @@ -2934,17 +2922,16 @@
│ │ │ │ │          "17321465": [19, 36],
│ │ │ │ │          "173215": [19, 48],
│ │ │ │ │          "173e": 38,
│ │ │ │ │          "174": [38, 39],
│ │ │ │ │          "175": 38,
│ │ │ │ │          "17522856": 32,
│ │ │ │ │          "17540423": 32,
│ │ │ │ │ -        "175e": 52,
│ │ │ │ │          "176": 38,
│ │ │ │ │ -        "177": [38, 52],
│ │ │ │ │ +        "177": 38,
│ │ │ │ │          "1779": 37,
│ │ │ │ │          "177e": 38,
│ │ │ │ │          "178": [6, 8, 9, 10, 13, 33, 38],
│ │ │ │ │          "179": [6, 8, 9, 10, 13, 33, 38, 42],
│ │ │ │ │          "17t00": 38,
│ │ │ │ │          "18": [3, 8, 18, 19, 27, 32, 33, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "180": [6, 8, 9, 10, 13, 33, 38, 45],
│ │ │ │ │ @@ -2974,27 +2961,29 @@
│ │ │ │ │          "1891": 6,
│ │ │ │ │          "18kb": [14, 53],
│ │ │ │ │          "18t00": 38,
│ │ │ │ │          "19": [8, 14, 19, 32, 33, 36, 37, 38, 39, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "190": 6,
│ │ │ │ │          "1900": 46,
│ │ │ │ │          "1901901901901": 32,
│ │ │ │ │ +        "1903": 52,
│ │ │ │ │          "191": [41, 42],
│ │ │ │ │          "19101252": 19,
│ │ │ │ │          "191e": 49,
│ │ │ │ │          "1926": 41,
│ │ │ │ │ -        "192b": [37, 39, 54],
│ │ │ │ │ -        "192e": 38,
│ │ │ │ │ +        "192b": [37, 39, 52, 54],
│ │ │ │ │ +        "192e": [38, 52],
│ │ │ │ │          "193000": 32,
│ │ │ │ │          "1969": 32,
│ │ │ │ │          "197": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "1970": [27, 32, 55],
│ │ │ │ │          "1971": 32,
│ │ │ │ │          "1972": 32,
│ │ │ │ │          "198": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │ +        "19885": 52,
│ │ │ │ │          "199": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "1991": 55,
│ │ │ │ │          "1992": 32,
│ │ │ │ │          "1999": [32, 37],
│ │ │ │ │          "19t00": 38,
│ │ │ │ │          "1b": 52,
│ │ │ │ │          "1d": [8, 24, 37, 39, 45, 48, 49, 50, 51, 55],
│ │ │ │ │ @@ -3037,19 +3026,19 @@
│ │ │ │ │          "209": 33,
│ │ │ │ │          "20995484": 19,
│ │ │ │ │          "20b": 19,
│ │ │ │ │          "20t00": 38,
│ │ │ │ │          "21": [8, 19, 32, 33, 36, 37, 38, 39, 41, 42, 44, 45, 46, 48, 49, 50, 52, 53, 54],
│ │ │ │ │          "210": 33,
│ │ │ │ │          "210e": 38,
│ │ │ │ │ -        "211": 33,
│ │ │ │ │ +        "211": [33, 52],
│ │ │ │ │          "212": [19, 36, 48, 50],
│ │ │ │ │          "212112": [19, 48],
│ │ │ │ │          "21211203": [19, 36],
│ │ │ │ │ -        "213": [6, 8, 9, 10, 13, 33],
│ │ │ │ │ +        "213": [6, 8, 9, 10, 13, 33, 52],
│ │ │ │ │          "214": [6, 8, 9, 10, 13, 33, 41],
│ │ │ │ │          "215": [6, 8, 9, 10, 13, 33],
│ │ │ │ │          "2152": 6,
│ │ │ │ │          "2153": 6,
│ │ │ │ │          "2154": 6,
│ │ │ │ │          "2155": 6,
│ │ │ │ │          "2156": 6,
│ │ │ │ │ @@ -3057,21 +3046,23 @@
│ │ │ │ │          "216": [6, 8, 9, 10, 13, 14, 33],
│ │ │ │ │          "21616663": 14,
│ │ │ │ │          "2174": 37,
│ │ │ │ │          "218": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "219": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "2193": 14,
│ │ │ │ │          "21t00": 38,
│ │ │ │ │ +        "21t19": 52,
│ │ │ │ │          "22": [6, 7, 8, 9, 10, 11, 12, 13, 14, 19, 30, 32, 33, 34, 36, 37, 38, 39, 41, 42, 44, 45, 46, 48, 49, 50, 52, 53, 54],
│ │ │ │ │          "220": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33, 44],
│ │ │ │ │          "22012753": 32,
│ │ │ │ │          "221": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "222": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "22222222": 37,
│ │ │ │ │          "224193": 32,
│ │ │ │ │ +        "224327": 52,
│ │ │ │ │          "224e": 38,
│ │ │ │ │          "22546326": 37,
│ │ │ │ │          "225e": 52,
│ │ │ │ │          "2262": [18, 32, 53],
│ │ │ │ │          "226e": 49,
│ │ │ │ │          "2281": 33,
│ │ │ │ │          "2282": 33,
│ │ │ │ │ @@ -3083,15 +3074,14 @@
│ │ │ │ │          "2299": 33,
│ │ │ │ │          "22t00": 38,
│ │ │ │ │          "23": [14, 18, 19, 32, 36, 37, 38, 39, 41, 42, 44, 45, 46, 48, 49, 50, 52, 53, 54],
│ │ │ │ │          "2300": 33,
│ │ │ │ │          "23207067": 37,
│ │ │ │ │          "2333": 14,
│ │ │ │ │          "23333333": 14,
│ │ │ │ │ -        "234": 52,
│ │ │ │ │          "234e": 38,
│ │ │ │ │          "235": 6,
│ │ │ │ │          "2355": 44,
│ │ │ │ │          "236": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "237": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "238": 6,
│ │ │ │ │          "2380": 55,
│ │ │ │ │ @@ -3117,28 +3107,28 @@
│ │ │ │ │          "245e": 49,
│ │ │ │ │          "2467": 38,
│ │ │ │ │          "247": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "248": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33, 37],
│ │ │ │ │          "2483": 37,
│ │ │ │ │          "248b": [19, 46],
│ │ │ │ │          "248e": 38,
│ │ │ │ │ +        "249": 52,
│ │ │ │ │          "2493": 46,
│ │ │ │ │          "24b": [14, 19, 36, 37, 39, 41, 42, 44, 45, 48, 49, 50, 51, 55],
│ │ │ │ │          "24h": 55,
│ │ │ │ │          "24t00": 38,
│ │ │ │ │          "25": [7, 8, 14, 19, 32, 36, 37, 38, 39, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "250": [13, 49],
│ │ │ │ │          "2509": 37,
│ │ │ │ │          "251": 37,
│ │ │ │ │          "2515": 37,
│ │ │ │ │          "25176289": 14,
│ │ │ │ │          "253": 39,
│ │ │ │ │          "255": [13, 44, 46],
│ │ │ │ │          "2554": 41,
│ │ │ │ │ -        "257j": 52,
│ │ │ │ │          "258": 44,
│ │ │ │ │          "25828142": 37,
│ │ │ │ │          "259": [42, 45],
│ │ │ │ │          "25t00": 38,
│ │ │ │ │          "26": [14, 19, 32, 36, 37, 38, 39, 41, 42, 44, 45, 46, 48, 49, 50, 52, 53, 54],
│ │ │ │ │          "260": [13, 44],
│ │ │ │ │          "26047600586578334": 55,
│ │ │ │ │ @@ -3194,15 +3184,15 @@
│ │ │ │ │          "286e": 37,
│ │ │ │ │          "288b": [14, 37, 54],
│ │ │ │ │          "289": 6,
│ │ │ │ │          "2899444": 37,
│ │ │ │ │          "28t00": 38,
│ │ │ │ │          "29": [7, 14, 18, 19, 32, 36, 37, 39, 41, 42, 44, 45, 46, 49, 50, 52, 53, 54],
│ │ │ │ │          "290": [6, 13],
│ │ │ │ │ -        "290308": 32,
│ │ │ │ │ +        "290308": [32, 52],
│ │ │ │ │          "291": 6,
│ │ │ │ │          "2917": 46,
│ │ │ │ │          "29173175": 37,
│ │ │ │ │          "292": [6, 32, 42, 55],
│ │ │ │ │          "2920": 49,
│ │ │ │ │          "292275055": 32,
│ │ │ │ │          "292277022657": 32,
│ │ │ │ │ @@ -3218,18 +3208,17 @@
│ │ │ │ │          "29645358": 37,
│ │ │ │ │          "296e": 38,
│ │ │ │ │          "297e": 49,
│ │ │ │ │          "29844148": 37,
│ │ │ │ │          "2999": 32,
│ │ │ │ │          "29t00": [14, 38],
│ │ │ │ │          "29t12": 37,
│ │ │ │ │ -        "2b": 52,
│ │ │ │ │          "2d": [19, 39, 44, 48, 49, 51, 54, 55],
│ │ │ │ │          "2ecc71": 49,
│ │ │ │ │ -        "2kb": [37, 52, 53],
│ │ │ │ │ +        "2kb": [37, 53],
│ │ │ │ │          "2m": 6,
│ │ │ │ │          "2mt": 6,
│ │ │ │ │          "2nd": [44, 49],
│ │ │ │ │          "2x": 55,
│ │ │ │ │          "3": [3, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 18, 19, 24, 25, 26, 27, 30, 32, 33, 34, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "30": [11, 13, 14, 18, 19, 32, 36, 37, 38, 39, 41, 42, 44, 45, 46, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "300": [7, 37, 42, 45, 46],
│ │ │ │ │ @@ -3243,27 +3232,26 @@
│ │ │ │ │          "306": [6, 26],
│ │ │ │ │          "30682759": 37,
│ │ │ │ │          "306e": 38,
│ │ │ │ │          "307": [6, 26],
│ │ │ │ │          "307e": 38,
│ │ │ │ │          "308": [6, 26, 52],
│ │ │ │ │          "30852683": 37,
│ │ │ │ │ -        "309": [6, 45],
│ │ │ │ │ -        "30b": 52,
│ │ │ │ │ +        "308j": 52,
│ │ │ │ │ +        "309": [6, 45, 52],
│ │ │ │ │          "30t00": [14, 38, 53],
│ │ │ │ │          "30t1": 53,
│ │ │ │ │          "30t12": 53,
│ │ │ │ │          "30t18": 53,
│ │ │ │ │          "30t21": 53,
│ │ │ │ │          "31": [14, 19, 32, 36, 37, 38, 39, 41, 42, 44, 45, 46, 49, 50, 52, 53, 54],
│ │ │ │ │          "310": 13,
│ │ │ │ │          "310409": 14,
│ │ │ │ │          "31040942": 14,
│ │ │ │ │          "311j": 52,
│ │ │ │ │ -        "313": 52,
│ │ │ │ │          "315e": 38,
│ │ │ │ │          "316": 45,
│ │ │ │ │          "31695352": 14,
│ │ │ │ │          "3179": 42,
│ │ │ │ │          "319e": 38,
│ │ │ │ │          "31arrai": 14,
│ │ │ │ │          "31t00": [14, 32],
│ │ │ │ │ @@ -3278,14 +3266,15 @@
│ │ │ │ │          "3210": 6,
│ │ │ │ │          "3211": 6,
│ │ │ │ │          "3213": 6,
│ │ │ │ │          "3214": 6,
│ │ │ │ │          "3226808": 19,
│ │ │ │ │          "32269851": 14,
│ │ │ │ │          "322e": 38,
│ │ │ │ │ +        "324": 52,
│ │ │ │ │          "324j": 52,
│ │ │ │ │          "3254": 6,
│ │ │ │ │          "3256": 6,
│ │ │ │ │          "3257": 6,
│ │ │ │ │          "3258": 6,
│ │ │ │ │          "3260": 6,
│ │ │ │ │          "3261": [6, 41],
│ │ │ │ │ @@ -3294,15 +3283,15 @@
│ │ │ │ │          "3297": 42,
│ │ │ │ │          "32b": [19, 32, 36, 37, 39, 41, 44, 45, 46, 49, 50, 51, 53, 55],
│ │ │ │ │          "33": [14, 19, 32, 36, 37, 39, 41, 42, 44, 45, 46, 49, 50, 52, 53, 55],
│ │ │ │ │          "331e": 38,
│ │ │ │ │          "333": 50,
│ │ │ │ │          "33326004": 19,
│ │ │ │ │          "33333333": 14,
│ │ │ │ │ -        "333e": [38, 52],
│ │ │ │ │ +        "333e": 38,
│ │ │ │ │          "33419587": 37,
│ │ │ │ │          "335": [41, 54],
│ │ │ │ │          "3356": 42,
│ │ │ │ │          "33584385": 19,
│ │ │ │ │          "336": [39, 44, 55],
│ │ │ │ │          "3362": 41,
│ │ │ │ │          "33622174433445307": 55,
│ │ │ │ │ @@ -3342,15 +3331,15 @@
│ │ │ │ │          "359": [6, 39, 53],
│ │ │ │ │          "36": [3, 19, 32, 36, 37, 39, 42, 44, 45, 46, 49, 50, 52, 53, 55],
│ │ │ │ │          "360": [46, 53],
│ │ │ │ │          "360_dai": [46, 54, 55],
│ │ │ │ │          "361": [6, 53],
│ │ │ │ │          "361e": 38,
│ │ │ │ │          "362": 53,
│ │ │ │ │ -        "362e": [37, 49],
│ │ │ │ │ +        "362e": 49,
│ │ │ │ │          "363": [6, 53],
│ │ │ │ │          "36303831": 37,
│ │ │ │ │          "364": [37, 53],
│ │ │ │ │          "3648": 53,
│ │ │ │ │          "3649": 53,
│ │ │ │ │          "365": [14, 32, 49, 53, 55],
│ │ │ │ │          "3650": 53,
│ │ │ │ │ @@ -3360,15 +3349,15 @@
│ │ │ │ │          "365_dai": 46,
│ │ │ │ │          "366": 32,
│ │ │ │ │          "3667": 45,
│ │ │ │ │          "366_dai": 46,
│ │ │ │ │          "3684": 41,
│ │ │ │ │          "368e": 38,
│ │ │ │ │          "369": 49,
│ │ │ │ │ -        "36b": 55,
│ │ │ │ │ +        "36b": [52, 55],
│ │ │ │ │          "37": [19, 32, 36, 37, 39, 41, 42, 44, 45, 46, 49, 50, 52, 53, 55],
│ │ │ │ │          "371": 37,
│ │ │ │ │          "37271154": 14,
│ │ │ │ │          "372712": 14,
│ │ │ │ │          "373": [39, 41, 44, 50, 55],
│ │ │ │ │          "37301222522143085": 55,
│ │ │ │ │          "37342613": 19,
│ │ │ │ │ @@ -3403,14 +3392,15 @@
│ │ │ │ │          "391e": 38,
│ │ │ │ │          "392e": 46,
│ │ │ │ │          "395": [42, 44],
│ │ │ │ │          "395763": 14,
│ │ │ │ │          "396": 42,
│ │ │ │ │          "3963": 37,
│ │ │ │ │          "3989": 37,
│ │ │ │ │ +        "3992": 52,
│ │ │ │ │          "3b": 37,
│ │ │ │ │          "3coordin": 14,
│ │ │ │ │          "3d": [5, 7, 8, 48, 49, 54, 55],
│ │ │ │ │          "3h": 55,
│ │ │ │ │          "3kb": [37, 53],
│ │ │ │ │          "3min": 54,
│ │ │ │ │          "3rd": 28,
│ │ │ │ │ @@ -3418,18 +3408,18 @@
│ │ │ │ │          "40": [19, 28, 32, 36, 37, 39, 41, 42, 44, 45, 46, 49, 50, 51, 55],
│ │ │ │ │          "400": [6, 49, 50],
│ │ │ │ │          "400e": 49,
│ │ │ │ │          "401": [6, 44],
│ │ │ │ │          "401501": 32,
│ │ │ │ │          "401501601": 32,
│ │ │ │ │          "401501601701801901": 32,
│ │ │ │ │ -        "401e": 52,
│ │ │ │ │          "402": 6,
│ │ │ │ │          "403": 6,
│ │ │ │ │          "40324704": 37,
│ │ │ │ │ +        "403e": 52,
│ │ │ │ │          "404": [6, 44],
│ │ │ │ │          "405": 44,
│ │ │ │ │          "406e": 49,
│ │ │ │ │          "4074": 42,
│ │ │ │ │          "407e": 38,
│ │ │ │ │          "408": 42,
│ │ │ │ │          "40824829": 37,
│ │ │ │ │ @@ -3438,35 +3428,33 @@
│ │ │ │ │          "40b": [19, 36, 37, 39, 44, 45, 46, 55],
│ │ │ │ │          "41": [19, 32, 36, 37, 39, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │          "410e": 49,
│ │ │ │ │          "41155042": 37,
│ │ │ │ │          "41156272": 37,
│ │ │ │ │          "41184582": 37,
│ │ │ │ │          "41198807": 37,
│ │ │ │ │ -        "411e": 52,
│ │ │ │ │          "412": 42,
│ │ │ │ │          "414": 44,
│ │ │ │ │          "4152": 37,
│ │ │ │ │          "415e": 38,
│ │ │ │ │          "4167": 46,
│ │ │ │ │          "416b": 37,
│ │ │ │ │          "418e": 38,
│ │ │ │ │          "419": 42,
│ │ │ │ │          "41954454": 19,
│ │ │ │ │          "419e": 38,
│ │ │ │ │          "41kb": 14,
│ │ │ │ │ -        "42": [19, 32, 36, 37, 39, 41, 42, 44, 45, 46, 49, 50, 51, 55],
│ │ │ │ │ +        "42": [19, 32, 36, 37, 39, 41, 42, 44, 45, 46, 49, 50, 51, 52, 55],
│ │ │ │ │          "423": 49,
│ │ │ │ │          "424": 39,
│ │ │ │ │          "42497233": 19,
│ │ │ │ │          "425": [19, 42],
│ │ │ │ │          "427": 45,
│ │ │ │ │          "428": 49,
│ │ │ │ │          "4281": 37,
│ │ │ │ │ -        "4294587694564654719": 52,
│ │ │ │ │          "42b": 37,
│ │ │ │ │          "43": [14, 19, 32, 36, 37, 39, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │          "4326": 46,
│ │ │ │ │          "4333": 45,
│ │ │ │ │          "439e": 38,
│ │ │ │ │          "44": [19, 32, 36, 37, 39, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │          "440e": 49,
│ │ │ │ │ @@ -3476,60 +3464,61 @@
│ │ │ │ │          "44785582": 14,
│ │ │ │ │          "447856": 14,
│ │ │ │ │          "4479968246859435": 55,
│ │ │ │ │          "448": [39, 41, 44, 50, 55],
│ │ │ │ │          "448b": 44,
│ │ │ │ │          "448e": 49,
│ │ │ │ │          "449": 37,
│ │ │ │ │ -        "45": [3, 9, 13, 19, 32, 37, 39, 41, 42, 44, 45, 46, 49, 50, 52, 55],
│ │ │ │ │ -        "450e": 52,
│ │ │ │ │ +        "45": [3, 9, 13, 19, 32, 37, 39, 41, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │          "451": [39, 44, 55],
│ │ │ │ │          "45137647047539964": 55,
│ │ │ │ │          "4514": 41,
│ │ │ │ │          "452": 54,
│ │ │ │ │          "45209466": 19,
│ │ │ │ │          "4521": 38,
│ │ │ │ │          "453": [41, 44],
│ │ │ │ │          "453e": 49,
│ │ │ │ │          "4555": 42,
│ │ │ │ │          "456060": 14,
│ │ │ │ │          "456b": 39,
│ │ │ │ │          "457e": 53,
│ │ │ │ │          "458e": 53,
│ │ │ │ │          "459e": 53,
│ │ │ │ │ +        "45j": 52,
│ │ │ │ │          "46": [19, 32, 37, 39, 41, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │          "46194319": 37,
│ │ │ │ │          "462": 44,
│ │ │ │ │          "463": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "46376911": 14,
│ │ │ │ │          "464": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "46462434": 19,
│ │ │ │ │          "464e": 38,
│ │ │ │ │          "465": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "465e": 38,
│ │ │ │ │          "466": [6, 39, 45],
│ │ │ │ │          "467": 6,
│ │ │ │ │ -        "467e": 38,
│ │ │ │ │ +        "467e": [37, 38],
│ │ │ │ │          "468": 6,
│ │ │ │ │          "46830462": 37,
│ │ │ │ │          "469": [46, 48, 50],
│ │ │ │ │          "4691": [19, 36, 38, 48],
│ │ │ │ │          "469112": [19, 48],
│ │ │ │ │          "4691123": [19, 36],
│ │ │ │ │          "47": [7, 19, 32, 37, 39, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │ +        "4704d6e2": 46,
│ │ │ │ │          "471": 44,
│ │ │ │ │          "47145519": 37,
│ │ │ │ │          "47146929": 37,
│ │ │ │ │          "4715": 46,
│ │ │ │ │          "47179359": 37,
│ │ │ │ │          "47195655": 37,
│ │ │ │ │          "472e": 38,
│ │ │ │ │          "476e": 49,
│ │ │ │ │          "47kb": 14,
│ │ │ │ │ -        "48": [19, 32, 37, 39, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │ +        "48": [19, 32, 37, 39, 42, 44, 45, 46, 49, 50, 52, 55],
│ │ │ │ │          "4809": 55,
│ │ │ │ │          "480b": 46,
│ │ │ │ │          "481": 44,
│ │ │ │ │          "481e": 38,
│ │ │ │ │          "48541500": 46,
│ │ │ │ │          "485e": 38,
│ │ │ │ │          "486": 6,
│ │ │ │ │ @@ -3538,42 +3527,42 @@
│ │ │ │ │          "48672119": 37,
│ │ │ │ │          "487": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "4875": 37,
│ │ │ │ │          "487e": 38,
│ │ │ │ │          "488": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "489": 6,
│ │ │ │ │          "48b": [19, 36, 37, 41, 44, 45, 48, 50, 52, 55],
│ │ │ │ │ -        "48ea": 46,
│ │ │ │ │          "49": [19, 32, 37, 39, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │          "490": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "4909415": 19,
│ │ │ │ │          "491": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "492": 6,
│ │ │ │ │          "494929": 48,
│ │ │ │ │          "49492927": 19,
│ │ │ │ │          "49497537": 19,
│ │ │ │ │ +        "494e": 52,
│ │ │ │ │          "495": 48,
│ │ │ │ │          "495e": 49,
│ │ │ │ │          "497": [44, 45],
│ │ │ │ │          "499e": 38,
│ │ │ │ │          "4b": [36, 44, 50, 55],
│ │ │ │ │          "4d": 49,
│ │ │ │ │ +        "4d84": 46,
│ │ │ │ │          "4kb": [49, 53],
│ │ │ │ │          "5": [6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 19, 25, 27, 30, 32, 33, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "50": [7, 14, 19, 28, 32, 36, 37, 39, 41, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │          "500": [13, 46, 49, 55],
│ │ │ │ │          "500000": 32,
│ │ │ │ │          "5001": 32,
│ │ │ │ │          "500100": 32,
│ │ │ │ │ -        "500e": 52,
│ │ │ │ │          "502": 45,
│ │ │ │ │          "503": 6,
│ │ │ │ │          "504": 41,
│ │ │ │ │          "505": [6, 39],
│ │ │ │ │ -        "505e": [49, 52],
│ │ │ │ │ +        "505e": 49,
│ │ │ │ │          "506": 6,
│ │ │ │ │          "506234": 14,
│ │ │ │ │          "507": 6,
│ │ │ │ │          "508": [6, 45],
│ │ │ │ │          "5081": 30,
│ │ │ │ │          "509": [6, 19, 36, 48, 50],
│ │ │ │ │          "5090585": [19, 36],
│ │ │ │ │ @@ -3591,14 +3580,15 @@
│ │ │ │ │          "518": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "51857326": 37,
│ │ │ │ │          "519": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "5199731": 19,
│ │ │ │ │          "519e": 38,
│ │ │ │ │          "52": [19, 32, 37, 39, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │          "520": 6,
│ │ │ │ │ +        "520e": 52,
│ │ │ │ │          "521": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "522": 6,
│ │ │ │ │          "524": 6,
│ │ │ │ │          "524e": [38, 49],
│ │ │ │ │          "52571455": 37,
│ │ │ │ │          "5281": 16,
│ │ │ │ │          "528e": 49,
│ │ │ │ │ @@ -3607,15 +3597,15 @@
│ │ │ │ │          "52963124": 37,
│ │ │ │ │          "52981418": 37,
│ │ │ │ │          "53": [8, 19, 32, 37, 39, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │          "531e": 38,
│ │ │ │ │          "5334": 16,
│ │ │ │ │          "534e": 38,
│ │ │ │ │          "538": 45,
│ │ │ │ │ -        "538e": 38,
│ │ │ │ │ +        "538e": [38, 52],
│ │ │ │ │          "53916524": 19,
│ │ │ │ │          "54": [3, 18, 19, 32, 37, 39, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │          "540e": 49,
│ │ │ │ │          "5417": 46,
│ │ │ │ │          "541e": 49,
│ │ │ │ │          "543": [39, 41, 44, 50],
│ │ │ │ │          "54392729": 14,
│ │ │ │ │ @@ -3634,27 +3624,27 @@
│ │ │ │ │          "550e": 38,
│ │ │ │ │          "551": 39,
│ │ │ │ │          "552": 42,
│ │ │ │ │          "552b": 39,
│ │ │ │ │          "552e": 38,
│ │ │ │ │          "553": 42,
│ │ │ │ │          "556": 45,
│ │ │ │ │ -        "556e": 49,
│ │ │ │ │ +        "556e": [37, 49],
│ │ │ │ │          "55799171": 14,
│ │ │ │ │          "558073": 14,
│ │ │ │ │          "55807323": 14,
│ │ │ │ │          "56": [3, 6, 7, 8, 9, 10, 11, 12, 13, 19, 30, 32, 33, 37, 39, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │          "5607": 46,
│ │ │ │ │          "561": 44,
│ │ │ │ │          "562": 39,
│ │ │ │ │          "567": 19,
│ │ │ │ │          "56702035": 19,
│ │ │ │ │          "568e": 38,
│ │ │ │ │          "56b": [39, 44, 55],
│ │ │ │ │ -        "57": [6, 7, 8, 9, 10, 11, 12, 13, 19, 30, 32, 33, 37, 39, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │ +        "57": [6, 7, 8, 9, 10, 11, 12, 13, 19, 30, 32, 33, 37, 39, 42, 44, 45, 46, 49, 50, 52, 55],
│ │ │ │ │          "572e": 38,
│ │ │ │ │          "574": 44,
│ │ │ │ │          "574e": 38,
│ │ │ │ │          "5753": 42,
│ │ │ │ │          "577e": 38,
│ │ │ │ │          "578": 42,
│ │ │ │ │          "58": [6, 7, 8, 9, 10, 11, 12, 13, 19, 30, 32, 33, 37, 39, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │ @@ -3664,46 +3654,46 @@
│ │ │ │ │          "585": [6, 7, 8, 9, 10, 11, 12, 13, 30, 32, 33, 42],
│ │ │ │ │          "585e": 38,
│ │ │ │ │          "586": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "587": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "588": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "589": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "589e": 38,
│ │ │ │ │ -        "59": [6, 7, 8, 9, 10, 11, 12, 13, 19, 30, 32, 33, 37, 38, 39, 42, 44, 45, 46, 49, 50, 55],
│ │ │ │ │ +        "59": [6, 7, 8, 9, 10, 11, 12, 13, 19, 30, 32, 33, 37, 38, 39, 42, 44, 45, 46, 49, 50, 52, 55],
│ │ │ │ │          "591": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "594": 42,
│ │ │ │ │          "59475567": 37,
│ │ │ │ │          "5948": 44,
│ │ │ │ │          "59499": 16,
│ │ │ │ │          "595e": 38,
│ │ │ │ │          "596": 44,
│ │ │ │ │          "596e": 38,
│ │ │ │ │          "598e": 38,
│ │ │ │ │          "5b": [37, 44],
│ │ │ │ │          "5d": 54,
│ │ │ │ │          "5kb": 55,
│ │ │ │ │          "5x": 55,
│ │ │ │ │          "6": [3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 19, 25, 27, 30, 32, 33, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │ -        "60": [6, 7, 8, 9, 10, 11, 12, 13, 19, 30, 32, 33, 37, 39, 42, 44, 45, 46, 49, 50, 53, 54, 55],
│ │ │ │ │ +        "60": [6, 7, 8, 9, 10, 11, 12, 13, 19, 30, 32, 33, 37, 39, 42, 44, 45, 46, 49, 50, 52, 53, 54, 55],
│ │ │ │ │          "600e": 49,
│ │ │ │ │          "601": [37, 39, 45],
│ │ │ │ │          "604": 45,
│ │ │ │ │          "607": [41, 45],
│ │ │ │ │          "609": 41,
│ │ │ │ │ +        "60b": 52,
│ │ │ │ │          "61": [6, 7, 8, 9, 10, 11, 12, 13, 19, 30, 32, 33, 37, 39, 42, 44, 45, 46, 49, 55],
│ │ │ │ │          "611": 44,
│ │ │ │ │          "611e": [38, 49],
│ │ │ │ │          "612e": 46,
│ │ │ │ │          "613": [39, 44],
│ │ │ │ │          "616e": 38,
│ │ │ │ │          "617e": 49,
│ │ │ │ │          "619e": 49,
│ │ │ │ │          "62": [6, 7, 8, 9, 10, 11, 12, 13, 19, 30, 32, 33, 37, 39, 42, 44, 45, 46, 49, 55],
│ │ │ │ │          "621": 46,
│ │ │ │ │ -        "621207f7": 46,
│ │ │ │ │          "62238": 32,
│ │ │ │ │          "622e": 38,
│ │ │ │ │          "623e": 38,
│ │ │ │ │          "624e": 38,
│ │ │ │ │          "625": 46,
│ │ │ │ │          "625e": 38,
│ │ │ │ │          "6285": 42,
│ │ │ │ │ @@ -3711,15 +3701,14 @@
│ │ │ │ │          "63": [3, 6, 7, 8, 9, 10, 11, 12, 13, 19, 30, 32, 33, 37, 39, 42, 44, 45, 46, 49, 55],
│ │ │ │ │          "634": 39,
│ │ │ │ │          "634e": 38,
│ │ │ │ │          "635": 45,
│ │ │ │ │          "635000": 32,
│ │ │ │ │          "63593435": 14,
│ │ │ │ │          "63696169": 37,
│ │ │ │ │ -        "636e": 52,
│ │ │ │ │          "638e": 49,
│ │ │ │ │          "64": [6, 7, 8, 9, 10, 11, 12, 13, 19, 30, 32, 33, 37, 39, 42, 44, 45, 46, 49, 55],
│ │ │ │ │          "642": 44,
│ │ │ │ │          "645e": 38,
│ │ │ │ │          "648b": 39,
│ │ │ │ │          "64b": [36, 37, 41, 44, 50, 51, 53],
│ │ │ │ │          "65": [6, 7, 8, 9, 10, 11, 12, 13, 19, 30, 32, 33, 37, 39, 42, 44, 46, 49, 55],
│ │ │ │ │ @@ -3770,15 +3759,15 @@
│ │ │ │ │          "693": 33,
│ │ │ │ │          "693e": 38,
│ │ │ │ │          "696": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "697": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "698": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "6981": 42,
│ │ │ │ │          "698e": 52,
│ │ │ │ │ -        "6b": 36,
│ │ │ │ │ +        "6b": [36, 52],
│ │ │ │ │          "6h": [53, 55],
│ │ │ │ │          "6kb": [14, 53],
│ │ │ │ │          "7": [3, 6, 7, 8, 9, 11, 12, 14, 19, 25, 27, 30, 32, 33, 34, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "70": [6, 7, 8, 9, 10, 11, 12, 13, 30, 32, 33, 37, 39, 42, 44, 45, 46, 49, 55],
│ │ │ │ │          "700": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "701": 45,
│ │ │ │ │          "702": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33, 44],
│ │ │ │ │ @@ -3787,14 +3776,15 @@
│ │ │ │ │          "704": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "705": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "705e": 38,
│ │ │ │ │          "706": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "706771": 48,
│ │ │ │ │          "70677113": 19,
│ │ │ │ │          "7068": 19,
│ │ │ │ │ +        "706e": 52,
│ │ │ │ │          "707": 48,
│ │ │ │ │          "707e": 49,
│ │ │ │ │          "7083": 46,
│ │ │ │ │          "70kb": 53,
│ │ │ │ │          "71": [6, 7, 8, 9, 10, 11, 12, 13, 30, 32, 33, 37, 39, 42, 44, 46, 49, 55],
│ │ │ │ │          "714e": [38, 49],
│ │ │ │ │          "71713666": [19, 36],
│ │ │ │ │ @@ -3810,15 +3800,15 @@
│ │ │ │ │          "726": [33, 41],
│ │ │ │ │          "72653812": 37,
│ │ │ │ │          "726e": 38,
│ │ │ │ │          "727": 33,
│ │ │ │ │          "728": [33, 53],
│ │ │ │ │          "729": [33, 53],
│ │ │ │ │          "72b": [36, 41, 44, 45],
│ │ │ │ │ -        "73": [6, 7, 8, 9, 10, 11, 12, 13, 30, 32, 33, 37, 39, 42, 44, 46, 49, 52, 55],
│ │ │ │ │ +        "73": [6, 7, 8, 9, 10, 11, 12, 13, 30, 32, 33, 37, 39, 42, 44, 46, 49, 55],
│ │ │ │ │          "730": [33, 53],
│ │ │ │ │          "730119": 32,
│ │ │ │ │          "73021329": 37,
│ │ │ │ │          "73078492": 14,
│ │ │ │ │          "730851": 32,
│ │ │ │ │          "731": [14, 33, 53],
│ │ │ │ │          "731locat": 14,
│ │ │ │ │ @@ -3830,18 +3820,19 @@
│ │ │ │ │          "735": [33, 44, 45],
│ │ │ │ │          "736": 33,
│ │ │ │ │          "737": 53,
│ │ │ │ │          "737e": 49,
│ │ │ │ │          "738": [45, 53],
│ │ │ │ │          "739": 53,
│ │ │ │ │          "739e": [38, 49],
│ │ │ │ │ -        "74": [32, 37, 38, 39, 42, 44, 46, 49, 55],
│ │ │ │ │ +        "74": [32, 37, 38, 39, 42, 44, 46, 49, 52, 55],
│ │ │ │ │          "740": 53,
│ │ │ │ │          "741": 53,
│ │ │ │ │          "74165739": 37,
│ │ │ │ │ +        "741b1ece4be8": 46,
│ │ │ │ │          "742": 53,
│ │ │ │ │          "742e": 38,
│ │ │ │ │          "743": 53,
│ │ │ │ │          "744": 53,
│ │ │ │ │          "746": 38,
│ │ │ │ │          "74795302": 14,
│ │ │ │ │          "75": [8, 13, 14, 32, 37, 39, 42, 44, 46, 49, 55],
│ │ │ │ │ @@ -3869,15 +3860,14 @@
│ │ │ │ │          "7733": 37,
│ │ │ │ │          "774": 46,
│ │ │ │ │          "775": 46,
│ │ │ │ │          "775807": 32,
│ │ │ │ │          "776": 46,
│ │ │ │ │          "776e": 38,
│ │ │ │ │          "777": 46,
│ │ │ │ │ -        "777e": 52,
│ │ │ │ │          "778": 46,
│ │ │ │ │          "77855382": 14,
│ │ │ │ │          "778554": 14,
│ │ │ │ │          "779": [14, 46],
│ │ │ │ │          "78": [32, 37, 39, 42, 44, 49, 55],
│ │ │ │ │          "782": 55,
│ │ │ │ │          "782e": 38,
│ │ │ │ │ @@ -3889,26 +3879,28 @@
│ │ │ │ │          "78844117": 14,
│ │ │ │ │          "789": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33, 39, 45],
│ │ │ │ │          "79": [32, 37, 39, 42, 44, 49, 55],
│ │ │ │ │          "790": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "790e": 49,
│ │ │ │ │          "791": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33, 46],
│ │ │ │ │          "79119196": 37,
│ │ │ │ │ +        "7913443996966715943": 52,
│ │ │ │ │          "7917": 46,
│ │ │ │ │          "792": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33, 46],
│ │ │ │ │          "793": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "794": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "795": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "796": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "797": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "797e": 54,
│ │ │ │ │          "798": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "798e": [38, 52],
│ │ │ │ │          "799": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "799e": 37,
│ │ │ │ │ +        "7\u016f\u015d\u0133\u0155": 52,
│ │ │ │ │          "8": [3, 6, 7, 8, 11, 12, 13, 14, 16, 18, 19, 25, 27, 30, 32, 33, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "80": [32, 37, 39, 42, 44, 49, 50, 55],
│ │ │ │ │          "800": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "800b": [25, 37],
│ │ │ │ │          "800e": 38,
│ │ │ │ │          "800mb": 38,
│ │ │ │ │          "802": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │ @@ -3946,15 +3938,14 @@
│ │ │ │ │          "827e": [38, 46],
│ │ │ │ │          "829e": 38,
│ │ │ │ │          "83": [3, 32, 37, 39, 42, 44, 49, 55],
│ │ │ │ │          "830e": 38,
│ │ │ │ │          "833": 46,
│ │ │ │ │          "8331": 42,
│ │ │ │ │          "8333": 46,
│ │ │ │ │ -        "836e": 52,
│ │ │ │ │          "837e": 38,
│ │ │ │ │          "839": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33, 44],
│ │ │ │ │          "84": [32, 37, 38, 39, 42, 44, 49, 53, 55],
│ │ │ │ │          "840": 6,
│ │ │ │ │          "8403": 41,
│ │ │ │ │          "84076387": 19,
│ │ │ │ │          "840b": 39,
│ │ │ │ │ @@ -3968,16 +3959,17 @@
│ │ │ │ │          "8434966": 14,
│ │ │ │ │          "843e": 38,
│ │ │ │ │          "844": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "845": 30,
│ │ │ │ │          "846": 30,
│ │ │ │ │          "848": 30,
│ │ │ │ │          "849": 37,
│ │ │ │ │ +        "8490804751958207686": 52,
│ │ │ │ │          "849e": 38,
│ │ │ │ │ -        "85": [32, 37, 39, 42, 44, 49, 52, 55],
│ │ │ │ │ +        "85": [32, 37, 39, 42, 44, 49, 55],
│ │ │ │ │          "850": 30,
│ │ │ │ │          "851": 30,
│ │ │ │ │          "851e": 38,
│ │ │ │ │          "853905": 14,
│ │ │ │ │          "854775807": 32,
│ │ │ │ │          "8548": [14, 37],
│ │ │ │ │          "85483871": 14,
│ │ │ │ │ @@ -3993,20 +3985,21 @@
│ │ │ │ │          "861849": 48,
│ │ │ │ │          "862": [44, 48],
│ │ │ │ │          "862e": [38, 49],
│ │ │ │ │          "863": 45,
│ │ │ │ │          "86400000": 32,
│ │ │ │ │          "86436763": 19,
│ │ │ │ │          "8652": 53,
│ │ │ │ │ +        "866e": 52,
│ │ │ │ │          "867": 45,
│ │ │ │ │          "8676": 53,
│ │ │ │ │          "867e": 38,
│ │ │ │ │          "868e": 38,
│ │ │ │ │          "869e": 38,
│ │ │ │ │ -        "87": [32, 37, 38, 39, 42, 44, 49, 52, 55],
│ │ │ │ │ +        "87": [32, 37, 38, 39, 42, 44, 49, 55],
│ │ │ │ │          "8700": 53,
│ │ │ │ │          "871": 44,
│ │ │ │ │          "871e": 38,
│ │ │ │ │          "8724": 53,
│ │ │ │ │          "874": 38,
│ │ │ │ │          "8748": 53,
│ │ │ │ │          "874kb": 37,
│ │ │ │ │ @@ -4021,58 +4014,63 @@
│ │ │ │ │          "886e": 38,
│ │ │ │ │          "887": 42,
│ │ │ │ │          "88709677": 14,
│ │ │ │ │          "8871": 14,
│ │ │ │ │          "888": 45,
│ │ │ │ │          "88b": [19, 49, 50],
│ │ │ │ │          "89": [32, 37, 38, 39, 42, 44, 49, 55],
│ │ │ │ │ +        "8905666620511135429": 52,
│ │ │ │ │          "893": 45,
│ │ │ │ │          "893e": [38, 49],
│ │ │ │ │ -        "8944590791784654066": 52,
│ │ │ │ │          "897": [39, 44],
│ │ │ │ │          "8972": 41,
│ │ │ │ │          "897e": 49,
│ │ │ │ │          "8987": 42,
│ │ │ │ │ -        "8b": [16, 19, 36, 37, 39, 41, 42, 44, 45, 48, 50, 52, 53, 55],
│ │ │ │ │ +        "8b": [16, 19, 36, 37, 39, 41, 42, 44, 45, 48, 50, 53, 55],
│ │ │ │ │          "8kb": 55,
│ │ │ │ │          "8mb": 38,
│ │ │ │ │          "8x": 55,
│ │ │ │ │          "9": [3, 6, 7, 8, 12, 14, 19, 25, 27, 30, 32, 33, 34, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54],
│ │ │ │ │          "90": [3, 12, 32, 36, 37, 39, 42, 44, 49, 50, 55],
│ │ │ │ │ -        "900e": [49, 52],
│ │ │ │ │ +        "900e": 49,
│ │ │ │ │          "901000": 32,
│ │ │ │ │          "901901": 32,
│ │ │ │ │          "901901901": 32,
│ │ │ │ │          "904e": 49,
│ │ │ │ │          "905e": 49,
│ │ │ │ │          "90680094": 19,
│ │ │ │ │          "906e": 49,
│ │ │ │ │ +        "908e": 52,
│ │ │ │ │          "91": [12, 32, 37, 39, 42, 44, 49, 55],
│ │ │ │ │          "911": 45,
│ │ │ │ │          "912": 45,
│ │ │ │ │          "91275558": 37,
│ │ │ │ │          "912e": 38,
│ │ │ │ │          "913e": 38,
│ │ │ │ │          "915": 39,
│ │ │ │ │          "915e": 49,
│ │ │ │ │          "916": 37,
│ │ │ │ │          "9167": 46,
│ │ │ │ │          "917": 46,
│ │ │ │ │          "92": [6, 7, 32, 37, 39, 42, 44, 49, 55],
│ │ │ │ │          "921e": 38,
│ │ │ │ │ -        "9223372032873389537": 52,
│ │ │ │ │ -        "9223372033033758968": 52,
│ │ │ │ │ -        "9223372036854711788": 52,
│ │ │ │ │ -        "9223372036854713855": 52,
│ │ │ │ │ -        "9223372036854719962": 52,
│ │ │ │ │ -        "9223372036854720928": 52,
│ │ │ │ │ -        "9223372036854722103": 52,
│ │ │ │ │ -        "9223372036854775622": 52,
│ │ │ │ │ -        "9223372036854775652": 52,
│ │ │ │ │ -        "9223372036854775751": 52,
│ │ │ │ │ +        "9223372034140457165": 52,
│ │ │ │ │ +        "9223372036803285069": 52,
│ │ │ │ │ +        "9223372036854724926": 52,
│ │ │ │ │ +        "9223372036854729269": 52,
│ │ │ │ │ +        "9223372036854760110": 52,
│ │ │ │ │ +        "9223372036854761679": 52,
│ │ │ │ │ +        "9223372036854763508": 52,
│ │ │ │ │ +        "9223372036854766538": 52,
│ │ │ │ │ +        "9223372036854767732": 52,
│ │ │ │ │ +        "9223372036854772832": 52,
│ │ │ │ │ +        "9223372036854773748": 52,
│ │ │ │ │ +        "9223372036854775666": 52,
│ │ │ │ │ +        "9223372036854775761": 52,
│ │ │ │ │ +        "9223372036854775796": 52,
│ │ │ │ │          "9223372036854775807": 32,
│ │ │ │ │          "927": 39,
│ │ │ │ │          "929e": 38,
│ │ │ │ │          "93": [6, 32, 37, 39, 42, 44, 45, 49, 55],
│ │ │ │ │          "931542": 14,
│ │ │ │ │          "93154201": 14,
│ │ │ │ │          "93221199": 14,
│ │ │ │ │ @@ -4084,36 +4082,34 @@
│ │ │ │ │          "937": 41,
│ │ │ │ │          "9399": 37,
│ │ │ │ │          "94": [6, 32, 37, 39, 42, 44, 49, 55],
│ │ │ │ │          "941e": 52,
│ │ │ │ │          "942": 44,
│ │ │ │ │          "944e": [49, 54],
│ │ │ │ │          "947726688477": 46,
│ │ │ │ │ -        "9487": 46,
│ │ │ │ │          "95": [6, 9, 13, 32, 37, 39, 42, 44, 49, 55],
│ │ │ │ │          "9516": 14,
│ │ │ │ │          "9516129": 14,
│ │ │ │ │          "953": 39,
│ │ │ │ │          "9537291": 37,
│ │ │ │ │          "953e": 49,
│ │ │ │ │          "958": 46,
│ │ │ │ │          "95902648": 37,
│ │ │ │ │          "95a5a6": 49,
│ │ │ │ │          "96": [6, 32, 37, 39, 42, 44, 49, 55],
│ │ │ │ │          "960b": 25,
│ │ │ │ │ -        "960e": 52,
│ │ │ │ │          "961e": 38,
│ │ │ │ │          "963228": 14,
│ │ │ │ │          "96641818": 19,
│ │ │ │ │          "9667": [39, 41],
│ │ │ │ │          "967": [37, 39, 44],
│ │ │ │ │          "967409": 14,
│ │ │ │ │          "967e": 38,
│ │ │ │ │          "968e": 38,
│ │ │ │ │ -        "96b": [14, 19, 36, 37, 39, 41, 44, 49, 51, 52, 54, 55],
│ │ │ │ │ +        "96b": [14, 19, 36, 37, 39, 41, 44, 49, 51, 54, 55],
│ │ │ │ │          "97": [32, 37, 39, 42, 44, 49, 55],
│ │ │ │ │          "970": 32,
│ │ │ │ │          "971e": 49,
│ │ │ │ │          "973": 39,
│ │ │ │ │          "974": 45,
│ │ │ │ │          "97498828": 37,
│ │ │ │ │          "975426": 14,
│ │ │ │ │ @@ -4132,25 +4128,28 @@
│ │ │ │ │          "985": 44,
│ │ │ │ │          "98536051": 19,
│ │ │ │ │          "98th": 49,
│ │ │ │ │          "99": [32, 37, 39, 42, 44, 45, 49, 50, 55],
│ │ │ │ │          "991": 45,
│ │ │ │ │          "992b": 53,
│ │ │ │ │          "992e": 38,
│ │ │ │ │ +        "994": 37,
│ │ │ │ │          "995e": 49,
│ │ │ │ │          "996": 30,
│ │ │ │ │          "997": 30,
│ │ │ │ │          "998": 30,
│ │ │ │ │          "99809483": 19,
│ │ │ │ │ +        "9986": 37,
│ │ │ │ │          "998e": 38,
│ │ │ │ │ -        "999": 55,
│ │ │ │ │ +        "999": [37, 55],
│ │ │ │ │          "9999": [32, 37, 46],
│ │ │ │ │          "999999999": 32,
│ │ │ │ │          "99kb": 54,
│ │ │ │ │          "9b59b6": 49,
│ │ │ │ │ +        "9d\u00f6\u00b2": 52,
│ │ │ │ │          "9kb": [49, 55],
│ │ │ │ │          "A": [3, 5, 6, 8, 19, 24, 27, 30, 32, 33, 34, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 51, 52, 53, 54, 55],
│ │ │ │ │          "AS": 55,
│ │ │ │ │          "And": [7, 19, 49, 54],
│ │ │ │ │          "As": [12, 16, 24, 25, 32, 33, 37, 38, 39, 41, 42, 44, 46, 48, 49, 50, 51, 54, 55],
│ │ │ │ │          "At": [3, 16, 32, 38, 39, 46, 55],
│ │ │ │ │          "Be": 3,
│ │ │ │ │ @@ -4273,15 +4272,15 @@
│ │ │ │ │          "_validate_conn": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "_variabl": 55,
│ │ │ │ │          "_wait_cursor_for_draw_cm": 6,
│ │ │ │ │          "_wrap_proxy_error": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "_xy_index": 28,
│ │ │ │ │          "a0": [37, 49],
│ │ │ │ │          "a2": [37, 55],
│ │ │ │ │ -        "a512": 46,
│ │ │ │ │ +        "a6e4": 46,
│ │ │ │ │          "aaron": 55,
│ │ │ │ │          "ab": [37, 42, 44, 48],
│ │ │ │ │          "abandon": 55,
│ │ │ │ │          "abba": 41,
│ │ │ │ │          "abbrevi": 19,
│ │ │ │ │          "abc": [19, 39, 44, 55],
│ │ │ │ │          "abcd": [36, 46],
│ │ │ │ │ @@ -4725,14 +4724,15 @@
│ │ │ │ │          "bergemann": 55,
│ │ │ │ │          "besid": 55,
│ │ │ │ │          "best": [21, 24, 37, 44, 55],
│ │ │ │ │          "better": [16, 18, 29, 33, 34, 38, 49, 55],
│ │ │ │ │          "between": [3, 8, 14, 16, 24, 33, 34, 36, 37, 39, 40, 44, 45, 46, 48, 49, 51, 53, 54, 55],
│ │ │ │ │          "bewar": 38,
│ │ │ │ │          "beyond": [3, 16],
│ │ │ │ │ +        "bfbb": 46,
│ │ │ │ │          "bfill": [22, 24, 37, 40, 53, 55],
│ │ │ │ │          "bi": 4,
│ │ │ │ │          "bibtex": 16,
│ │ │ │ │          "bieker": 55,
│ │ │ │ │          "big": [3, 5, 25, 27, 38, 46, 55],
│ │ │ │ │          "bigger": 55,
│ │ │ │ │          "biggest": 55,
│ │ │ │ │ @@ -4857,15 +4857,14 @@
│ │ │ │ │          "bytes_": 55,
│ │ │ │ │          "bytes_io": 6,
│ │ │ │ │          "bytesbytescodec": 46,
│ │ │ │ │          "bytesio": 6,
│ │ │ │ │          "bytestr": 55,
│ │ │ │ │          "bzip2": 46,
│ │ │ │ │          "c": [3, 5, 7, 13, 16, 18, 19, 24, 29, 36, 37, 39, 41, 42, 44, 45, 46, 48, 49, 50, 51, 54, 55],
│ │ │ │ │ -        "c16": 52,
│ │ │ │ │          "ca": [44, 46],
│ │ │ │ │          "cabl": 55,
│ │ │ │ │          "cach": [6, 7, 8, 9, 10, 11, 12, 13, 26, 27, 30, 33, 34, 55],
│ │ │ │ │          "cache_dir": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "cachedir": 3,
│ │ │ │ │          "cachingfilemanag": [27, 55],
│ │ │ │ │          "calcul": [5, 9, 12, 15, 16, 37, 38, 42, 49, 51, 53, 55],
│ │ │ │ │ @@ -5664,14 +5663,15 @@
│ │ │ │ │          "duplic": [25, 28, 39, 55],
│ │ │ │ │          "durant": [35, 55],
│ │ │ │ │          "dure": [3, 6, 7, 8, 9, 10, 11, 12, 13, 22, 24, 30, 31, 33, 41, 42, 47, 55],
│ │ │ │ │          "dussin": 55,
│ │ │ │ │          "dwesl": 55,
│ │ │ │ │          "dynam": [49, 52, 55],
│ │ │ │ │          "d\u00edez": 55,
│ │ │ │ │ +        "d\u0117": 52,
│ │ │ │ │          "e": [1, 3, 5, 6, 7, 8, 9, 10, 11, 12, 13, 16, 19, 20, 22, 24, 25, 26, 28, 29, 30, 31, 32, 33, 34, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55],
│ │ │ │ │          "e74c3c": 49,
│ │ │ │ │          "each": [3, 8, 11, 12, 16, 19, 21, 24, 27, 30, 33, 34, 36, 37, 38, 39, 40, 41, 42, 44, 46, 48, 49, 50, 51, 52, 53, 55],
│ │ │ │ │          "eager": [24, 38, 55],
│ │ │ │ │          "eagerli": [38, 55],
│ │ │ │ │          "eagerly_compute_group": 55,
│ │ │ │ │          "earli": 38,
│ │ │ │ │ @@ -5976,15 +5976,15 @@
│ │ │ │ │          "flavor": 3,
│ │ │ │ │          "fleischmann": 55,
│ │ │ │ │          "fletcher32": 46,
│ │ │ │ │          "flexibl": [8, 16, 30, 31, 40, 41, 44, 45, 46, 49, 55],
│ │ │ │ │          "flip": 55,
│ │ │ │ │          "float": [8, 16, 26, 32, 36, 37, 38, 41, 46, 51, 55],
│ │ │ │ │          "float16": [52, 55],
│ │ │ │ │ -        "float32": [3, 46, 55],
│ │ │ │ │ +        "float32": [3, 46, 52, 55],
│ │ │ │ │          "float64": [8, 14, 16, 19, 25, 27, 32, 36, 37, 38, 39, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 55],
│ │ │ │ │          "float6412": 14,
│ │ │ │ │          "float64nan": 14,
│ │ │ │ │          "float_to_top": 55,
│ │ │ │ │          "floor": [22, 32, 53, 54, 55],
│ │ │ │ │          "florian": 55,
│ │ │ │ │          "flow": [21, 39, 55],
│ │ │ │ │ @@ -7429,14 +7429,15 @@
│ │ │ │ │          "huzii": 55,
│ │ │ │ │          "hvplot": [5, 49],
│ │ │ │ │          "hydrodynam": [7, 55],
│ │ │ │ │          "hypercub": 55,
│ │ │ │ │          "hypothesi": [3, 5, 18, 55],
│ │ │ │ │          "hyrax": 46,
│ │ │ │ │          "h\u00e4fner": 55,
│ │ │ │ │ +        "h\u00ef\u00e8\u0137\u0113": 52,
│ │ │ │ │          "h\u00f6chenberg": 55,
│ │ │ │ │          "h\u00f6rsch": 55,
│ │ │ │ │          "h\u00f8xbro": 55,
│ │ │ │ │          "i": [1, 3, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 17, 18, 19, 20, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 36, 37, 38, 39, 41, 42, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55],
│ │ │ │ │          "ia": [14, 39, 44],
│ │ │ │ │          "ian": 55,
│ │ │ │ │          "ical": 4,
│ │ │ │ │ @@ -7554,21 +7555,21 @@
│ │ │ │ │          "instanti": [27, 55],
│ │ │ │ │          "instead": [3, 6, 8, 12, 19, 20, 24, 29, 30, 31, 32, 34, 36, 37, 38, 39, 40, 41, 42, 44, 46, 48, 49, 51, 52, 55],
│ │ │ │ │          "institut": 35,
│ │ │ │ │          "instruct": [3, 46, 55],
│ │ │ │ │          "instrument": 39,
│ │ │ │ │          "insuffici": 37,
│ │ │ │ │          "int": [24, 33, 37, 51, 52, 55],
│ │ │ │ │ -        "int16": [3, 46],
│ │ │ │ │ +        "int16": [3, 46, 52],
│ │ │ │ │          "int32": [3, 55],
│ │ │ │ │          "int64": [3, 14, 19, 32, 36, 37, 38, 39, 41, 42, 44, 45, 46, 48, 49, 50, 51, 53, 54, 55],
│ │ │ │ │          "int641": 14,
│ │ │ │ │          "int64_max": 32,
│ │ │ │ │          "int64_min": 32,
│ │ │ │ │ -        "int8": [3, 52],
│ │ │ │ │ +        "int8": 3,
│ │ │ │ │          "intact": 55,
│ │ │ │ │          "intarr": 37,
│ │ │ │ │          "integ": [19, 20, 24, 27, 30, 32, 37, 39, 44, 46, 52, 55],
│ │ │ │ │          "integr": [5, 16, 18, 20, 27, 34, 37, 38, 40, 46, 49, 51, 53, 55],
│ │ │ │ │          "intend": [3, 19, 25, 29, 30, 39, 42, 55],
│ │ │ │ │          "intens": 46,
│ │ │ │ │          "intent": [26, 40, 42],
│ │ │ │ │ @@ -7651,15 +7652,15 @@
│ │ │ │ │          "iter_cont": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "itertool": [27, 54],
│ │ │ │ │          "its": [3, 6, 7, 8, 9, 10, 11, 12, 13, 16, 18, 19, 20, 27, 30, 33, 34, 37, 39, 41, 42, 44, 46, 48, 50, 51, 53, 55],
│ │ │ │ │          "itself": [3, 18, 19, 20, 24, 28, 30, 37, 39, 44, 46, 48, 55],
│ │ │ │ │          "iv": 42,
│ │ │ │ │          "ix": 44,
│ │ │ │ │          "ix_": 44,
│ │ │ │ │ -        "j": [16, 24, 40, 42, 44, 52, 55],
│ │ │ │ │ +        "j": [16, 24, 40, 42, 44, 55],
│ │ │ │ │          "jack": 55,
│ │ │ │ │          "jacob": 55,
│ │ │ │ │          "jaeschk": 55,
│ │ │ │ │          "jahren": 55,
│ │ │ │ │          "jame": 55,
│ │ │ │ │          "jan": [53, 54],
│ │ │ │ │          "jansen": 55,
│ │ │ │ │ @@ -7718,14 +7719,15 @@
│ │ │ │ │          "junip": 55,
│ │ │ │ │          "jupyt": 55,
│ │ │ │ │          "jupyterbook": 46,
│ │ │ │ │          "just": [3, 7, 11, 19, 20, 24, 25, 28, 30, 34, 39, 40, 42, 44, 46, 49, 50, 51, 52, 54, 55],
│ │ │ │ │          "justu": 55,
│ │ │ │ │          "jwen": 55,
│ │ │ │ │          "j\u00f6rdene": 55,
│ │ │ │ │ +        "j\u0121\u0159\u0167\u016d": 52,
│ │ │ │ │          "k": [3, 7, 13, 20, 24, 28, 45, 55],
│ │ │ │ │          "kai": 55,
│ │ │ │ │          "kanma": 55,
│ │ │ │ │          "karasiak": 55,
│ │ │ │ │          "karel": 55,
│ │ │ │ │          "karl": 55,
│ │ │ │ │          "katelyn": 55,
│ │ │ │ │ @@ -8533,15 +8535,15 @@
│ │ │ │ │          "overwhelm": 21,
│ │ │ │ │          "overwrit": [6, 7, 8, 9, 10, 11, 12, 13, 24, 30, 33, 36, 46, 55],
│ │ │ │ │          "overwrite_encoded_chunk": 55,
│ │ │ │ │          "overwritten": [46, 55],
│ │ │ │ │          "owen": 55,
│ │ │ │ │          "owenlittlejohn": 55,
│ │ │ │ │          "own": [3, 16, 26, 27, 39, 42, 46, 48, 51, 55],
│ │ │ │ │ -        "p": [13, 16, 32, 42, 46, 49, 52, 55],
│ │ │ │ │ +        "p": [13, 16, 32, 42, 46, 49, 55],
│ │ │ │ │          "p0": 55,
│ │ │ │ │          "pack": [46, 55],
│ │ │ │ │          "packag": [3, 5, 6, 7, 8, 9, 10, 11, 12, 13, 16, 18, 24, 27, 29, 30, 32, 33, 34, 38, 40, 41, 42, 46, 50, 52, 53, 55],
│ │ │ │ │          "pad": [25, 37, 44, 50, 53, 55],
│ │ │ │ │          "pad_inch": 6,
│ │ │ │ │          "pagani": 55,
│ │ │ │ │          "page": [0, 1, 24, 25, 26, 29, 30, 31, 32, 40, 42, 50, 55],
│ │ │ │ │ @@ -9643,14 +9645,15 @@
│ │ │ │ │          "quickbird": 5,
│ │ │ │ │          "quicker": 46,
│ │ │ │ │          "quickli": [16, 17, 38, 42, 52, 53],
│ │ │ │ │          "quickstart": 34,
│ │ │ │ │          "quit": [3, 46, 52, 55],
│ │ │ │ │          "quiver": 55,
│ │ │ │ │          "quoc": 55,
│ │ │ │ │ +        "q\u0101\u017e": 52,
│ │ │ │ │          "r": [6, 7, 8, 9, 10, 11, 12, 13, 26, 30, 32, 33, 37, 38, 39, 46, 55],
│ │ │ │ │          "rabbit": 42,
│ │ │ │ │          "race": 55,
│ │ │ │ │          "rachel": 55,
│ │ │ │ │          "radar": 5,
│ │ │ │ │          "rafael": 55,
│ │ │ │ │          "rag": 44,
│ │ │ │ │ @@ -9935,16 +9938,17 @@
│ │ │ │ │          "runner": 55,
│ │ │ │ │          "runtim": [24, 55],
│ │ │ │ │          "runtimewarn": [46, 55],
│ │ │ │ │          "russel": 55,
│ │ │ │ │          "russotto": 55,
│ │ │ │ │          "rutger": 55,
│ │ │ │ │          "ryan": [12, 35, 55],
│ │ │ │ │ +        "r\u0115": 52,
│ │ │ │ │          "s1": [46, 55],
│ │ │ │ │ -        "s2": [40, 52],
│ │ │ │ │ +        "s2": 40,
│ │ │ │ │          "s3": [6, 46, 55],
│ │ │ │ │          "s_da": 40,
│ │ │ │ │          "s_rho": 7,
│ │ │ │ │          "sa": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "saboo": 55,
│ │ │ │ │          "safe": [6, 7, 8, 9, 10, 11, 12, 13, 27, 30, 32, 33, 45, 46, 55],
│ │ │ │ │          "safe_chunk": 55,
│ │ │ │ │ @@ -10728,16 +10732,16 @@
│ │ │ │ │          "typecast": 55,
│ │ │ │ │          "typeerror": [27, 46, 55],
│ │ │ │ │          "typehint": 55,
│ │ │ │ │          "typic": [3, 7, 14, 16, 30, 34, 38, 46, 51],
│ │ │ │ │          "typing_extens": 55,
│ │ │ │ │          "typo": [3, 23, 55],
│ │ │ │ │          "tyre": 55,
│ │ │ │ │ -        "u": [3, 8, 12, 19, 21, 24, 26, 31, 32, 33, 34, 42, 44, 45, 46, 49, 50, 53, 54, 55],
│ │ │ │ │ -        "u000e8": 52,
│ │ │ │ │ +        "t\u00be\u0105": 52,
│ │ │ │ │ +        "u": [3, 8, 12, 19, 21, 24, 26, 31, 32, 33, 34, 42, 44, 45, 46, 49, 50, 52, 53, 54, 55],
│ │ │ │ │          "u1": [19, 36, 37, 39, 41, 44, 45, 46, 48, 50, 55],
│ │ │ │ │          "u2": [14, 37, 39, 44],
│ │ │ │ │          "u3": [53, 54, 55],
│ │ │ │ │          "u4": 55,
│ │ │ │ │          "u5": [19, 49],
│ │ │ │ │          "u6": [39, 42],
│ │ │ │ │          "u7": [37, 39],
│ │ │ │ │ @@ -10863,14 +10867,15 @@
│ │ │ │ │          "usr": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33],
│ │ │ │ │          "usual": [3, 16, 20, 27, 37, 38, 41, 44, 46, 50, 51, 55],
│ │ │ │ │          "utf": 46,
│ │ │ │ │          "util": [3, 5, 6, 7, 8, 9, 10, 11, 12, 13, 20, 30, 33, 34, 46, 55],
│ │ │ │ │          "utilis": 53,
│ │ │ │ │          "uw": 35,
│ │ │ │ │          "uxarrai": 26,
│ │ │ │ │ +        "u\u01039c": 52,
│ │ │ │ │          "v": [3, 8, 13, 16, 18, 28, 39, 42, 49, 50, 51],
│ │ │ │ │          "v0": [16, 39, 44, 50],
│ │ │ │ │          "v1": [6, 7, 8, 9, 10, 11, 12, 13, 30, 33, 37, 49, 55],
│ │ │ │ │          "v2": 55,
│ │ │ │ │          "v2022": 28,
│ │ │ │ │          "v3": [46, 55],
│ │ │ │ │          "vacant": 36,
│ │ │ │ │ @@ -11073,23 +11078,22 @@
│ │ │ │ │          "write_empty_chunk": 55,
│ │ │ │ │          "write_inherited_coord": 55,
│ │ │ │ │          "written": [3, 18, 24, 29, 37, 38, 39, 46, 52, 55],
│ │ │ │ │          "wrong": [3, 32, 55],
│ │ │ │ │          "wrongli": 55,
│ │ │ │ │          "wrote": 36,
│ │ │ │ │          "www": [7, 18],
│ │ │ │ │ +        "w\u00fb\u011d\u00bet": 52,
│ │ │ │ │          "x": [3, 5, 7, 8, 12, 13, 14, 18, 19, 20, 24, 25, 27, 28, 30, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 50, 51, 52, 54, 55],
│ │ │ │ │          "x0pahjgysxk": 18,
│ │ │ │ │          "x1": 36,
│ │ │ │ │ -        "x10": 52,
│ │ │ │ │          "x2": [36, 40],
│ │ │ │ │          "x27": 14,
│ │ │ │ │          "x64": 55,
│ │ │ │ │ -        "x8dvb": 52,
│ │ │ │ │ -        "x8e": 52,
│ │ │ │ │ +        "x93o\u00aa": 52,
│ │ │ │ │          "x_and_i": 37,
│ │ │ │ │          "x_bin": 41,
│ │ │ │ │          "x_bin_label": 41,
│ │ │ │ │          "x_chunk": 24,
│ │ │ │ │          "x_coars": 50,
│ │ │ │ │          "x_fine": 50,
│ │ │ │ │          "x_matrix_rank": 37,
│ │ │ │ │ @@ -11108,15 +11112,14 @@
│ │ │ │ │          "xbatcher": 5,
│ │ │ │ │          "xbpch": 5,
│ │ │ │ │          "xc": [12, 37, 46],
│ │ │ │ │          "xc0": 37,
│ │ │ │ │          "xcdat": [5, 55],
│ │ │ │ │          "xclim": 5,
│ │ │ │ │          "xd": 38,
│ │ │ │ │ -        "xd0": 52,
│ │ │ │ │          "xdev": 35,
│ │ │ │ │          "xdist": [3, 18, 55],
│ │ │ │ │          "xenomorph": 42,
│ │ │ │ │          "xeof": 5,
│ │ │ │ │          "xesmf": [5, 12],
│ │ │ │ │          "xfail": [3, 55],
│ │ │ │ │          "xframe": 5,
│ │ │ │ │ @@ -11147,14 +11150,15 @@
│ │ │ │ │          "xtick": [49, 55],
│ │ │ │ │          "xtrude": 5,
│ │ │ │ │          "xx": 37,
│ │ │ │ │          "xxxx": 3,
│ │ │ │ │          "xy_index": 28,
│ │ │ │ │          "xyz": 39,
│ │ │ │ │          "xyzpi": 5,
│ │ │ │ │ +        "x\u0127": 52,
│ │ │ │ │          "y": [7, 11, 12, 18, 19, 20, 24, 25, 28, 32, 36, 37, 38, 39, 41, 42, 44, 45, 46, 48, 50, 51, 52, 54, 55],
│ │ │ │ │          "y_coars": 50,
│ │ │ │ │          "y_fine": 50,
│ │ │ │ │          "y_rank": 38,
│ │ │ │ │          "y_win": 37,
│ │ │ │ │          "yai": 8,
│ │ │ │ │          "yalpha": 37,
│ │ │ │ │ @@ -11188,14 +11192,15 @@
│ │ │ │ │          "ytick": [49, 55],
│ │ │ │ │          "yuan": 55,
│ │ │ │ │          "yunu": 55,
│ │ │ │ │          "yve": 55,
│ │ │ │ │          "yvonn": 55,
│ │ │ │ │          "yyyi": [54, 55],
│ │ │ │ │          "yyyymmddhhmmss": 54,
│ │ │ │ │ +        "y\u0155\u013ep": 52,
│ │ │ │ │          "z": [7, 18, 19, 24, 25, 37, 39, 44, 45, 46, 49, 50, 52, 55],
│ │ │ │ │          "z1": 37,
│ │ │ │ │          "z2": 37,
│ │ │ │ │          "z3": 37,
│ │ │ │ │          "z_0": 7,
│ │ │ │ │          "z_rho": 7,
│ │ │ │ │          "zac": 55,
│ │ │ │ │ @@ -11224,31 +11229,65 @@
│ │ │ │ │          "zo_rho": 7,
│ │ │ │ │          "zonal": [5, 38, 49],
│ │ │ │ │          "zone": 32,
│ │ │ │ │          "zoom": 4,
│ │ │ │ │          "zstd": 46,
│ │ │ │ │          "zuckerberg": 55,
│ │ │ │ │          "z\u00fchlke": 55,
│ │ │ │ │ -        "\u00b2\u00ec\u013c\u00eb\u0140": 52,
│ │ │ │ │ -        "\u00ba": 52,
│ │ │ │ │ -        "\u00bc": 52,
│ │ │ │ │ -        "\u00e2": 52,
│ │ │ │ │ -        "\u00eex\u017e": 52,
│ │ │ │ │ -        "\u00f43": 52,
│ │ │ │ │ -        "\u00f5\u017c": 52,
│ │ │ │ │ -        "\u00f6\u012dxd": 52,
│ │ │ │ │ -        "\u0119": 52,
│ │ │ │ │ -        "\u011b\u017e\u00eb": 52,
│ │ │ │ │ -        "\u0129\u0161\u00e9\u0175v": 52,
│ │ │ │ │ -        "\u0163n\u017c\u00ef\u017c": 52,
│ │ │ │ │ -        "\u0165\u017e\u0173\u0115\u011d": 52,
│ │ │ │ │ -        "\u017eilv\u00ff": 52,
│ │ │ │ │ -        "\u017e\u00e3\u0119\u0169": 52,
│ │ │ │ │ -        "\u017e\u0169\u00ec": 52,
│ │ │ │ │ -        "\u017e\u017c": 52
│ │ │ │ │ +        "\u00b9\u0153\u011b": 52,
│ │ │ │ │ +        "\u00dfa\u017eb\u017c": 52,
│ │ │ │ │ +        "\u00df\u00e3": 52,
│ │ │ │ │ +        "\u00e1\u00e2\u013ac\u017e": 52,
│ │ │ │ │ +        "\u00e1\u00fel\u00b3\u017f": 52,
│ │ │ │ │ +        "\u00eb": 52,
│ │ │ │ │ +        "\u00eb\u017c": 52,
│ │ │ │ │ +        "\u00ed\u017c": 52,
│ │ │ │ │ +        "\u00f5\u00bc": 52,
│ │ │ │ │ +        "\u00f6\u00f8": 52,
│ │ │ │ │ +        "\u00f8\u0149\u012bo\u017e": 52,
│ │ │ │ │ +        "\u00f9\u012f\u0137\u017e": 52,
│ │ │ │ │ +        "\u00fa4s\u00ec": 52,
│ │ │ │ │ +        "\u0103\u00edx\u00b98": 52,
│ │ │ │ │ +        "\u0109\u0119\u017c\u0157\u011f": 52,
│ │ │ │ │ +        "\u010b\u00e1\u017c\u017e\u0129": 52,
│ │ │ │ │ +        "\u010d": 52,
│ │ │ │ │ +        "\u010f\u0119": 52,
│ │ │ │ │ +        "\u0111\u00ba\u0157\u00fe": 52,
│ │ │ │ │ +        "\u0113": 52,
│ │ │ │ │ +        "\u01150\u00ec\u017c": 52,
│ │ │ │ │ +        "\u0119\u017c3\u00e5\u00e8": 52,
│ │ │ │ │ +        "\u0121": 52,
│ │ │ │ │ +        "\u0121\u00f3\u00aa\u0171\u00ef": 52,
│ │ │ │ │ +        "\u0121\u017e\u010d\u0138\u017e": 52,
│ │ │ │ │ +        "\u0127b\u011b\u017e\u0173": 52,
│ │ │ │ │ +        "\u012f\u0115\u00fe\u00b21": 52,
│ │ │ │ │ +        "\u0131\u013c": 52,
│ │ │ │ │ +        "\u0135\u017c": 52,
│ │ │ │ │ +        "\u013a": 52,
│ │ │ │ │ +        "\u0140": 52,
│ │ │ │ │ +        "\u0142": 52,
│ │ │ │ │ +        "\u0142\u00b3\u017c": 52,
│ │ │ │ │ +        "\u0148\u00be\u00f0\u017e\u00fc": 52,
│ │ │ │ │ +        "\u0149": 52,
│ │ │ │ │ +        "\u015d\u0117\u0177": 52,
│ │ │ │ │ +        "\u0163\u00fdc": 52,
│ │ │ │ │ +        "\u0165s\u012by\u0167": 52,
│ │ │ │ │ +        "\u0165\u00f1": 52,
│ │ │ │ │ +        "\u0167": 52,
│ │ │ │ │ +        "\u0169\u00f5": 52,
│ │ │ │ │ +        "\u016d": 52,
│ │ │ │ │ +        "\u0171\u016b\u0161e\u0151": 52,
│ │ │ │ │ +        "\u0171\u017c\u017c0\u017c": 52,
│ │ │ │ │ +        "\u017c0q\u017c\u0109": 52,
│ │ │ │ │ +        "\u017c4k\u017e\u017a": 52,
│ │ │ │ │ +        "\u017cw": 52,
│ │ │ │ │ +        "\u017c\u0149\u014f\u013c": 52,
│ │ │ │ │ +        "\u017e\u0101": 52,
│ │ │ │ │ +        "\u017e\u011b\u0115\u017f\u0123": 52,
│ │ │ │ │ +        "\u017f\u00e3\u0161yi": 52
│ │ │ │ │      },
│ │ │ │ │      "titles": ["xarray", "API reference", "&lt;no title&gt;", "Contributing to xarray", "Developers meeting", "Xarray related projects", "GRIB Data Example", "ROMS Ocean Model Example", "Applying unvectorized functions with <code class=\"docutils literal notranslate\"><span class=\"pre\">apply_ufunc</span></code>", "Compare weighted and unweighted mean temperature", "Blank template", "Calculating Seasonal Averages from Time Series of Monthly Means", "Working with Multidimensional Coordinates", "Visualization Gallery", "Toy weather data", "Gallery", "Frequently Asked Questions", "Getting Started", "Installation", "Quick overview", "Overview: Why xarray?", "Getting Help", "How do I \u2026", "Xarray documentation", "Alternative chunked array types", "Integrating with duck arrays", "Extending xarray using accessors", "How to add a new backend", "How to create a custom index", "Xarray Internals", "Internal Design", "Interoperability of Xarray", "Time Coding", "Zarr Encoding Specification", "Development roadmap", "Tutorials and Videos", "Combining data", "Computation", "Parallel Computing with Dask", "Data Structures", "Working with numpy-like arrays", "GroupBy: Group and Bin Data", "Hierarchical data", "User Guide", "Indexing and selecting data", "Interpolating data", "Reading and writing files", "Configuration", "Working with pandas", "Plotting", "Reshaping and reorganizing data", "Terminology", "Testing your code", "Time series data", "Weather and climate data", "What\u2019s New"],
│ │ │ │ │      "titleterms": {
│ │ │ │ │          "": [13, 16, 55],
│ │ │ │ │          "0": 55,
│ │ │ │ │          "01": 55,
│ │ │ │ │          "02": 55,
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/user-guide/computation.html
│ │ │ │ @@ -879,15 +879,15 @@
│ │ │ │  <span class="go">  * param                       (param) &lt;U2 16B &#39;a&#39; &#39;xc&#39;</span>
│ │ │ │  <span class="go">  * cov_i                       (cov_i) &lt;U2 16B &#39;a&#39; &#39;xc&#39;</span>
│ │ │ │  <span class="go">  * cov_j                       (cov_j) &lt;U2 16B &#39;a&#39; &#39;xc&#39;</span>
│ │ │ │  <span class="go">Data variables:</span>
│ │ │ │  <span class="go">    var2_curvefit_coefficients  (x, param) float64 2kB 3.0 -5.0 3.0 ... 3.0 4.9</span>
│ │ │ │  <span class="go">    var2_curvefit_covariance    (x, cov_i, cov_j) float64 3kB 9.286e-14 ... 1...</span>
│ │ │ │  <span class="go">    var3_curvefit_coefficients  (x, param) float64 2kB 0.9999 5.0 ... 1.0 -4.9</span>
│ │ │ │ -<span class="go">    var3_curvefit_covariance    (x, cov_i, cov_j) float64 3kB 5.825e-11 ... 1...</span>
│ │ │ │ +<span class="go">    var3_curvefit_covariance    (x, cov_i, cov_j) float64 3kB 5.825e-11 ... 8...</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>We can also fit multi-dimensional functions, and even use a wrapper function to
│ │ │ │  simultaneously fit a summation of several functions, such as this field containing
│ │ │ │  two gaussian peaks:</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [102]: </span><span class="k">def</span> <span class="nf">gaussian_2d</span><span class="p">(</span><span class="n">coords</span><span class="p">,</span> <span class="n">a</span><span class="p">,</span> <span class="n">xc</span><span class="p">,</span> <span class="n">yc</span><span class="p">,</span> <span class="n">xalpha</span><span class="p">,</span> <span class="n">yalpha</span><span class="p">):</span>
│ │ │ │  <span class="gp">   .....: </span>    <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">coords</span>
│ │ │ │ @@ -934,16 +934,16 @@
│ │ │ │  <span class="go">&lt;xarray.Dataset&gt; Size: 2kB</span>
│ │ │ │  <span class="go">Dimensions:                (param: 10, cov_i: 10, cov_j: 10)</span>
│ │ │ │  <span class="go">Coordinates:</span>
│ │ │ │  <span class="go">  * param                  (param) &lt;U7 280B &#39;a0&#39; &#39;xc0&#39; ... &#39;xalpha1&#39; &#39;yalpha1&#39;</span>
│ │ │ │  <span class="go">  * cov_i                  (cov_i) &lt;U7 280B &#39;a0&#39; &#39;xc0&#39; ... &#39;xalpha1&#39; &#39;yalpha1&#39;</span>
│ │ │ │  <span class="go">  * cov_j                  (cov_j) &lt;U7 280B &#39;a0&#39; &#39;xc0&#39; ... &#39;xalpha1&#39; &#39;yalpha1&#39;</span>
│ │ │ │  <span class="go">Data variables:</span>
│ │ │ │ -<span class="go">    curvefit_coefficients  (param) float64 80B 3.0 1.004 1.003 ... 1.007 1.008</span>
│ │ │ │ -<span class="go">    curvefit_covariance    (cov_i, cov_j) float64 800B 3.362e-05 ... 2.125e-05</span>
│ │ │ │ +<span class="go">    curvefit_coefficients  (param) float64 80B 1.994 -0.9986 ... 1.999 0.9986</span>
│ │ │ │ +<span class="go">    curvefit_covariance    (cov_i, cov_j) float64 800B 6.556e-05 ... 4.467e-06</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="admonition note">
│ │ │ │  <p class="admonition-title">Note</p>
│ │ │ │  <p>This method replicates the behavior of <code class="xref py py-func docutils literal notranslate"><span class="pre">scipy.optimize.curve_fit()</span></code>.</p>
│ │ │ │  </div>
│ │ │ │  </section>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -721,15 +721,15 @@
│ │ │ │ │    * cov_j                       (cov_j) <U2 16B 'a' 'xc'
│ │ │ │ │  Data variables:
│ │ │ │ │      var2_curvefit_coefficients  (x, param) float64 2kB 3.0 -5.0 3.0 ... 3.0 4.9
│ │ │ │ │      var2_curvefit_covariance    (x, cov_i, cov_j) float64 3kB 9.286e-14 ...
│ │ │ │ │  1...
│ │ │ │ │      var3_curvefit_coefficients  (x, param) float64 2kB 0.9999 5.0 ... 1.0 -4.9
│ │ │ │ │      var3_curvefit_covariance    (x, cov_i, cov_j) float64 3kB 5.825e-11 ...
│ │ │ │ │ -1...
│ │ │ │ │ +8...
│ │ │ │ │  We can also fit multi-dimensional functions, and even use a wrapper function to
│ │ │ │ │  simultaneously fit a summation of several functions, such as this field
│ │ │ │ │  containing two gaussian peaks:
│ │ │ │ │  In [102]: def gaussian_2d(coords, a, xc, yc, xalpha, yalpha):
│ │ │ │ │     .....:     x, y = coords
│ │ │ │ │     .....:     z = a * np.exp(
│ │ │ │ │     .....:         -np.square(x - xc) / 2 / np.square(xalpha)
│ │ │ │ │ @@ -775,16 +775,16 @@
│ │ │ │ │  <xarray.Dataset> Size: 2kB
│ │ │ │ │  Dimensions:                (param: 10, cov_i: 10, cov_j: 10)
│ │ │ │ │  Coordinates:
│ │ │ │ │    * param                  (param) <U7 280B 'a0' 'xc0' ... 'xalpha1' 'yalpha1'
│ │ │ │ │    * cov_i                  (cov_i) <U7 280B 'a0' 'xc0' ... 'xalpha1' 'yalpha1'
│ │ │ │ │    * cov_j                  (cov_j) <U7 280B 'a0' 'xc0' ... 'xalpha1' 'yalpha1'
│ │ │ │ │  Data variables:
│ │ │ │ │ -    curvefit_coefficients  (param) float64 80B 3.0 1.004 1.003 ... 1.007 1.008
│ │ │ │ │ -    curvefit_covariance    (cov_i, cov_j) float64 800B 3.362e-05 ... 2.125e-05
│ │ │ │ │ +    curvefit_coefficients  (param) float64 80B 1.994 -0.9986 ... 1.999 0.9986
│ │ │ │ │ +    curvefit_covariance    (cov_i, cov_j) float64 800B 6.556e-05 ... 4.467e-06
│ │ │ │ │  Note
│ │ │ │ │  This method replicates the behavior of scipy.optimize.curve_fit().
│ │ │ │ │  ********** BBrrooaaddccaassttiinngg bbyy ddiimmeennssiioonn nnaammee_?¶ **********
│ │ │ │ │  DataArray objects automatically align themselves (“broadcasting” in the numpy
│ │ │ │ │  parlance) by dimension name instead of axis order. With xarray, you do not need
│ │ │ │ │  to transpose arrays or insert dimensions of length 1 to get array operations to
│ │ │ │ │  work, as commonly done in numpy with numpy.reshape() or numpy.newaxis.
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/user-guide/data-structures.html
│ │ │ │ @@ -731,18 +731,18 @@
│ │ │ │  a method call with an external function (e.g., <code class="docutils literal notranslate"><span class="pre">ds.pipe(func)</span></code>) instead of
│ │ │ │  simply calling it (e.g., <code class="docutils literal notranslate"><span class="pre">func(ds)</span></code>). This allows you to write pipelines for
│ │ │ │  transforming your data (using “method chaining”) instead of writing hard to
│ │ │ │  follow nested function calls:</p>
│ │ │ │  <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>
│ │ │ │  <span class="go"># entirely from left to right</span>
│ │ │ │  <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">&quot;instrument&quot;</span><span class="p">))</span>
│ │ │ │ -<span class="gh">Out[64]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f5fd3fd6490&gt;]</span>
│ │ │ │ +<span class="gh">Out[64]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f34b88ca490&gt;]</span>
│ │ │ │  
│ │ │ │  <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">&quot;instrument&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">pipe</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">))</span>
│ │ │ │ -<span class="gh">Out[65]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f5fd3fd6210&gt;]</span>
│ │ │ │ +<span class="gh">Out[65]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f34b88ca210&gt;]</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <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
│ │ │ │  (<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
│ │ │ │  <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>
│ │ │ │  <p>With xarray, there is no performance penalty for creating new datasets, even if
│ │ │ │  variables are lazily loaded from a file on disk. Creating new objects instead
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -585,19 +585,19 @@
│ │ │ │ │  There is also the pipe() method that allows you to use a method call with an
│ │ │ │ │  external function (e.g., ds.pipe(func)) instead of simply calling it (e.g.,
│ │ │ │ │  func(ds)). This allows you to write pipelines for transforming your data (using
│ │ │ │ │  “method chaining”) instead of writing hard to follow nested function calls:
│ │ │ │ │  # these lines are equivalent, but with pipe we can make the logic flow
│ │ │ │ │  # entirely from left to right
│ │ │ │ │  In [64]: plt.plot((2 * ds.temperature.sel(loc=0)).mean("instrument"))
│ │ │ │ │ -Out[64]: [<matplotlib.lines.Line2D at 0x7f5fd3fd6490>]
│ │ │ │ │ +Out[64]: [<matplotlib.lines.Line2D at 0x7f34b88ca490>]
│ │ │ │ │  
│ │ │ │ │  In [65]: (ds.temperature.sel(loc=0).pipe(lambda x: 2 * x).mean
│ │ │ │ │  ("instrument").pipe(plt.plot))
│ │ │ │ │ -Out[65]: [<matplotlib.lines.Line2D at 0x7f5fd3fd6210>]
│ │ │ │ │ +Out[65]: [<matplotlib.lines.Line2D at 0x7f34b88ca210>]
│ │ │ │ │  Both pipe and assign replicate the pandas methods of the same names
│ │ │ │ │  (_D_a_t_a_F_r_a_m_e_._p_i_p_e and _D_a_t_a_F_r_a_m_e_._a_s_s_i_g_n).
│ │ │ │ │  With xarray, there is no performance penalty for creating new datasets, even if
│ │ │ │ │  variables are lazily loaded from a file on disk. Creating new objects instead
│ │ │ │ │  of mutating existing objects often results in easier to understand code, so we
│ │ │ │ │  encourage using this approach.
│ │ │ │ │  ******** RReennaammiinngg vvaarriiaabblleess_?¶ ********
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/user-guide/hierarchical-data.html
│ │ │ │ @@ -982,15 +982,15 @@
│ │ │ │  <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!
│ │ │ │  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.
│ │ │ │  This allows us to provide features like <a class="reference internal" href="#coordinate-inheritance"><span class="std std-ref">Coordinate Inheritance</span></a>.</p>
│ │ │ │  </div>
│ │ │ │  <p>To demonstrate, let’s first generate some example datasets which are not aligned with one another:</p>
│ │ │ │  <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>
│ │ │ │  <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">&quot;air_temperature&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">drop_attrs</span><span class="p">()</span>
│ │ │ │ -<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f5fd2b2da90&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │ +<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34b8315a90&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <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">&quot;D&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="s2">&quot;time&quot;</span><span class="p">)</span>
│ │ │ │  <span class="go">KeyError: &quot;No variable named &#39;time&#39;. Variables on the dataset include [&#39;foo&#39;, &#39;x&#39;, &#39;letters&#39;]&quot;</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <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">&quot;W&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="s2">&quot;time&quot;</span><span class="p">)</span>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -870,15 +870,15 @@
│ │ │ │ │  To demonstrate, let’s first generate some example datasets which are not
│ │ │ │ │  aligned with one another:
│ │ │ │ │  # (drop the attributes just to make the printed representation shorter)
│ │ │ │ │  In [89]: ds = xr.tutorial.open_dataset("air_temperature").drop_attrs()
│ │ │ │ │  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
│ │ │ │ │ -0x7f5fd2b2da90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34b8315a90>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  
│ │ │ │ │  In [90]: ds_daily = ds.resample(time="D").mean("time")
│ │ │ │ │  KeyError: "No variable named 'time'. Variables on the dataset include ['foo',
│ │ │ │ │  'x', 'letters']"
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/user-guide/indexing.html
│ │ │ │ @@ -653,15 +653,15 @@
│ │ │ │  to a collection specified weather station latitudes and longitudes.
│ │ │ │  To trigger vectorized indexing behavior
│ │ │ │  you will need to provide the selection dimensions with a new
│ │ │ │  shared output dimension name. In the example below, the selections
│ │ │ │  of the closest latitude and longitude are renamed to an output
│ │ │ │  dimension named “points”:</p>
│ │ │ │  <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">&quot;air_temperature&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f5fd2b2e350&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │ +<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34b8316350&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <span class="go"># Define target latitude and longitude (where weather stations might be)</span>
│ │ │ │  <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">&quot;points&quot;</span><span class="p">)</span>
│ │ │ │  
│ │ │ │  <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">&quot;points&quot;</span><span class="p">)</span>
│ │ │ │  
│ │ │ │ @@ -697,15 +697,15 @@
│ │ │ │  </div>
│ │ │ │  </section>
│ │ │ │  <section id="assigning-values-with-indexing">
│ │ │ │  <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>
│ │ │ │  <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
│ │ │ │  can use indexing with <code class="docutils literal notranslate"><span class="pre">.loc</span></code> :</p>
│ │ │ │  <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">&quot;air_temperature&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f5fd2b2c690&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │ +<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34b8314550&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <span class="go"># add an empty 2D dataarray</span>
│ │ │ │  <span class="gp">In [58]: </span><span class="n">ds</span><span class="p">[</span><span class="s2">&quot;empty&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">xr</span><span class="o">.</span><span class="n">full_like</span><span class="p">(</span><span class="n">ds</span><span class="o">.</span><span class="n">air</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="s2">&quot;time&quot;</span><span class="p">),</span> <span class="n">fill_value</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
│ │ │ │  <span class="go">AttributeError: &#39;Dataset&#39; object has no attribute &#39;air&#39;</span>
│ │ │ │  
│ │ │ │  
│ │ │ │ @@ -869,15 +869,15 @@
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <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>
│ │ │ │  <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">&quot;eraint_uvz&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">isel</span><span class="p">(</span>
│ │ │ │  <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>
│ │ │ │  <span class="gp">   ....: </span><span class="p">)</span>
│ │ │ │  <span class="gp">   ....: </span>
│ │ │ │ -<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/eraint_uvz.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f5fd2b2d950&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │ +<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/eraint_uvz.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34b8315950&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <span class="go"># set all values to 0</span>
│ │ │ │  <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>
│ │ │ │  <span class="go">NameError: name &#39;ds_org&#39; is not defined</span>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -476,15 +476,15 @@
│ │ │ │ │  with a new shared output dimension name. In the example below, the selections
│ │ │ │ │  of the closest latitude and longitude are renamed to an output dimension named
│ │ │ │ │  “points”:
│ │ │ │ │  In [52]: ds = xr.tutorial.open_dataset("air_temperature")
│ │ │ │ │  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
│ │ │ │ │ -0x7f5fd2b2e350>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34b8316350>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  
│ │ │ │ │  # Define target latitude and longitude (where weather stations might be)
│ │ │ │ │  In [53]: target_lon = xr.DataArray([200, 201, 202, 205], dims="points")
│ │ │ │ │  
│ │ │ │ │  In [54]: target_lat = xr.DataArray([31, 41, 42, 42], dims="points")
│ │ │ │ │ @@ -516,15 +516,15 @@
│ │ │ │ │  ********** AAssssiiggnniinngg vvaalluueess wwiitthh iinnddeexxiinngg_?¶ **********
│ │ │ │ │  To select and assign values to a portion of a DataArray() you can use indexing
│ │ │ │ │  with .loc :
│ │ │ │ │  In [57]: ds = xr.tutorial.open_dataset("air_temperature")
│ │ │ │ │  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
│ │ │ │ │ -0x7f5fd2b2c690>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34b8314550>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  
│ │ │ │ │  # add an empty 2D dataarray
│ │ │ │ │  In [58]: ds["empty"] = xr.full_like(ds.air.mean("time"), fill_value=0)
│ │ │ │ │  AttributeError: 'Dataset' object has no attribute 'air'
│ │ │ │ │  
│ │ │ │ │ @@ -678,15 +678,15 @@
│ │ │ │ │  In [83]: ds_org = xr.tutorial.open_dataset("eraint_uvz").isel(
│ │ │ │ │     ....:     latitude=slice(56, 59), longitude=slice(255, 258), level=0
│ │ │ │ │     ....: )
│ │ │ │ │     ....:
│ │ │ │ │  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
│ │ │ │ │ -0x7f5fd2b2d950>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34b8315950>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  
│ │ │ │ │  # set all values to 0
│ │ │ │ │  In [84]: ds = xr.zeros_like(ds_org)
│ │ │ │ │  NameError: name 'ds_org' is not defined
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/user-guide/interpolation.html
│ │ │ │ @@ -237,24 +237,24 @@
│ │ │ │  <span class="gp">   ....: </span>    <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">2</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span><span class="p">,</span> <span class="mi">10</span><span class="p">)),</span>
│ │ │ │  <span class="gp">   ....: </span>    <span class="n">dims</span><span class="o">=</span><span class="s2">&quot;x&quot;</span><span class="p">,</span>
│ │ │ │  <span class="gp">   ....: </span>    <span class="n">coords</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;x&quot;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">)},</span>
│ │ │ │  <span class="gp">   ....: </span><span class="p">)</span>
│ │ │ │  <span class="gp">   ....: </span>
│ │ │ │  
│ │ │ │  <span class="gp">In [17]: </span><span class="n">da</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="s2">&quot;o&quot;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;original&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[17]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f60069fde50&gt;]</span>
│ │ │ │ +<span class="gh">Out[17]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f34c1c22350&gt;]</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [18]: </span><span class="n">da</span><span class="o">.</span><span class="n">interp</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">100</span><span class="p">))</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;linear (default)&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[18]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f60069fdbd0&gt;]</span>
│ │ │ │ +<span class="gh">Out[18]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f34e3691450&gt;]</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [19]: </span><span class="n">da</span><span class="o">.</span><span class="n">interp</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">100</span><span class="p">),</span> <span class="n">method</span><span class="o">=</span><span class="s2">&quot;cubic&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;cubic&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[19]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f60069fda90&gt;]</span>
│ │ │ │ +<span class="gh">Out[19]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f34e36916d0&gt;]</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [20]: </span><span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
│ │ │ │ -<span class="gh">Out[20]: </span><span class="go">&lt;matplotlib.legend.Legend at 0x7f5fed18fa10&gt;</span>
│ │ │ │ +<span class="gh">Out[20]: </span><span class="go">&lt;matplotlib.legend.Legend at 0x7f34c1c14050&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <a class="reference internal image-reference" href="../_images/interpolation_sample1.png"><img alt="../_images/interpolation_sample1.png" src="../_images/interpolation_sample1.png" style="width: 4in;" />
│ │ │ │  </a>
│ │ │ │  <p>Additional keyword arguments can be passed to scipy’s functions.</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="go"># fill 0 for the outside of the original coordinates.</span>
│ │ │ │  <span class="gp">In [21]: </span><span class="n">da</span><span class="o">.</span><span class="n">interp</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mf">0.5</span><span class="p">,</span> <span class="mf">1.5</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;fill_value&quot;</span><span class="p">:</span> <span class="mf">0.0</span><span class="p">})</span>
│ │ │ │ @@ -439,15 +439,15 @@
│ │ │ │  see <a class="reference internal" href="computation.html#missing-values"><span class="std std-ref">Missing values</span></a>.</p>
│ │ │ │  </section>
│ │ │ │  <section id="example">
│ │ │ │  <h2>Example<a class="headerlink" href="#example" title="Link to this heading">¶</a></h2>
│ │ │ │  <p>Let’s see how <code class="xref py py-meth docutils literal notranslate"><span class="pre">interp()</span></code> works on real data.</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="go"># Raw data</span>
│ │ │ │  <span class="gp">In [44]: </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">&quot;air_temperature&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">isel</span><span class="p">(</span><span class="n">time</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
│ │ │ │ -<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f60069ff9d0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │ +<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34c1c239d0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <span class="gp">In [45]: </span><span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">ncols</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">4</span><span class="p">))</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [46]: </span><span class="n">ds</span><span class="o">.</span><span class="n">air</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ax</span><span class="o">=</span><span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
│ │ │ │  <span class="go">AttributeError: &#39;Dataset&#39; object has no attribute &#39;air&#39;</span>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -153,26 +153,26 @@
│ │ │ │ │     ....:     np.sin(np.linspace(0, 2 * np.pi, 10)),
│ │ │ │ │     ....:     dims="x",
│ │ │ │ │     ....:     coords={"x": np.linspace(0, 1, 10)},
│ │ │ │ │     ....: )
│ │ │ │ │     ....:
│ │ │ │ │  
│ │ │ │ │  In [17]: da.plot.line("o", label="original")
│ │ │ │ │ -Out[17]: [<matplotlib.lines.Line2D at 0x7f60069fde50>]
│ │ │ │ │ +Out[17]: [<matplotlib.lines.Line2D at 0x7f34c1c22350>]
│ │ │ │ │  
│ │ │ │ │  In [18]: da.interp(x=np.linspace(0, 1, 100)).plot.line(label="linear
│ │ │ │ │  (default)")
│ │ │ │ │ -Out[18]: [<matplotlib.lines.Line2D at 0x7f60069fdbd0>]
│ │ │ │ │ +Out[18]: [<matplotlib.lines.Line2D at 0x7f34e3691450>]
│ │ │ │ │  
│ │ │ │ │  In [19]: da.interp(x=np.linspace(0, 1, 100), method="cubic").plot.line
│ │ │ │ │  (label="cubic")
│ │ │ │ │ -Out[19]: [<matplotlib.lines.Line2D at 0x7f60069fda90>]
│ │ │ │ │ +Out[19]: [<matplotlib.lines.Line2D at 0x7f34e36916d0>]
│ │ │ │ │  
│ │ │ │ │  In [20]: plt.legend()
│ │ │ │ │ -Out[20]: <matplotlib.legend.Legend at 0x7f5fed18fa10>
│ │ │ │ │ +Out[20]: <matplotlib.legend.Legend at 0x7f34c1c14050>
│ │ │ │ │  _[_._._/___i_m_a_g_e_s_/_i_n_t_e_r_p_o_l_a_t_i_o_n___s_a_m_p_l_e_1_._p_n_g_]
│ │ │ │ │  Additional keyword arguments can be passed to scipy’s functions.
│ │ │ │ │  # fill 0 for the outside of the original coordinates.
│ │ │ │ │  In [21]: da.interp(x=np.linspace(-0.5, 1.5, 10), kwargs={"fill_value": 0.0})
│ │ │ │ │  Out[21]:
│ │ │ │ │  <xarray.DataArray (x: 10)> Size: 80B
│ │ │ │ │  array([ 0.   ,  0.   ,  0.   ,  0.814,  0.604, -0.604, -0.814,  0.   ,  0.   ,
│ │ │ │ │ @@ -338,15 +338,15 @@
│ │ │ │ │  ********** EExxaammppllee_?¶ **********
│ │ │ │ │  Let’s see how interp() works on real data.
│ │ │ │ │  # Raw data
│ │ │ │ │  In [44]: ds = xr.tutorial.open_dataset("air_temperature").isel(time=0)
│ │ │ │ │  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
│ │ │ │ │ -0x7f60069ff9d0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34c1c239d0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  
│ │ │ │ │  In [45]: fig, axes = plt.subplots(ncols=2, figsize=(10, 4))
│ │ │ │ │  
│ │ │ │ │  In [46]: ds.air.plot(ax=axes[0])
│ │ │ │ │  AttributeError: 'Dataset' object has no attribute 'air'
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/user-guide/io.html
│ │ │ │ @@ -630,15 +630,15 @@
│ │ │ │  <span class="gp">   ....: </span>        <span class="s2">&quot;y&quot;</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">date_range</span><span class="p">(</span><span class="s2">&quot;2000-01-01&quot;</span><span class="p">,</span> <span class="n">periods</span><span class="o">=</span><span class="mi">5</span><span class="p">),</span>
│ │ │ │  <span class="gp">   ....: </span>        <span class="s2">&quot;z&quot;</span><span class="p">:</span> <span class="p">(</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="nb">list</span><span class="p">(</span><span class="s2">&quot;abcd&quot;</span><span class="p">)),</span>
│ │ │ │  <span class="gp">   ....: </span>    <span class="p">},</span>
│ │ │ │  <span class="gp">   ....: </span><span class="p">)</span>
│ │ │ │  <span class="gp">   ....: </span>
│ │ │ │  
│ │ │ │  <span class="gp">In [13]: </span><span class="n">ds</span><span class="o">.</span><span class="n">to_zarr</span><span class="p">(</span><span class="s2">&quot;path/to/directory.zarr&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[13]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f5fd3018b80&gt;</span>
│ │ │ │ +<span class="gh">Out[13]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f34ab3a0b80&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>(The suffix <code class="docutils literal notranslate"><span class="pre">.zarr</span></code> is optional–just a reminder that a zarr store lives
│ │ │ │  there.) If the directory does not exist, it will be created. If a zarr
│ │ │ │  store is already present at that path, an error will be raised, preventing it
│ │ │ │  from being overwritten. To override this behavior and overwrite an existing
│ │ │ │  store, add <code class="docutils literal notranslate"><span class="pre">mode='w'</span></code> when invoking <code class="xref py py-meth docutils literal notranslate"><span class="pre">to_zarr()</span></code>.</p>
│ │ │ │ @@ -658,19 +658,19 @@
│ │ │ │  <p>To read back a zarr dataset that has been created this way, we use the
│ │ │ │  <code class="xref py py-func docutils literal notranslate"><span class="pre">open_zarr()</span></code> method:</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [14]: </span><span class="n">ds_zarr</span> <span class="o">=</span> <span class="n">xr</span><span class="o">.</span><span class="n">open_zarr</span><span class="p">(</span><span class="s2">&quot;path/to/directory.zarr&quot;</span><span class="p">)</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [15]: </span><span class="n">ds_zarr</span>
│ │ │ │  <span class="gh">Out[15]: </span>
│ │ │ │  <span class="go">&lt;xarray.Dataset&gt; Size: 264B</span>
│ │ │ │ -<span class="go">Dimensions:  (x: 4, y: 5)</span>
│ │ │ │ +<span class="go">Dimensions:  (y: 5, x: 4)</span>
│ │ │ │  <span class="go">Coordinates:</span>
│ │ │ │ -<span class="go">    z        (x) object 32B dask.array&lt;chunksize=(4,), meta=np.ndarray&gt;</span>
│ │ │ │  <span class="go">  * y        (y) datetime64[ns] 40B 2000-01-01 2000-01-02 ... 2000-01-05</span>
│ │ │ │  <span class="go">  * x        (x) int64 32B 10 20 30 40</span>
│ │ │ │ +<span class="go">    z        (x) object 32B dask.array&lt;chunksize=(4,), meta=np.ndarray&gt;</span>
│ │ │ │  <span class="go">Data variables:</span>
│ │ │ │  <span class="go">    foo      (x, y) float64 160B dask.array&lt;chunksize=(4, 5), meta=np.ndarray&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <section id="cloud-storage-buckets">
│ │ │ │  <h3>Cloud Storage Buckets<a class="headerlink" href="#cloud-storage-buckets" title="Link to this heading">¶</a></h3>
│ │ │ │  <p>It is possible to read and write xarray datasets directly from / to cloud
│ │ │ │ @@ -724,36 +724,36 @@
│ │ │ │  
│ │ │ │  <span class="gp">In [18]: </span><span class="n">ds</span> <span class="o">=</span> <span class="n">xr</span><span class="o">.</span><span class="n">Dataset</span><span class="p">({</span><span class="s2">&quot;foo&quot;</span><span class="p">:</span> <span class="p">(</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="n">dummies</span><span class="p">)},</span> <span class="n">coords</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;x&quot;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">30</span><span class="p">)})</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [19]: </span><span class="n">path</span> <span class="o">=</span> <span class="s2">&quot;path/to/directory.zarr&quot;</span>
│ │ │ │  
│ │ │ │  <span class="go"># Now we write the metadata without computing any array values</span>
│ │ │ │  <span class="gp">In [20]: </span><span class="n">ds</span><span class="o">.</span><span class="n">to_zarr</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">compute</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[20]: </span><span class="go">Delayed(&#39;_finalize_store-621207f7-9487-48ea-a512-0a05a95bdb89&#39;)</span>
│ │ │ │ +<span class="gh">Out[20]: </span><span class="go">Delayed(&#39;_finalize_store-4704d6e2-a6e4-4d84-bfbb-741b1ece4be8&#39;)</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>Now, a Zarr store with the correct variable shapes and attributes exists that
│ │ │ │  can be filled out by subsequent calls to <code class="docutils literal notranslate"><span class="pre">to_zarr</span></code>.
│ │ │ │  Setting <code class="docutils literal notranslate"><span class="pre">region=&quot;auto&quot;</span></code> will open the existing store and determine the
│ │ │ │  correct alignment of the new data with the existing dimensions, or as an
│ │ │ │  explicit mapping from dimension names to Python <code class="docutils literal notranslate"><span class="pre">slice</span></code> objects indicating
│ │ │ │  where the data should be written (in index space, not label space), e.g.,</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="go"># For convenience, we&#39;ll slice a single dataset, but in the real use-case</span>
│ │ │ │  <span class="go"># we would create them separately possibly even from separate processes.</span>
│ │ │ │  <span class="gp">In [21]: </span><span class="n">ds</span> <span class="o">=</span> <span class="n">xr</span><span class="o">.</span><span class="n">Dataset</span><span class="p">({</span><span class="s2">&quot;foo&quot;</span><span class="p">:</span> <span class="p">(</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">30</span><span class="p">))},</span> <span class="n">coords</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;x&quot;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">30</span><span class="p">)})</span>
│ │ │ │  
│ │ │ │  <span class="go"># Any of the following region specifications are valid</span>
│ │ │ │  <span class="gp">In [22]: </span><span class="n">ds</span><span class="o">.</span><span class="n">isel</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="nb">slice</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span><span class="o">.</span><span class="n">to_zarr</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">region</span><span class="o">=</span><span class="s2">&quot;auto&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[22]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f5fd3019ea0&gt;</span>
│ │ │ │ +<span class="gh">Out[22]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f34ab3a1f30&gt;</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [23]: </span><span class="n">ds</span><span class="o">.</span><span class="n">isel</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="nb">slice</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">20</span><span class="p">))</span><span class="o">.</span><span class="n">to_zarr</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">region</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;x&quot;</span><span class="p">:</span> <span class="s2">&quot;auto&quot;</span><span class="p">})</span>
│ │ │ │ -<span class="gh">Out[23]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f5fd3019ab0&gt;</span>
│ │ │ │ +<span class="gh">Out[23]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f34ab3a1ab0&gt;</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [24]: </span><span class="n">ds</span><span class="o">.</span><span class="n">isel</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="nb">slice</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="mi">30</span><span class="p">))</span><span class="o">.</span><span class="n">to_zarr</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="n">region</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;x&quot;</span><span class="p">:</span> <span class="nb">slice</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="mi">30</span><span class="p">)})</span>
│ │ │ │ -<span class="gh">Out[24]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f5fd332ff40&gt;</span>
│ │ │ │ +<span class="gh">Out[24]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f34ab6aff40&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>Concurrent writes with <code class="docutils literal notranslate"><span class="pre">region</span></code> are safe as long as they modify distinct
│ │ │ │  chunks in the underlying Zarr arrays (or use an appropriate <code class="docutils literal notranslate"><span class="pre">lock</span></code>).</p>
│ │ │ │  <p>As a safety check to make it harder to inadvertently override existing values,
│ │ │ │  if you set <code class="docutils literal notranslate"><span class="pre">region</span></code> then <em>all</em> variables included in a Dataset must have
│ │ │ │  dimensions included in <code class="docutils literal notranslate"><span class="pre">region</span></code>. Other variables (typically coordinates)
│ │ │ │ @@ -816,28 +816,28 @@
│ │ │ │  <span class="gp">   ....: </span>        <span class="s2">&quot;y&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">],</span>
│ │ │ │  <span class="gp">   ....: </span>        <span class="s2">&quot;t&quot;</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">date_range</span><span class="p">(</span><span class="s2">&quot;2001-01-01&quot;</span><span class="p">,</span> <span class="n">periods</span><span class="o">=</span><span class="mi">2</span><span class="p">),</span>
│ │ │ │  <span class="gp">   ....: </span>    <span class="p">},</span>
│ │ │ │  <span class="gp">   ....: </span><span class="p">)</span>
│ │ │ │  <span class="gp">   ....: </span>
│ │ │ │  
│ │ │ │  <span class="gp">In [30]: </span><span class="n">ds1</span><span class="o">.</span><span class="n">to_zarr</span><span class="p">(</span><span class="s2">&quot;path/to/directory.zarr&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[30]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f5fd301b0a0&gt;</span>
│ │ │ │ +<span class="gh">Out[30]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f34ab3a30a0&gt;</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [31]: </span><span class="n">ds2</span> <span class="o">=</span> <span class="n">xr</span><span class="o">.</span><span class="n">Dataset</span><span class="p">(</span>
│ │ │ │  <span class="gp">   ....: </span>    <span class="p">{</span><span class="s2">&quot;foo&quot;</span><span class="p">:</span> <span class="p">((</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;t&quot;</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">rand</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">))},</span>
│ │ │ │  <span class="gp">   ....: </span>    <span class="n">coords</span><span class="o">=</span><span class="p">{</span>
│ │ │ │  <span class="gp">   ....: </span>        <span class="s2">&quot;x&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">40</span><span class="p">],</span>
│ │ │ │  <span class="gp">   ....: </span>        <span class="s2">&quot;y&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">],</span>
│ │ │ │  <span class="gp">   ....: </span>        <span class="s2">&quot;t&quot;</span><span class="p">:</span> <span class="n">pd</span><span class="o">.</span><span class="n">date_range</span><span class="p">(</span><span class="s2">&quot;2001-01-03&quot;</span><span class="p">,</span> <span class="n">periods</span><span class="o">=</span><span class="mi">2</span><span class="p">),</span>
│ │ │ │  <span class="gp">   ....: </span>    <span class="p">},</span>
│ │ │ │  <span class="gp">   ....: </span><span class="p">)</span>
│ │ │ │  <span class="gp">   ....: </span>
│ │ │ │  
│ │ │ │  <span class="gp">In [32]: </span><span class="n">ds2</span><span class="o">.</span><span class="n">to_zarr</span><span class="p">(</span><span class="s2">&quot;path/to/directory.zarr&quot;</span><span class="p">,</span> <span class="n">append_dim</span><span class="o">=</span><span class="s2">&quot;t&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[32]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f5fd301af80&gt;</span>
│ │ │ │ +<span class="gh">Out[32]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f34ab3a31c0&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  </section>
│ │ │ │  <section id="specifying-chunks-in-a-zarr-store">
│ │ │ │  <span id="io-zarr-writing-chunks"></span><h3>Specifying chunks in a zarr store<a class="headerlink" href="#specifying-chunks-in-a-zarr-store" title="Link to this heading">¶</a></h3>
│ │ │ │  <p>Chunk sizes may be specified in one of three ways when writing to a zarr store:</p>
│ │ │ │  <ol class="arabic simple">
│ │ │ │ @@ -861,15 +861,15 @@
│ │ │ │  positional ordering of the dimensions in each array. Watch out for arrays with
│ │ │ │  differently-ordered dimensions within a single Dataset.</p>
│ │ │ │  </div>
│ │ │ │  <p>For example, let’s say we’re working with a dataset with dimensions
│ │ │ │  <code class="docutils literal notranslate"><span class="pre">('time',</span> <span class="pre">'x',</span> <span class="pre">'y')</span></code>, a variable <code class="docutils literal notranslate"><span class="pre">Tair</span></code> which is chunked in <code class="docutils literal notranslate"><span class="pre">x</span></code> and <code class="docutils literal notranslate"><span class="pre">y</span></code>,
│ │ │ │  and two multi-dimensional coordinates <code class="docutils literal notranslate"><span class="pre">xc</span></code> and <code class="docutils literal notranslate"><span class="pre">yc</span></code>:</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [33]: </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">&quot;rasm&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/rasm.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f5fd3116850&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │ +<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/rasm.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34ab49a850&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <span class="gp">In [34]: </span><span class="n">ds</span><span class="p">[</span><span class="s2">&quot;Tair&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ds</span><span class="p">[</span><span class="s2">&quot;Tair&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">chunk</span><span class="p">({</span><span class="s2">&quot;x&quot;</span><span class="p">:</span> <span class="mi">100</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">:</span> <span class="mi">100</span><span class="p">})</span>
│ │ │ │  <span class="go">KeyError: &quot;No variable named &#39;Tair&#39;. Variables on the dataset include [&#39;foo&#39;, &#39;x&#39;]&quot;</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <span class="gp">In [35]: </span><span class="n">ds</span>
│ │ │ │ @@ -882,15 +882,15 @@
│ │ │ │  <span class="go">    foo      (x) int64 240B 0 1 2 3 4 5 6 7 8 9 ... 21 22 23 24 25 26 27 28 29</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>These multi-dimensional coordinates are only two-dimensional and take up very little
│ │ │ │  space on disk or in memory, yet when writing to disk the default zarr behavior is to
│ │ │ │  split them into chunks:</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [36]: </span><span class="n">ds</span><span class="o">.</span><span class="n">to_zarr</span><span class="p">(</span><span class="s2">&quot;path/to/directory.zarr&quot;</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">&quot;w&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[36]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f5fd301b490&gt;</span>
│ │ │ │ +<span class="gh">Out[36]: </span><span class="go">&lt;xarray.backends.zarr.ZarrStore at 0x7f34ab3a3490&gt;</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [37]: </span><span class="o">!</span><span class="w"> </span>ls<span class="w"> </span>-R<span class="w"> </span>path/to/directory.zarr
│ │ │ │  <span class="go">path/to/directory.zarr:</span>
│ │ │ │  <span class="go">foo  x	zarr.json</span>
│ │ │ │  
│ │ │ │  <span class="go">path/to/directory.zarr/foo:</span>
│ │ │ │  <span class="go">c  zarr.json</span>
│ │ │ │ @@ -1069,15 +1069,15 @@
│ │ │ │  <h3>Ncdata<a class="headerlink" href="#ncdata" title="Link to this heading">¶</a></h3>
│ │ │ │  <p><a class="reference external" href="https://ncdata.readthedocs.io/en/latest/index.html">Ncdata</a> provides more sophisticated means of transferring data, including entire
│ │ │ │  datasets.  It uses the file saving and loading functions in both projects to provide a
│ │ │ │  more “correct” translation between them, but still with very low overhead and not
│ │ │ │  using actual disk files.</p>
│ │ │ │  <p>For example:</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [48]: </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">&quot;air_temperature_gradient&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature_gradient.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f5fd31179d0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │ +<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature_gradient.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34ab49b9d0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <span class="gp">In [49]: </span><span class="n">cubes</span> <span class="o">=</span> <span class="n">ncdata</span><span class="o">.</span><span class="n">iris_xarray</span><span class="o">.</span><span class="n">cubes_from_xarray</span><span class="p">(</span><span class="n">ds</span><span class="p">)</span>
│ │ │ │  <span class="go">NameError: name &#39;ncdata&#39; is not defined</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <span class="gp">In [50]: </span><span class="nb">print</span><span class="p">(</span><span class="n">cubes</span><span class="p">)</span>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -481,15 +481,15 @@
│ │ │ │ │     ....:         "y": pd.date_range("2000-01-01", periods=5),
│ │ │ │ │     ....:         "z": ("x", list("abcd")),
│ │ │ │ │     ....:     },
│ │ │ │ │     ....: )
│ │ │ │ │     ....:
│ │ │ │ │  
│ │ │ │ │  In [13]: ds.to_zarr("path/to/directory.zarr")
│ │ │ │ │ -Out[13]: <xarray.backends.zarr.ZarrStore at 0x7f5fd3018b80>
│ │ │ │ │ +Out[13]: <xarray.backends.zarr.ZarrStore at 0x7f34ab3a0b80>
│ │ │ │ │  (The suffix .zarr is optional–just a reminder that a zarr store lives there.)
│ │ │ │ │  If the directory does not exist, it will be created. If a zarr store is already
│ │ │ │ │  present at that path, an error will be raised, preventing it from being
│ │ │ │ │  overwritten. To override this behavior and overwrite an existing store, add
│ │ │ │ │  mode='w' when invoking to_zarr().
│ │ │ │ │  DataArrays can also be saved to disk using the DataArray.to_zarr() method, and
│ │ │ │ │  loaded from disk using the open_dataarray() function with engine='zarr'.
│ │ │ │ │ @@ -505,19 +505,19 @@
│ │ │ │ │  To read back a zarr dataset that has been created this way, we use the
│ │ │ │ │  open_zarr() method:
│ │ │ │ │  In [14]: ds_zarr = xr.open_zarr("path/to/directory.zarr")
│ │ │ │ │  
│ │ │ │ │  In [15]: ds_zarr
│ │ │ │ │  Out[15]:
│ │ │ │ │  <xarray.Dataset> Size: 264B
│ │ │ │ │ -Dimensions:  (x: 4, y: 5)
│ │ │ │ │ +Dimensions:  (y: 5, x: 4)
│ │ │ │ │  Coordinates:
│ │ │ │ │ -    z        (x) object 32B dask.array<chunksize=(4,), meta=np.ndarray>
│ │ │ │ │    * y        (y) datetime64[ns] 40B 2000-01-01 2000-01-02 ... 2000-01-05
│ │ │ │ │    * x        (x) int64 32B 10 20 30 40
│ │ │ │ │ +    z        (x) object 32B dask.array<chunksize=(4,), meta=np.ndarray>
│ │ │ │ │  Data variables:
│ │ │ │ │      foo      (x, y) float64 160B dask.array<chunksize=(4, 5), meta=np.ndarray>
│ │ │ │ │  ******** CClloouudd SSttoorraaggee BBuucckkeettss_?¶ ********
│ │ │ │ │  It is possible to read and write xarray datasets directly from / to cloud
│ │ │ │ │  storage buckets using zarr. This example uses the _g_c_s_f_s package to provide an
│ │ │ │ │  interface to _G_o_o_g_l_e_ _C_l_o_u_d_ _S_t_o_r_a_g_e.
│ │ │ │ │  General _f_s_s_p_e_c URLs, those that begin with s3:// or gcs:// for example, are
│ │ │ │ │ @@ -562,35 +562,35 @@
│ │ │ │ │  
│ │ │ │ │  In [18]: ds = xr.Dataset({"foo": ("x", dummies)}, coords={"x": np.arange(30)})
│ │ │ │ │  
│ │ │ │ │  In [19]: path = "path/to/directory.zarr"
│ │ │ │ │  
│ │ │ │ │  # Now we write the metadata without computing any array values
│ │ │ │ │  In [20]: ds.to_zarr(path, compute=False)
│ │ │ │ │ -Out[20]: Delayed('_finalize_store-621207f7-9487-48ea-a512-0a05a95bdb89')
│ │ │ │ │ +Out[20]: Delayed('_finalize_store-4704d6e2-a6e4-4d84-bfbb-741b1ece4be8')
│ │ │ │ │  Now, a Zarr store with the correct variable shapes and attributes exists that
│ │ │ │ │  can be filled out by subsequent calls to to_zarr. Setting region="auto" will
│ │ │ │ │  open the existing store and determine the correct alignment of the new data
│ │ │ │ │  with the existing dimensions, or as an explicit mapping from dimension names to
│ │ │ │ │  Python slice objects indicating where the data should be written (in index
│ │ │ │ │  space, not label space), e.g.,
│ │ │ │ │  # For convenience, we'll slice a single dataset, but in the real use-case
│ │ │ │ │  # we would create them separately possibly even from separate processes.
│ │ │ │ │  In [21]: ds = xr.Dataset({"foo": ("x", np.arange(30))}, coords={"x": np.arange
│ │ │ │ │  (30)})
│ │ │ │ │  
│ │ │ │ │  # Any of the following region specifications are valid
│ │ │ │ │  In [22]: ds.isel(x=slice(0, 10)).to_zarr(path, region="auto")
│ │ │ │ │ -Out[22]: <xarray.backends.zarr.ZarrStore at 0x7f5fd3019ea0>
│ │ │ │ │ +Out[22]: <xarray.backends.zarr.ZarrStore at 0x7f34ab3a1f30>
│ │ │ │ │  
│ │ │ │ │  In [23]: ds.isel(x=slice(10, 20)).to_zarr(path, region={"x": "auto"})
│ │ │ │ │ -Out[23]: <xarray.backends.zarr.ZarrStore at 0x7f5fd3019ab0>
│ │ │ │ │ +Out[23]: <xarray.backends.zarr.ZarrStore at 0x7f34ab3a1ab0>
│ │ │ │ │  
│ │ │ │ │  In [24]: ds.isel(x=slice(20, 30)).to_zarr(path, region={"x": slice(20, 30)})
│ │ │ │ │ -Out[24]: <xarray.backends.zarr.ZarrStore at 0x7f5fd332ff40>
│ │ │ │ │ +Out[24]: <xarray.backends.zarr.ZarrStore at 0x7f34ab6aff40>
│ │ │ │ │  Concurrent writes with region are safe as long as they modify distinct chunks
│ │ │ │ │  in the underlying Zarr arrays (or use an appropriate lock).
│ │ │ │ │  As a safety check to make it harder to inadvertently override existing values,
│ │ │ │ │  if you set region then aallll variables included in a Dataset must have dimensions
│ │ │ │ │  included in region. Other variables (typically coordinates) need to be
│ │ │ │ │  explicitly dropped and/or written in a separate calls to to_zarr with mode='a'.
│ │ │ │ │  ******** ZZaarrrr CCoommpprreessssoorrss aanndd FFiilltteerrss_?¶ ********
│ │ │ │ │ @@ -636,28 +636,28 @@
│ │ │ │ │     ....:         "y": [1, 2, 3, 4, 5],
│ │ │ │ │     ....:         "t": pd.date_range("2001-01-01", periods=2),
│ │ │ │ │     ....:     },
│ │ │ │ │     ....: )
│ │ │ │ │     ....:
│ │ │ │ │  
│ │ │ │ │  In [30]: ds1.to_zarr("path/to/directory.zarr")
│ │ │ │ │ -Out[30]: <xarray.backends.zarr.ZarrStore at 0x7f5fd301b0a0>
│ │ │ │ │ +Out[30]: <xarray.backends.zarr.ZarrStore at 0x7f34ab3a30a0>
│ │ │ │ │  
│ │ │ │ │  In [31]: ds2 = xr.Dataset(
│ │ │ │ │     ....:     {"foo": (("x", "y", "t"), np.random.rand(4, 5, 2))},
│ │ │ │ │     ....:     coords={
│ │ │ │ │     ....:         "x": [10, 20, 30, 40],
│ │ │ │ │     ....:         "y": [1, 2, 3, 4, 5],
│ │ │ │ │     ....:         "t": pd.date_range("2001-01-03", periods=2),
│ │ │ │ │     ....:     },
│ │ │ │ │     ....: )
│ │ │ │ │     ....:
│ │ │ │ │  
│ │ │ │ │  In [32]: ds2.to_zarr("path/to/directory.zarr", append_dim="t")
│ │ │ │ │ -Out[32]: <xarray.backends.zarr.ZarrStore at 0x7f5fd301af80>
│ │ │ │ │ +Out[32]: <xarray.backends.zarr.ZarrStore at 0x7f34ab3a31c0>
│ │ │ │ │  ******** SSppeecciiffyyiinngg cchhuunnkkss iinn aa zzaarrrr ssttoorree_?¶ ********
│ │ │ │ │  Chunk sizes may be specified in one of three ways when writing to a zarr store:
│ │ │ │ │     1. Manual chunk sizing through the use of the encoding argument in
│ │ │ │ │        Dataset.to_zarr():
│ │ │ │ │     2. Automatic chunking based on chunks in dask arrays
│ │ │ │ │     3. Default chunk behavior determined by the zarr library
│ │ │ │ │  The resulting chunks will be determined based on the order of the above list;
│ │ │ │ │ @@ -678,15 +678,15 @@
│ │ │ │ │  For example, let’s say we’re working with a dataset with dimensions ('time',
│ │ │ │ │  'x', 'y'), a variable Tair which is chunked in x and y, and two multi-
│ │ │ │ │  dimensional coordinates xc and yc:
│ │ │ │ │  In [33]: ds = xr.tutorial.open_dataset("rasm")
│ │ │ │ │  ConnectionError: 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
│ │ │ │ │ -0x7f5fd3116850>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34ab49a850>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  
│ │ │ │ │  In [34]: ds["Tair"] = ds["Tair"].chunk({"x": 100, "y": 100})
│ │ │ │ │  KeyError: "No variable named 'Tair'. Variables on the dataset include ['foo',
│ │ │ │ │  'x']"
│ │ │ │ │  
│ │ │ │ │ @@ -699,15 +699,15 @@
│ │ │ │ │    * x        (x) int64 240B 0 1 2 3 4 5 6 7 8 9 ... 21 22 23 24 25 26 27 28 29
│ │ │ │ │  Data variables:
│ │ │ │ │      foo      (x) int64 240B 0 1 2 3 4 5 6 7 8 9 ... 21 22 23 24 25 26 27 28 29
│ │ │ │ │  These multi-dimensional coordinates are only two-dimensional and take up very
│ │ │ │ │  little space on disk or in memory, yet when writing to disk the default zarr
│ │ │ │ │  behavior is to split them into chunks:
│ │ │ │ │  In [36]: ds.to_zarr("path/to/directory.zarr", mode="w")
│ │ │ │ │ -Out[36]: <xarray.backends.zarr.ZarrStore at 0x7f5fd301b490>
│ │ │ │ │ +Out[36]: <xarray.backends.zarr.ZarrStore at 0x7f34ab3a3490>
│ │ │ │ │  
│ │ │ │ │  In [37]: ! ls -R path/to/directory.zarr
│ │ │ │ │  path/to/directory.zarr:
│ │ │ │ │  foo  x	zarr.json
│ │ │ │ │  
│ │ │ │ │  path/to/directory.zarr/foo:
│ │ │ │ │  c  zarr.json
│ │ │ │ │ @@ -862,15 +862,15 @@
│ │ │ │ │  provide a more “correct” translation between them, but still with very low
│ │ │ │ │  overhead and not using actual disk files.
│ │ │ │ │  For example:
│ │ │ │ │  In [48]: ds = xr.tutorial.open_dataset("air_temperature_gradient")
│ │ │ │ │  ConnectionError: HTTPSConnectionPool(host='github.com', port=443): Max retries
│ │ │ │ │  exceeded with url: /pydata/xarray-data/raw/master/air_temperature_gradient.nc
│ │ │ │ │  (Caused by NameResolutionError("<urllib3.connection.HTTPSConnection object at
│ │ │ │ │ -0x7f5fd31179d0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34ab49b9d0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  
│ │ │ │ │  In [49]: cubes = ncdata.iris_xarray.cubes_from_xarray(ds)
│ │ │ │ │  NameError: name 'ncdata' is not defined
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/user-guide/plotting.html
│ │ │ │ @@ -100,15 +100,15 @@
│ │ │ │  <span class="gp">In [3]: </span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [4]: </span><span class="kn">import</span> <span class="nn">xarray</span> <span class="k">as</span> <span class="nn">xr</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>For these examples we’ll use the North American air temperature dataset.</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [5]: </span><span class="n">airtemps</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">&quot;air_temperature&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f60265c3110&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │ +<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34f8113110&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <span class="gp">In [6]: </span><span class="n">airtemps</span>
│ │ │ │  <span class="go">NameError: name &#39;airtemps&#39; is not defined</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <span class="go"># Convert to celsius</span>
│ │ │ │ @@ -445,15 +445,15 @@
│ │ │ │  
│ │ │ │  <span class="go"># Apply a nonlinear transformation to one of the coords</span>
│ │ │ │  <span class="gp">In [50]: </span><span class="n">b</span><span class="o">.</span><span class="n">coords</span><span class="p">[</span><span class="s2">&quot;lat&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">b</span><span class="o">.</span><span class="n">coords</span><span class="p">[</span><span class="s2">&quot;lat&quot;</span><span class="p">])</span>
│ │ │ │  <span class="go">KeyError: &#39;lat&#39;</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <span class="gp">In [51]: </span><span class="n">b</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
│ │ │ │ -<span class="gh">Out[51]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f6025e1ee90&gt;]</span>
│ │ │ │ +<span class="gh">Out[51]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f34f7b0ae90&gt;]</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <a class="reference internal image-reference" href="../_images/plotting_nonuniform_coords.png"><img alt="../_images/plotting_nonuniform_coords.png" src="../_images/plotting_nonuniform_coords.png" style="width: 4in;" />
│ │ │ │  </a>
│ │ │ │  </section>
│ │ │ │  <section id="other-types-of-plot">
│ │ │ │  <h4>Other types of plot<a class="headerlink" href="#other-types-of-plot" title="Link to this heading">¶</a></h4>
│ │ │ │ @@ -857,117 +857,117 @@
│ │ │ │  <span class="go">  * 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</span>
│ │ │ │  <span class="go">  * z        (z) int64 32B 0 1 2 3</span>
│ │ │ │  <span class="go">  * w        (w) &lt;U5 80B &#39;one&#39; &#39;two&#39; &#39;three&#39; &#39;five&#39;</span>
│ │ │ │  <span class="go">Attributes:</span>
│ │ │ │  <span class="go">    units:    Aunits</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [99]: </span><span class="n">ds</span><span class="o">.</span><span class="n">A</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[99]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f602628bb60&gt;</span>
│ │ │ │ +<span class="gh">Out[99]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f34f81f3b60&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/da_A_y.png" src="../_images/da_A_y.png" />
│ │ │ │  <p>Same plot can be displayed using the dataset:</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [100]: </span><span class="n">ds</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[100]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f6025ce4910&gt;</span>
│ │ │ │ +<span class="gh">Out[100]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f34f79d8910&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/ds_A_y.png" src="../_images/ds_A_y.png" />
│ │ │ │  <p>Now suppose we want to scatter the <code class="docutils literal notranslate"><span class="pre">A</span></code> DataArray against the <code class="docutils literal notranslate"><span class="pre">B</span></code> DataArray</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [101]: </span><span class="n">ds</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[101]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f6025e0bc50&gt;</span>
│ │ │ │ +<span class="gh">Out[101]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f34f7af7c50&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/ds_simple_scatter.png" src="../_images/ds_simple_scatter.png" />
│ │ │ │  <p>The <code class="docutils literal notranslate"><span class="pre">hue</span></code> kwarg lets you vary the color by variable value</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [102]: </span><span class="n">ds</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s2">&quot;w&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[102]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f6025ce4f50&gt;</span>
│ │ │ │ +<span class="gh">Out[102]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f34f79d8f50&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/ds_hue_scatter.png" src="../_images/ds_hue_scatter.png" />
│ │ │ │  <p>You can force a legend instead of a colorbar by setting <code class="docutils literal notranslate"><span class="pre">add_legend=True,</span> <span class="pre">add_colorbar=False</span></code>.</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [103]: </span><span class="n">ds</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s2">&quot;w&quot;</span><span class="p">,</span> <span class="n">add_legend</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">add_colorbar</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[103]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f6006c99e50&gt;</span>
│ │ │ │ +<span class="gh">Out[103]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f34c1c23b10&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/ds_discrete_legend_hue_scatter.png" src="../_images/ds_discrete_legend_hue_scatter.png" />
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [104]: </span><span class="n">ds</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s2">&quot;w&quot;</span><span class="p">,</span> <span class="n">add_legend</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">add_colorbar</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[104]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f5fd2b2ead0&gt;</span>
│ │ │ │ +<span class="gh">Out[104]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f34c19b5810&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/ds_discrete_colorbar_hue_scatter.png" src="../_images/ds_discrete_colorbar_hue_scatter.png" />
│ │ │ │  <p>The <code class="docutils literal notranslate"><span class="pre">markersize</span></code> kwarg lets you vary the point’s size by variable value.
│ │ │ │  You can additionally pass <code class="docutils literal notranslate"><span class="pre">size_norm</span></code> to control how the variable’s values are mapped to point sizes.</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [105]: </span><span class="n">ds</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="s2">&quot;z&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[105]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f6006c9a490&gt;</span>
│ │ │ │ +<span class="gh">Out[105]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f34c1c23610&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/ds_hue_size_scatter.png" src="../_images/ds_hue_size_scatter.png" />
│ │ │ │  <p>The <code class="docutils literal notranslate"><span class="pre">z</span></code> kwarg lets you plot the data along the z-axis as well.</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [106]: </span><span class="n">ds</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">,</span> <span class="n">z</span><span class="o">=</span><span class="s2">&quot;z&quot;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="s2">&quot;x&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[106]: </span><span class="go">&lt;mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7f6025c134d0&gt;</span>
│ │ │ │ +<span class="gh">Out[106]: </span><span class="go">&lt;mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7f34f78e0410&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/ds_hue_size_scatter_z.png" src="../_images/ds_hue_size_scatter_z.png" />
│ │ │ │  <p>Faceting is also possible</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [107]: </span><span class="n">ds</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="n">row</span><span class="o">=</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="n">col</span><span class="o">=</span><span class="s2">&quot;w&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[107]: </span><span class="go">&lt;xarray.plot.facetgrid.FacetGrid at 0x7f5fd32e9010&gt;</span>
│ │ │ │ +<span class="gh">Out[107]: </span><span class="go">&lt;xarray.plot.facetgrid.FacetGrid at 0x7f34ab85d010&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/ds_facet_scatter.png" src="../_images/ds_facet_scatter.png" />
│ │ │ │  <p>And adding the z-axis</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [108]: </span><span class="n">ds</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">,</span> <span class="n">z</span><span class="o">=</span><span class="s2">&quot;z&quot;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="n">row</span><span class="o">=</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="n">col</span><span class="o">=</span><span class="s2">&quot;w&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[108]: </span><span class="go">&lt;xarray.plot.facetgrid.FacetGrid at 0x7f602565e5d0&gt;</span>
│ │ │ │ +<span class="gh">Out[108]: </span><span class="go">&lt;xarray.plot.facetgrid.FacetGrid at 0x7f34f714a5d0&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/ds_facet_scatter_z.png" src="../_images/ds_facet_scatter_z.png" />
│ │ │ │  <p>For more advanced scatter plots, we recommend converting the relevant data variables
│ │ │ │  to a pandas DataFrame and using the extensive plotting capabilities of <code class="docutils literal notranslate"><span class="pre">seaborn</span></code>.</p>
│ │ │ │  </section>
│ │ │ │  <section id="quiver">
│ │ │ │  <h3>Quiver<a class="headerlink" href="#quiver" title="Link to this heading">¶</a></h3>
│ │ │ │  <p>Visualizing vector fields is supported with quiver plots:</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [109]: </span><span class="n">ds</span><span class="o">.</span><span class="n">isel</span><span class="p">(</span><span class="n">w</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">z</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">quiver</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="n">u</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="n">v</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[109]: </span><span class="go">&lt;matplotlib.quiver.Quiver at 0x7f5fd2c10590&gt;</span>
│ │ │ │ +<span class="gh">Out[109]: </span><span class="go">&lt;matplotlib.quiver.Quiver at 0x7f34b83f0590&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/ds_simple_quiver.png" src="../_images/ds_simple_quiver.png" />
│ │ │ │  <p>where <code class="docutils literal notranslate"><span class="pre">u</span></code> and <code class="docutils literal notranslate"><span class="pre">v</span></code> denote the x and y direction components of the arrow vectors. Again, faceting is also possible:</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [110]: </span><span class="n">ds</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">quiver</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="n">u</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="n">v</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">,</span> <span class="n">col</span><span class="o">=</span><span class="s2">&quot;w&quot;</span><span class="p">,</span> <span class="n">row</span><span class="o">=</span><span class="s2">&quot;z&quot;</span><span class="p">,</span> <span class="n">scale</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[110]: </span><span class="go">&lt;xarray.plot.facetgrid.FacetGrid at 0x7f6025496d50&gt;</span>
│ │ │ │ +<span class="gh">Out[110]: </span><span class="go">&lt;xarray.plot.facetgrid.FacetGrid at 0x7f34f6f84b90&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/ds_facet_quiver.png" src="../_images/ds_facet_quiver.png" />
│ │ │ │  <p><code class="docutils literal notranslate"><span class="pre">scale</span></code> is required for faceted quiver plots.
│ │ │ │  The scale determines the number of data units per arrow length unit, i.e. a smaller scale parameter makes the arrow longer.</p>
│ │ │ │  </section>
│ │ │ │  <section id="streamplot">
│ │ │ │  <h3>Streamplot<a class="headerlink" href="#streamplot" title="Link to this heading">¶</a></h3>
│ │ │ │  <p>Visualizing vector fields is also supported with streamline plots:</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [111]: </span><span class="n">ds</span><span class="o">.</span><span class="n">isel</span><span class="p">(</span><span class="n">w</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">z</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">streamplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="n">u</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="n">v</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[111]: </span><span class="go">&lt;matplotlib.collections.LineCollection at 0x7f6025680b90&gt;</span>
│ │ │ │ +<span class="gh">Out[111]: </span><span class="go">&lt;matplotlib.collections.LineCollection at 0x7f34f717a0d0&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/ds_simple_streamplot.png" src="../_images/ds_simple_streamplot.png" />
│ │ │ │  <p>where <code class="docutils literal notranslate"><span class="pre">u</span></code> and <code class="docutils literal notranslate"><span class="pre">v</span></code> denote the x and y direction components of the vectors tangent to the streamlines.
│ │ │ │  Again, faceting is also possible:</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [112]: </span><span class="n">ds</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">streamplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="n">u</span><span class="o">=</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="n">v</span><span class="o">=</span><span class="s2">&quot;B&quot;</span><span class="p">,</span> <span class="n">col</span><span class="o">=</span><span class="s2">&quot;w&quot;</span><span class="p">,</span> <span class="n">row</span><span class="o">=</span><span class="s2">&quot;z&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[112]: </span><span class="go">&lt;xarray.plot.facetgrid.FacetGrid at 0x7f5fd3fca190&gt;</span>
│ │ │ │ +<span class="gh">Out[112]: </span><span class="go">&lt;xarray.plot.facetgrid.FacetGrid at 0x7f34b88a2190&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/ds_facet_streamplot.png" src="../_images/ds_facet_streamplot.png" />
│ │ │ │  </section>
│ │ │ │  </section>
│ │ │ │  <section id="maps">
│ │ │ │  <span id="plot-maps"></span><h2>Maps<a class="headerlink" href="#maps" title="Link to this heading">¶</a></h2>
│ │ │ │  <p>To follow this section you’ll need to have Cartopy installed and working.</p>
│ │ │ │  <p>This script will plot the air temperature on a map.</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [113]: </span><span class="kn">import</span> <span class="nn">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [114]: </span><span class="n">air</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">&quot;air_temperature&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">air</span>
│ │ │ │ -<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f602541d1d0&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │ +<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34f6514550&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <span class="gp">In [115]: </span><span class="n">p</span> <span class="o">=</span> <span class="n">air</span><span class="o">.</span><span class="n">isel</span><span class="p">(</span><span class="n">time</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
│ │ │ │  <span class="gp">   .....: </span>    <span class="n">subplot_kws</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">Orthographic</span><span class="p">(</span><span class="o">-</span><span class="mi">80</span><span class="p">,</span> <span class="mi">35</span><span class="p">),</span> <span class="n">facecolor</span><span class="o">=</span><span class="s2">&quot;gray&quot;</span><span class="p">),</span>
│ │ │ │  <span class="gp">   .....: </span>    <span class="n">transform</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">(),</span>
│ │ │ │  <span class="gp">   .....: </span><span class="p">)</span>
│ │ │ │  <span class="gp">   .....: </span>
│ │ │ │ @@ -1024,24 +1024,24 @@
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [121]: </span><span class="kn">import</span> <span class="nn">xarray.plot</span> <span class="k">as</span> <span class="nn">xplt</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [122]: </span><span class="n">da</span> <span class="o">=</span> <span class="n">xr</span><span class="o">.</span><span class="n">DataArray</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">))</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [123]: </span><span class="n">fig</span><span class="p">,</span> <span class="n">axs</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">ncols</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">nrows</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [124]: </span><span class="n">da</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ax</span><span class="o">=</span><span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span>
│ │ │ │ -<span class="gh">Out[124]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f60248e1950&gt;]</span>
│ │ │ │ +<span class="gh">Out[124]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f34f6436850&gt;]</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [125]: </span><span class="n">da</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="n">ax</span><span class="o">=</span><span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
│ │ │ │ -<span class="gh">Out[125]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f60248e1a90&gt;]</span>
│ │ │ │ +<span class="gh">Out[125]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f34f6436990&gt;]</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [126]: </span><span class="n">xplt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">da</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span>
│ │ │ │ -<span class="gh">Out[126]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f60248e1bd0&gt;]</span>
│ │ │ │ +<span class="gh">Out[126]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f34f6436ad0&gt;]</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [127]: </span><span class="n">xplt</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="n">da</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
│ │ │ │ -<span class="gh">Out[127]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f60248e1d10&gt;]</span>
│ │ │ │ +<span class="gh">Out[127]: </span><span class="go">[&lt;matplotlib.lines.Line2D at 0x7f34f6435f90&gt;]</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [128]: </span><span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [129]: </span><span class="n">plt</span><span class="o">.</span><span class="n">draw</span><span class="p">()</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <a class="reference internal image-reference" href="../_images/plotting_ways_to_use.png"><img alt="../_images/plotting_ways_to_use.png" src="../_images/plotting_ways_to_use.png" style="width: 6in;" />
│ │ │ │ @@ -1091,15 +1091,15 @@
│ │ │ │  </div>
│ │ │ │  <p>The plot will produce an image corresponding to the values of the array.
│ │ │ │  Hence the top left pixel will be a different color than the others.
│ │ │ │  Before reading on, you may want to look at the coordinates and
│ │ │ │  think carefully about what the limits, labels, and orientation for
│ │ │ │  each of the axes should be.</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [134]: </span><span class="n">a</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
│ │ │ │ -<span class="gh">Out[134]: </span><span class="go">&lt;matplotlib.collections.QuadMesh at 0x7f6024e5a710&gt;</span>
│ │ │ │ +<span class="gh">Out[134]: </span><span class="go">&lt;matplotlib.collections.QuadMesh at 0x7f34f631d810&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <a class="reference internal image-reference" href="../_images/plotting_example_2d_simple.png"><img alt="../_images/plotting_example_2d_simple.png" src="../_images/plotting_example_2d_simple.png" style="width: 4in;" />
│ │ │ │  </a>
│ │ │ │  <p>It may seem strange that
│ │ │ │  the values on the y axis are decreasing with -0.5 on the top. This is because
│ │ │ │  the pixels are centered over their coordinates, and the
│ │ │ │ @@ -1122,57 +1122,57 @@
│ │ │ │  <span class="gp">   .....: </span>    <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">20</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</span>
│ │ │ │  <span class="gp">   .....: </span>    <span class="n">dims</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;x&quot;</span><span class="p">],</span>
│ │ │ │  <span class="gp">   .....: </span>    <span class="n">coords</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;lat&quot;</span><span class="p">:</span> <span class="p">((</span><span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;x&quot;</span><span class="p">),</span> <span class="n">lat</span><span class="p">),</span> <span class="s2">&quot;lon&quot;</span><span class="p">:</span> <span class="p">((</span><span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;x&quot;</span><span class="p">),</span> <span class="n">lon</span><span class="p">)},</span>
│ │ │ │  <span class="gp">   .....: </span><span class="p">)</span>
│ │ │ │  <span class="gp">   .....: </span>
│ │ │ │  
│ │ │ │  <span class="gp">In [139]: </span><span class="n">da</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">pcolormesh</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;lon&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;lat&quot;</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[139]: </span><span class="go">&lt;matplotlib.collections.QuadMesh at 0x7f6024653890&gt;</span>
│ │ │ │ +<span class="gh">Out[139]: </span><span class="go">&lt;matplotlib.collections.QuadMesh at 0x7f34f613a0d0&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <a class="reference internal image-reference" href="../_images/plotting_example_2d_irreg.png"><img alt="../_images/plotting_example_2d_irreg.png" src="../_images/plotting_example_2d_irreg.png" style="width: 4in;" />
│ │ │ │  </a>
│ │ │ │  <p>Note that in this case, xarray still follows the pixel centered convention.
│ │ │ │  This might be undesirable in some cases, for example when your data is defined
│ │ │ │  on a polar projection (<a class="extlink-issue reference external" href="https://github.com/pydata/xarray/issues/781">GH781</a>). This is why the default is to not follow
│ │ │ │  this convention when plotting on a map:</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [140]: </span><span class="kn">import</span> <span class="nn">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [141]: </span><span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">())</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [142]: </span><span class="n">da</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">pcolormesh</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;lon&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;lat&quot;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[142]: </span><span class="go">&lt;cartopy.mpl.geocollection.GeoQuadMesh at 0x7f6024636350&gt;</span>
│ │ │ │ +<span class="gh">Out[142]: </span><span class="go">&lt;cartopy.mpl.geocollection.GeoQuadMesh at 0x7f34f65d2350&gt;</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [143]: </span><span class="n">ax</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">lon</span><span class="p">,</span> <span class="n">lat</span><span class="p">,</span> <span class="n">transform</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">())</span>
│ │ │ │ -<span class="gh">Out[143]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f60248e3ed0&gt;</span>
│ │ │ │ +<span class="gh">Out[143]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f34f66b9d10&gt;</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [144]: </span><span class="n">ax</span><span class="o">.</span><span class="n">coastlines</span><span class="p">()</span>
│ │ │ │ -<span class="gh">Out[144]: </span><span class="go">&lt;cartopy.mpl.feature_artist.FeatureArtist at 0x7f5fd2c138c0&gt;</span>
│ │ │ │ +<span class="gh">Out[144]: </span><span class="go">&lt;cartopy.mpl.feature_artist.FeatureArtist at 0x7f34b83f38c0&gt;</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [145]: </span><span class="n">ax</span><span class="o">.</span><span class="n">gridlines</span><span class="p">(</span><span class="n">draw_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[145]: </span><span class="go">&lt;cartopy.mpl.gridliner.Gridliner at 0x7f6006beaba0&gt;</span>
│ │ │ │ +<span class="gh">Out[145]: </span><span class="go">&lt;cartopy.mpl.gridliner.Gridliner at 0x7f34b83f06e0&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <a class="reference internal image-reference" href="_build/html/_static/plotting_example_2d_irreg_map.png"><img alt="_build/html/_static/plotting_example_2d_irreg_map.png" src="_build/html/_static/plotting_example_2d_irreg_map.png" style="width: 4in;" />
│ │ │ │  </a>
│ │ │ │  <p>You can however decide to infer the cell boundaries and use the
│ │ │ │  <code class="docutils literal notranslate"><span class="pre">infer_intervals</span></code> keyword:</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [146]: </span><span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">())</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [147]: </span><span class="n">da</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">pcolormesh</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;lon&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;lat&quot;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span> <span class="n">infer_intervals</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[147]: </span><span class="go">&lt;cartopy.mpl.geocollection.GeoQuadMesh at 0x7f60259251d0&gt;</span>
│ │ │ │ +<span class="gh">Out[147]: </span><span class="go">&lt;cartopy.mpl.geocollection.GeoQuadMesh at 0x7f34f6f5f9d0&gt;</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [148]: </span><span class="n">ax</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">lon</span><span class="p">,</span> <span class="n">lat</span><span class="p">,</span> <span class="n">transform</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">())</span>
│ │ │ │ -<span class="gh">Out[148]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f60245b79d0&gt;</span>
│ │ │ │ +<span class="gh">Out[148]: </span><span class="go">&lt;matplotlib.collections.PathCollection at 0x7f34f62a6710&gt;</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [149]: </span><span class="n">ax</span><span class="o">.</span><span class="n">coastlines</span><span class="p">()</span>
│ │ │ │ -<span class="gh">Out[149]: </span><span class="go">&lt;cartopy.mpl.feature_artist.FeatureArtist at 0x7f60245b47d0&gt;</span>
│ │ │ │ +<span class="gh">Out[149]: </span><span class="go">&lt;cartopy.mpl.feature_artist.FeatureArtist at 0x7f34f62a65d0&gt;</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [150]: </span><span class="n">ax</span><span class="o">.</span><span class="n">gridlines</span><span class="p">(</span><span class="n">draw_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
│ │ │ │ -<span class="gh">Out[150]: </span><span class="go">&lt;cartopy.mpl.gridliner.Gridliner at 0x7f60245b4690&gt;</span>
│ │ │ │ +<span class="gh">Out[150]: </span><span class="go">&lt;cartopy.mpl.gridliner.Gridliner at 0x7f34f62a6490&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <a class="reference internal image-reference" href="_build/html/_static/plotting_example_2d_irreg_map_infer.png"><img alt="_build/html/_static/plotting_example_2d_irreg_map_infer.png" src="_build/html/_static/plotting_example_2d_irreg_map_infer.png" style="width: 4in;" />
│ │ │ │  </a>
│ │ │ │  <div class="admonition note">
│ │ │ │  <p class="admonition-title">Note</p>
│ │ │ │  <p>The data model of xarray does not support datasets with <a class="reference external" href="https://cfconventions.org/cf-conventions/v1.6.0/cf-conventions.html#cell-boundaries">cell boundaries</a>
│ │ │ │ @@ -1180,26 +1180,26 @@
│ │ │ │  outside the xarray framework.</p>
│ │ │ │  </div>
│ │ │ │  <p>One can also make line plots with multidimensional coordinates. In this case, <code class="docutils literal notranslate"><span class="pre">hue</span></code> must be a dimension name, not a coordinate name.</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [151]: </span><span class="n">f</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [152]: </span><span class="n">da</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;lon&quot;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
│ │ │ │  <span class="gh">Out[152]: </span>
│ │ │ │ -<span class="go">[&lt;matplotlib.lines.Line2D at 0x7f6024786990&gt;,</span>
│ │ │ │ -<span class="go"> &lt;matplotlib.lines.Line2D at 0x7f6024786fd0&gt;,</span>
│ │ │ │ -<span class="go"> &lt;matplotlib.lines.Line2D at 0x7f6024786e90&gt;,</span>
│ │ │ │ -<span class="go"> &lt;matplotlib.lines.Line2D at 0x7f6024786d50&gt;]</span>
│ │ │ │ +<span class="go">[&lt;matplotlib.lines.Line2D at 0x7f34f6273c50&gt;,</span>
│ │ │ │ +<span class="go"> &lt;matplotlib.lines.Line2D at 0x7f34f6273b10&gt;,</span>
│ │ │ │ +<span class="go"> &lt;matplotlib.lines.Line2D at 0x7f34f62739d0&gt;,</span>
│ │ │ │ +<span class="go"> &lt;matplotlib.lines.Line2D at 0x7f34f6271310&gt;]</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [153]: </span><span class="n">da</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">line</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;lon&quot;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
│ │ │ │  <span class="gh">Out[153]: </span>
│ │ │ │ -<span class="go">[&lt;matplotlib.lines.Line2D at 0x7f6025390e10&gt;,</span>
│ │ │ │ -<span class="go"> &lt;matplotlib.lines.Line2D at 0x7f6025390cd0&gt;,</span>
│ │ │ │ -<span class="go"> &lt;matplotlib.lines.Line2D at 0x7f6025390b90&gt;,</span>
│ │ │ │ -<span class="go"> &lt;matplotlib.lines.Line2D at 0x7f6025390a50&gt;,</span>
│ │ │ │ -<span class="go"> &lt;matplotlib.lines.Line2D at 0x7f6025391090&gt;]</span>
│ │ │ │ +<span class="go">[&lt;matplotlib.lines.Line2D at 0x7f34f6273390&gt;,</span>
│ │ │ │ +<span class="go"> &lt;matplotlib.lines.Line2D at 0x7f34f6273250&gt;,</span>
│ │ │ │ +<span class="go"> &lt;matplotlib.lines.Line2D at 0x7f34f62707d0&gt;,</span>
│ │ │ │ +<span class="go"> &lt;matplotlib.lines.Line2D at 0x7f34f6270690&gt;,</span>
│ │ │ │ +<span class="go"> &lt;matplotlib.lines.Line2D at 0x7f34f6270550&gt;]</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/plotting_example_2d_hue_xy.png" src="../_images/plotting_example_2d_hue_xy.png" />
│ │ │ │  </section>
│ │ │ │  </section>
│ │ │ │  </section>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -32,15 +32,15 @@
│ │ │ │ │  
│ │ │ │ │  In [4]: import xarray as xr
│ │ │ │ │  For these examples we’ll use the North American air temperature dataset.
│ │ │ │ │  In [5]: airtemps = xr.tutorial.open_dataset("air_temperature")
│ │ │ │ │  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
│ │ │ │ │ -0x7f60265c3110>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34f8113110>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  
│ │ │ │ │  In [6]: airtemps
│ │ │ │ │  NameError: name 'airtemps' is not defined
│ │ │ │ │  
│ │ │ │ │  
│ │ │ │ │ @@ -294,15 +294,15 @@
│ │ │ │ │  
│ │ │ │ │  # Apply a nonlinear transformation to one of the coords
│ │ │ │ │  In [50]: b.coords["lat"] = np.log(b.coords["lat"])
│ │ │ │ │  KeyError: 'lat'
│ │ │ │ │  
│ │ │ │ │  
│ │ │ │ │  In [51]: b.plot()
│ │ │ │ │ -Out[51]: [<matplotlib.lines.Line2D at 0x7f6025e1ee90>]
│ │ │ │ │ +Out[51]: [<matplotlib.lines.Line2D at 0x7f34f7b0ae90>]
│ │ │ │ │  _[_._._/___i_m_a_g_e_s_/_p_l_o_t_t_i_n_g___n_o_n_u_n_i_f_o_r_m___c_o_o_r_d_s_._p_n_g_]
│ │ │ │ │  ****** OOtthheerr ttyyppeess ooff pplloott_?¶ ******
│ │ │ │ │  There are several other options for plotting 2D data.
│ │ │ │ │  Contour plot using DataArray.plot.contour()
│ │ │ │ │  In [52]: air2d.plot.contour()
│ │ │ │ │  NameError: name 'air2d' is not defined
│ │ │ │ │  _[_._._/___i_m_a_g_e_s_/_p_l_o_t_t_i_n_g___c_o_n_t_o_u_r_._p_n_g_]
│ │ │ │ │ @@ -615,94 +615,94 @@
│ │ │ │ │    * 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
│ │ │ │ │    * z        (z) int64 32B 0 1 2 3
│ │ │ │ │    * w        (w) <U5 80B 'one' 'two' 'three' 'five'
│ │ │ │ │  Attributes:
│ │ │ │ │      units:    Aunits
│ │ │ │ │  
│ │ │ │ │  In [99]: ds.A.plot.scatter(x="y")
│ │ │ │ │ -Out[99]: <matplotlib.collections.PathCollection at 0x7f602628bb60>
│ │ │ │ │ +Out[99]: <matplotlib.collections.PathCollection at 0x7f34f81f3b60>
│ │ │ │ │  [../_images/da_A_y.png]
│ │ │ │ │  Same plot can be displayed using the dataset:
│ │ │ │ │  In [100]: ds.plot.scatter(x="y", y="A")
│ │ │ │ │ -Out[100]: <matplotlib.collections.PathCollection at 0x7f6025ce4910>
│ │ │ │ │ +Out[100]: <matplotlib.collections.PathCollection at 0x7f34f79d8910>
│ │ │ │ │  [../_images/ds_A_y.png]
│ │ │ │ │  Now suppose we want to scatter the A DataArray against the B DataArray
│ │ │ │ │  In [101]: ds.plot.scatter(x="A", y="B")
│ │ │ │ │ -Out[101]: <matplotlib.collections.PathCollection at 0x7f6025e0bc50>
│ │ │ │ │ +Out[101]: <matplotlib.collections.PathCollection at 0x7f34f7af7c50>
│ │ │ │ │  [../_images/ds_simple_scatter.png]
│ │ │ │ │  The hue kwarg lets you vary the color by variable value
│ │ │ │ │  In [102]: ds.plot.scatter(x="A", y="B", hue="w")
│ │ │ │ │ -Out[102]: <matplotlib.collections.PathCollection at 0x7f6025ce4f50>
│ │ │ │ │ +Out[102]: <matplotlib.collections.PathCollection at 0x7f34f79d8f50>
│ │ │ │ │  [../_images/ds_hue_scatter.png]
│ │ │ │ │  You can force a legend instead of a colorbar by setting add_legend=True,
│ │ │ │ │  add_colorbar=False.
│ │ │ │ │  In [103]: ds.plot.scatter(x="A", y="B", hue="w", add_legend=True,
│ │ │ │ │  add_colorbar=False)
│ │ │ │ │ -Out[103]: <matplotlib.collections.PathCollection at 0x7f6006c99e50>
│ │ │ │ │ +Out[103]: <matplotlib.collections.PathCollection at 0x7f34c1c23b10>
│ │ │ │ │  [../_images/ds_discrete_legend_hue_scatter.png]
│ │ │ │ │  In [104]: ds.plot.scatter(x="A", y="B", hue="w", add_legend=False,
│ │ │ │ │  add_colorbar=True)
│ │ │ │ │ -Out[104]: <matplotlib.collections.PathCollection at 0x7f5fd2b2ead0>
│ │ │ │ │ +Out[104]: <matplotlib.collections.PathCollection at 0x7f34c19b5810>
│ │ │ │ │  [../_images/ds_discrete_colorbar_hue_scatter.png]
│ │ │ │ │  The markersize kwarg lets you vary the point’s size by variable value. You can
│ │ │ │ │  additionally pass size_norm to control how the variable’s values are mapped to
│ │ │ │ │  point sizes.
│ │ │ │ │  In [105]: ds.plot.scatter(x="A", y="B", hue="y", markersize="z")
│ │ │ │ │ -Out[105]: <matplotlib.collections.PathCollection at 0x7f6006c9a490>
│ │ │ │ │ +Out[105]: <matplotlib.collections.PathCollection at 0x7f34c1c23610>
│ │ │ │ │  [../_images/ds_hue_size_scatter.png]
│ │ │ │ │  The z kwarg lets you plot the data along the z-axis as well.
│ │ │ │ │  In [106]: ds.plot.scatter(x="A", y="B", z="z", hue="y", markersize="x")
│ │ │ │ │ -Out[106]: <mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7f6025c134d0>
│ │ │ │ │ +Out[106]: <mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7f34f78e0410>
│ │ │ │ │  [../_images/ds_hue_size_scatter_z.png]
│ │ │ │ │  Faceting is also possible
│ │ │ │ │  In [107]: ds.plot.scatter(x="A", y="B", hue="y", markersize="x", row="x",
│ │ │ │ │  col="w")
│ │ │ │ │ -Out[107]: <xarray.plot.facetgrid.FacetGrid at 0x7f5fd32e9010>
│ │ │ │ │ +Out[107]: <xarray.plot.facetgrid.FacetGrid at 0x7f34ab85d010>
│ │ │ │ │  [../_images/ds_facet_scatter.png]
│ │ │ │ │  And adding the z-axis
│ │ │ │ │  In [108]: ds.plot.scatter(x="A", y="B", z="z", hue="y", markersize="x",
│ │ │ │ │  row="x", col="w")
│ │ │ │ │ -Out[108]: <xarray.plot.facetgrid.FacetGrid at 0x7f602565e5d0>
│ │ │ │ │ +Out[108]: <xarray.plot.facetgrid.FacetGrid at 0x7f34f714a5d0>
│ │ │ │ │  [../_images/ds_facet_scatter_z.png]
│ │ │ │ │  For more advanced scatter plots, we recommend converting the relevant data
│ │ │ │ │  variables to a pandas DataFrame and using the extensive plotting capabilities
│ │ │ │ │  of seaborn.
│ │ │ │ │  ******** QQuuiivveerr_?¶ ********
│ │ │ │ │  Visualizing vector fields is supported with quiver plots:
│ │ │ │ │  In [109]: ds.isel(w=1, z=1).plot.quiver(x="x", y="y", u="A", v="B")
│ │ │ │ │ -Out[109]: <matplotlib.quiver.Quiver at 0x7f5fd2c10590>
│ │ │ │ │ +Out[109]: <matplotlib.quiver.Quiver at 0x7f34b83f0590>
│ │ │ │ │  [../_images/ds_simple_quiver.png]
│ │ │ │ │  where u and v denote the x and y direction components of the arrow vectors.
│ │ │ │ │  Again, faceting is also possible:
│ │ │ │ │  In [110]: ds.plot.quiver(x="x", y="y", u="A", v="B", col="w", row="z", scale=4)
│ │ │ │ │ -Out[110]: <xarray.plot.facetgrid.FacetGrid at 0x7f6025496d50>
│ │ │ │ │ +Out[110]: <xarray.plot.facetgrid.FacetGrid at 0x7f34f6f84b90>
│ │ │ │ │  [../_images/ds_facet_quiver.png]
│ │ │ │ │  scale is required for faceted quiver plots. The scale determines the number of
│ │ │ │ │  data units per arrow length unit, i.e. a smaller scale parameter makes the
│ │ │ │ │  arrow longer.
│ │ │ │ │  ******** SSttrreeaammpplloott_?¶ ********
│ │ │ │ │  Visualizing vector fields is also supported with streamline plots:
│ │ │ │ │  In [111]: ds.isel(w=1, z=1).plot.streamplot(x="x", y="y", u="A", v="B")
│ │ │ │ │ -Out[111]: <matplotlib.collections.LineCollection at 0x7f6025680b90>
│ │ │ │ │ +Out[111]: <matplotlib.collections.LineCollection at 0x7f34f717a0d0>
│ │ │ │ │  [../_images/ds_simple_streamplot.png]
│ │ │ │ │  where u and v denote the x and y direction components of the vectors tangent to
│ │ │ │ │  the streamlines. Again, faceting is also possible:
│ │ │ │ │  In [112]: ds.plot.streamplot(x="x", y="y", u="A", v="B", col="w", row="z")
│ │ │ │ │ -Out[112]: <xarray.plot.facetgrid.FacetGrid at 0x7f5fd3fca190>
│ │ │ │ │ +Out[112]: <xarray.plot.facetgrid.FacetGrid at 0x7f34b88a2190>
│ │ │ │ │  [../_images/ds_facet_streamplot.png]
│ │ │ │ │  ********** MMaappss_?¶ **********
│ │ │ │ │  To follow this section you’ll need to have Cartopy installed and working.
│ │ │ │ │  This script will plot the air temperature on a map.
│ │ │ │ │  In [113]: import cartopy.crs as ccrs
│ │ │ │ │  
│ │ │ │ │  In [114]: air = xr.tutorial.open_dataset("air_temperature").air
│ │ │ │ │  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
│ │ │ │ │ -0x7f602541d1d0>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34f6514550>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  
│ │ │ │ │  In [115]: p = air.isel(time=0).plot(
│ │ │ │ │     .....:     subplot_kws=dict(projection=ccrs.Orthographic(-80, 35),
│ │ │ │ │  facecolor="gray"),
│ │ │ │ │     .....:     transform=ccrs.PlateCarree(),
│ │ │ │ │ @@ -749,24 +749,24 @@
│ │ │ │ │  In [121]: import xarray.plot as xplt
│ │ │ │ │  
│ │ │ │ │  In [122]: da = xr.DataArray(range(5))
│ │ │ │ │  
│ │ │ │ │  In [123]: fig, axs = plt.subplots(ncols=2, nrows=2)
│ │ │ │ │  
│ │ │ │ │  In [124]: da.plot(ax=axs[0, 0])
│ │ │ │ │ -Out[124]: [<matplotlib.lines.Line2D at 0x7f60248e1950>]
│ │ │ │ │ +Out[124]: [<matplotlib.lines.Line2D at 0x7f34f6436850>]
│ │ │ │ │  
│ │ │ │ │  In [125]: da.plot.line(ax=axs[0, 1])
│ │ │ │ │ -Out[125]: [<matplotlib.lines.Line2D at 0x7f60248e1a90>]
│ │ │ │ │ +Out[125]: [<matplotlib.lines.Line2D at 0x7f34f6436990>]
│ │ │ │ │  
│ │ │ │ │  In [126]: xplt.plot(da, ax=axs[1, 0])
│ │ │ │ │ -Out[126]: [<matplotlib.lines.Line2D at 0x7f60248e1bd0>]
│ │ │ │ │ +Out[126]: [<matplotlib.lines.Line2D at 0x7f34f6436ad0>]
│ │ │ │ │  
│ │ │ │ │  In [127]: xplt.line(da, ax=axs[1, 1])
│ │ │ │ │ -Out[127]: [<matplotlib.lines.Line2D at 0x7f60248e1d10>]
│ │ │ │ │ +Out[127]: [<matplotlib.lines.Line2D at 0x7f34f6435f90>]
│ │ │ │ │  
│ │ │ │ │  In [128]: plt.tight_layout()
│ │ │ │ │  
│ │ │ │ │  In [129]: plt.draw()
│ │ │ │ │  _[_._._/___i_m_a_g_e_s_/_p_l_o_t_t_i_n_g___w_a_y_s___t_o___u_s_e_._p_n_g_]
│ │ │ │ │  Here the output is the same. Since the data is 1 dimensional the line plot was
│ │ │ │ │  used.
│ │ │ │ │ @@ -797,15 +797,15 @@
│ │ │ │ │         [0., 0., 0.]], shape=(4, 3))
│ │ │ │ │  Dimensions without coordinates: y, x
│ │ │ │ │  The plot will produce an image corresponding to the values of the array. Hence
│ │ │ │ │  the top left pixel will be a different color than the others. Before reading
│ │ │ │ │  on, you may want to look at the coordinates and think carefully about what the
│ │ │ │ │  limits, labels, and orientation for each of the axes should be.
│ │ │ │ │  In [134]: a.plot()
│ │ │ │ │ -Out[134]: <matplotlib.collections.QuadMesh at 0x7f6024e5a710>
│ │ │ │ │ +Out[134]: <matplotlib.collections.QuadMesh at 0x7f34f631d810>
│ │ │ │ │  _[_._._/___i_m_a_g_e_s_/_p_l_o_t_t_i_n_g___e_x_a_m_p_l_e___2_d___s_i_m_p_l_e_._p_n_g_]
│ │ │ │ │  It may seem strange that the values on the y axis are decreasing with -0.5 on
│ │ │ │ │  the top. This is because the pixels are centered over their coordinates, and
│ │ │ │ │  the axis labels and ranges correspond to the values of the coordinates.
│ │ │ │ │  ******** MMuullttiiddiimmeennssiioonnaall ccoooorrddiinnaatteess_?¶ ********
│ │ │ │ │  See also: _W_o_r_k_i_n_g_ _w_i_t_h_ _M_u_l_t_i_d_i_m_e_n_s_i_o_n_a_l_ _C_o_o_r_d_i_n_a_t_e_s.
│ │ │ │ │  You can plot irregular grids defined by multidimensional coordinates with
│ │ │ │ │ @@ -822,74 +822,74 @@
│ │ │ │ │     .....:     np.arange(20).reshape(4, 5),
│ │ │ │ │     .....:     dims=["y", "x"],
│ │ │ │ │     .....:     coords={"lat": (("y", "x"), lat), "lon": (("y", "x"), lon)},
│ │ │ │ │     .....: )
│ │ │ │ │     .....:
│ │ │ │ │  
│ │ │ │ │  In [139]: da.plot.pcolormesh(x="lon", y="lat")
│ │ │ │ │ -Out[139]: <matplotlib.collections.QuadMesh at 0x7f6024653890>
│ │ │ │ │ +Out[139]: <matplotlib.collections.QuadMesh at 0x7f34f613a0d0>
│ │ │ │ │  _[_._._/___i_m_a_g_e_s_/_p_l_o_t_t_i_n_g___e_x_a_m_p_l_e___2_d___i_r_r_e_g_._p_n_g_]
│ │ │ │ │  Note that in this case, xarray still follows the pixel centered convention.
│ │ │ │ │  This might be undesirable in some cases, for example when your data is defined
│ │ │ │ │  on a polar projection (_G_H_7_8_1). This is why the default is to not follow this
│ │ │ │ │  convention when plotting on a map:
│ │ │ │ │  In [140]: import cartopy.crs as ccrs
│ │ │ │ │  
│ │ │ │ │  In [141]: ax = plt.subplot(projection=ccrs.PlateCarree())
│ │ │ │ │  
│ │ │ │ │  In [142]: da.plot.pcolormesh(x="lon", y="lat", ax=ax)
│ │ │ │ │ -Out[142]: <cartopy.mpl.geocollection.GeoQuadMesh at 0x7f6024636350>
│ │ │ │ │ +Out[142]: <cartopy.mpl.geocollection.GeoQuadMesh at 0x7f34f65d2350>
│ │ │ │ │  
│ │ │ │ │  In [143]: ax.scatter(lon, lat, transform=ccrs.PlateCarree())
│ │ │ │ │ -Out[143]: <matplotlib.collections.PathCollection at 0x7f60248e3ed0>
│ │ │ │ │ +Out[143]: <matplotlib.collections.PathCollection at 0x7f34f66b9d10>
│ │ │ │ │  
│ │ │ │ │  In [144]: ax.coastlines()
│ │ │ │ │ -Out[144]: <cartopy.mpl.feature_artist.FeatureArtist at 0x7f5fd2c138c0>
│ │ │ │ │ +Out[144]: <cartopy.mpl.feature_artist.FeatureArtist at 0x7f34b83f38c0>
│ │ │ │ │  
│ │ │ │ │  In [145]: ax.gridlines(draw_labels=True)
│ │ │ │ │ -Out[145]: <cartopy.mpl.gridliner.Gridliner at 0x7f6006beaba0>
│ │ │ │ │ +Out[145]: <cartopy.mpl.gridliner.Gridliner at 0x7f34b83f06e0>
│ │ │ │ │  _[___b_u_i_l_d_/_h_t_m_l_/___s_t_a_t_i_c_/_p_l_o_t_t_i_n_g___e_x_a_m_p_l_e___2_d___i_r_r_e_g___m_a_p_._p_n_g_]
│ │ │ │ │  You can however decide to infer the cell boundaries and use the infer_intervals
│ │ │ │ │  keyword:
│ │ │ │ │  In [146]: ax = plt.subplot(projection=ccrs.PlateCarree())
│ │ │ │ │  
│ │ │ │ │  In [147]: da.plot.pcolormesh(x="lon", y="lat", ax=ax, infer_intervals=True)
│ │ │ │ │ -Out[147]: <cartopy.mpl.geocollection.GeoQuadMesh at 0x7f60259251d0>
│ │ │ │ │ +Out[147]: <cartopy.mpl.geocollection.GeoQuadMesh at 0x7f34f6f5f9d0>
│ │ │ │ │  
│ │ │ │ │  In [148]: ax.scatter(lon, lat, transform=ccrs.PlateCarree())
│ │ │ │ │ -Out[148]: <matplotlib.collections.PathCollection at 0x7f60245b79d0>
│ │ │ │ │ +Out[148]: <matplotlib.collections.PathCollection at 0x7f34f62a6710>
│ │ │ │ │  
│ │ │ │ │  In [149]: ax.coastlines()
│ │ │ │ │ -Out[149]: <cartopy.mpl.feature_artist.FeatureArtist at 0x7f60245b47d0>
│ │ │ │ │ +Out[149]: <cartopy.mpl.feature_artist.FeatureArtist at 0x7f34f62a65d0>
│ │ │ │ │  
│ │ │ │ │  In [150]: ax.gridlines(draw_labels=True)
│ │ │ │ │ -Out[150]: <cartopy.mpl.gridliner.Gridliner at 0x7f60245b4690>
│ │ │ │ │ +Out[150]: <cartopy.mpl.gridliner.Gridliner at 0x7f34f62a6490>
│ │ │ │ │  _[___b_u_i_l_d_/_h_t_m_l_/___s_t_a_t_i_c_/_p_l_o_t_t_i_n_g___e_x_a_m_p_l_e___2_d___i_r_r_e_g___m_a_p___i_n_f_e_r_._p_n_g_]
│ │ │ │ │  Note
│ │ │ │ │  The data model of xarray does not support datasets with _c_e_l_l_ _b_o_u_n_d_a_r_i_e_s yet. If
│ │ │ │ │  you want to use these coordinates, you’ll have to make the plots outside the
│ │ │ │ │  xarray framework.
│ │ │ │ │  One can also make line plots with multidimensional coordinates. In this case,
│ │ │ │ │  hue must be a dimension name, not a coordinate name.
│ │ │ │ │  In [151]: f, ax = plt.subplots(2, 1)
│ │ │ │ │  
│ │ │ │ │  In [152]: da.plot.line(x="lon", hue="y", ax=ax[0])
│ │ │ │ │  Out[152]:
│ │ │ │ │ -[<matplotlib.lines.Line2D at 0x7f6024786990>,
│ │ │ │ │ - <matplotlib.lines.Line2D at 0x7f6024786fd0>,
│ │ │ │ │ - <matplotlib.lines.Line2D at 0x7f6024786e90>,
│ │ │ │ │ - <matplotlib.lines.Line2D at 0x7f6024786d50>]
│ │ │ │ │ +[<matplotlib.lines.Line2D at 0x7f34f6273c50>,
│ │ │ │ │ + <matplotlib.lines.Line2D at 0x7f34f6273b10>,
│ │ │ │ │ + <matplotlib.lines.Line2D at 0x7f34f62739d0>,
│ │ │ │ │ + <matplotlib.lines.Line2D at 0x7f34f6271310>]
│ │ │ │ │  
│ │ │ │ │  In [153]: da.plot.line(x="lon", hue="x", ax=ax[1])
│ │ │ │ │  Out[153]:
│ │ │ │ │ -[<matplotlib.lines.Line2D at 0x7f6025390e10>,
│ │ │ │ │ - <matplotlib.lines.Line2D at 0x7f6025390cd0>,
│ │ │ │ │ - <matplotlib.lines.Line2D at 0x7f6025390b90>,
│ │ │ │ │ - <matplotlib.lines.Line2D at 0x7f6025390a50>,
│ │ │ │ │ - <matplotlib.lines.Line2D at 0x7f6025391090>]
│ │ │ │ │ +[<matplotlib.lines.Line2D at 0x7f34f6273390>,
│ │ │ │ │ + <matplotlib.lines.Line2D at 0x7f34f6273250>,
│ │ │ │ │ + <matplotlib.lines.Line2D at 0x7f34f62707d0>,
│ │ │ │ │ + <matplotlib.lines.Line2D at 0x7f34f6270690>,
│ │ │ │ │ + <matplotlib.lines.Line2D at 0x7f34f6270550>]
│ │ │ │ │  [../_images/plotting_example_2d_hue_xy.png]
│ │ │ │ │  _[_L_o_g_o_ _o_f_ _x_a_r_r_a_y_]
│ │ │ │ │  ************ _xx_aa_rr_rr_aa_yy ************
│ │ │ │ │  ******** NNaavviiggaattiioonn ********
│ │ │ │ │  For users
│ │ │ │ │      * _G_e_t_t_i_n_g_ _S_t_a_r_t_e_d
│ │ │ │ │      * _U_s_e_r_ _G_u_i_d_e
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/user-guide/reshaping.html
│ │ │ │ @@ -554,15 +554,15 @@
│ │ │ │  <section id="reshaping-via-coarsen">
│ │ │ │  <span id="reshape-coarsen"></span><h2>Reshaping via coarsen<a class="headerlink" href="#reshaping-via-coarsen" title="Link to this heading">¶</a></h2>
│ │ │ │  <p>Whilst <code class="xref py py-class docutils literal notranslate"><span class="pre">coarsen</span></code> is normally used for reducing your data’s resolution by applying a reduction function
│ │ │ │  (see the <a class="reference internal" href="computation.html#compute-coarsen"><span class="std std-ref">page on computation</span></a>),
│ │ │ │  it can also be used to reorganise your data without applying a computation via <code class="xref py py-meth docutils literal notranslate"><span class="pre">construct()</span></code>.</p>
│ │ │ │  <p>Taking our example tutorial air temperature dataset over the Northern US</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [56]: </span><span class="n">air</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">&quot;air_temperature&quot;</span><span class="p">)[</span><span class="s2">&quot;air&quot;</span><span class="p">]</span>
│ │ │ │ -<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f6024785450&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │ +<span class="go">ConnectionError: HTTPSConnectionPool(host=&#39;github.com&#39;, port=443): Max retries exceeded with url: /pydata/xarray-data/raw/master/air_temperature.nc (Caused by NameResolutionError(&quot;&lt;urllib3.connection.HTTPSConnection object at 0x7f34f6fa5450&gt;: Failed to resolve &#39;github.com&#39; ([Errno -3] Temporary failure in name resolution)&quot;))</span>
│ │ │ │  
│ │ │ │  
│ │ │ │  <span class="gp">In [57]: </span><span class="n">air</span><span class="o">.</span><span class="n">isel</span><span class="p">(</span><span class="n">time</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;lon&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;lat&quot;</span><span class="p">)</span>
│ │ │ │  <span class="go">NameError: name &#39;air&#39; is not defined</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <img alt="../_images/pre_coarsening.png" src="../_images/pre_coarsening.png" />
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -442,15 +442,15 @@
│ │ │ │ │  a reduction function (see the _p_a_g_e_ _o_n_ _c_o_m_p_u_t_a_t_i_o_n), it can also be used to
│ │ │ │ │  reorganise your data without applying a computation via construct().
│ │ │ │ │  Taking our example tutorial air temperature dataset over the Northern US
│ │ │ │ │  In [56]: air = xr.tutorial.open_dataset("air_temperature")["air"]
│ │ │ │ │  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
│ │ │ │ │ -0x7f6024785450>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │ +0x7f34f6fa5450>: Failed to resolve 'github.com' ([Errno -3] Temporary failure
│ │ │ │ │  in name resolution)"))
│ │ │ │ │  
│ │ │ │ │  
│ │ │ │ │  In [57]: air.isel(time=0).plot(x="lon", y="lat")
│ │ │ │ │  NameError: name 'air' is not defined
│ │ │ │ │  [../_images/pre_coarsening.png]
│ │ │ │ │  we can split this up into sub-regions of size (9, 18) points using construct():
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/user-guide/testing.html
│ │ │ │ @@ -84,70 +84,50 @@
│ │ │ │  <h3>Generating Examples<a class="headerlink" href="#generating-examples" title="Link to this heading">¶</a></h3>
│ │ │ │  <p>To see an example of what each of these strategies might produce, you can call one followed by the <code class="docutils literal notranslate"><span class="pre">.example()</span></code> method,
│ │ │ │  which is a general hypothesis method valid for all strategies.</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [2]: </span><span class="kn">import</span> <span class="nn">xarray.testing.strategies</span> <span class="k">as</span> <span class="nn">xrst</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [3]: </span><span class="n">xrst</span><span class="o">.</span><span class="n">variables</span><span class="p">()</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │  <span class="gh">Out[3]: </span>
│ │ │ │ -<span class="go">&lt;xarray.Variable (öĭxd: 6, ¼: 6, Ę: 4)&gt; Size: 2kB</span>
│ │ │ │ -<span class="go">array([[[ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j],</span>
│ │ │ │ -<span class="go">        [ 7.104e+016+3.333e-001j, -8.777e+015+3.836e-257j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          2.000e+000+1.500e+000j],</span>
│ │ │ │ -<span class="go">        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j],</span>
│ │ │ │ -<span class="go">        [-1.000e-005-6.505e+016j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j],</span>
│ │ │ │ -<span class="go">        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j],</span>
│ │ │ │ -<span class="go">        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j]],</span>
│ │ │ │ -
│ │ │ │ -<span class="go">       [[ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j],</span>
│ │ │ │ -<span class="go">        [ 7.104e+016+3.333e-001j,  1.175e-038+1.175e-038j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j],</span>
│ │ │ │ -<span class="go">        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j],</span>
│ │ │ │ -<span class="go">        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j, -1.798e+308       +nanj,</span>
│ │ │ │ -<span class="go">...</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j],</span>
│ │ │ │ -<span class="go">        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j],</span>
│ │ │ │ -<span class="go">        [ 1.401e-045+5.960e-008j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j],</span>
│ │ │ │ -<span class="go">        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j]],</span>
│ │ │ │ -
│ │ │ │ -<span class="go">       [[ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j],</span>
│ │ │ │ -<span class="go">        [ 7.104e+016+3.333e-001j,         inf+1.000e-005j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j],</span>
│ │ │ │ -<span class="go">        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          5.636e+016+2.225e-311j],</span>
│ │ │ │ -<span class="go">        [ 7.104e+016+3.333e-001j, -9.007e+015+4.941e-324j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">         -1.900e+000       +nanj],</span>
│ │ │ │ -<span class="go">        [ 7.104e+016+3.333e-001j,  2.000e+000-1.175e-038j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j],</span>
│ │ │ │ -<span class="go">        [ 2.225e-313-1.000e+000j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,</span>
│ │ │ │ -<span class="go">          7.104e+016+3.333e-001j]]], shape=(6, 6, 4))</span>
│ │ │ │ +<span class="go">&lt;xarray.Variable (ØʼnīOŽ: 3, Ŧ: 5)&gt; Size: 60B</span>
│ │ │ │ +<span class="go">array([[-4.063e+16,  1.100e+00, -4.063e+16,       -inf, -4.063e+16],</span>
│ │ │ │ +<span class="go">       [-4.063e+16,  5.000e-01,  2.866e+16, -4.063e+16, -4.063e+16],</span>
│ │ │ │ +<span class="go">       [       nan,  5.000e-01, -1.100e+00,  6.104e-05,        nan]], shape=(3, 5), dtype=float32)</span>
│ │ │ │  <span class="go">Attributes:</span>
│ │ │ │ -<span class="go">    :         {&#39;ĨšéŵV&#39;: &#39;ťžųĕĝ&#39;, &#39;žũì&#39;: array([b&#39;\x8dvB\x8e\x10&#39;, b&#39;p\xd0\x8e...</span>
│ │ │ │ -<span class="go">    Â:        {&#39;žż&#39;: False}</span>
│ │ │ │ -<span class="go">    ÕŻ:       {}</span>
│ │ │ │ +<span class="go">    ŀ:        False</span>
│ │ │ │ +<span class="go">    ċÁżŽĩ:    None</span>
│ │ │ │ +<span class="go">    RĔ:       ĠžČĸŽ</span>
│ │ │ │ +<span class="go">    JĠřŧŬ:    None</span>
│ │ │ │ +<span class="go">    HÏÈķē:    True</span>
│ │ │ │ +<span class="go">    ú4sÌ:     None</span>
│ │ │ │ +<span class="go">    :         True</span>
│ │ │ │ +<span class="go">    űżŻ0Ż:    [&#39;NaT&#39; &#39;NaT&#39;]</span>
│ │ │ │ +<span class="go">    Ň¾ÐžÜ:    [&#39;-290308-12-21T19:59:05.224327&#39;                           &#39;NaT&#39;]</span>
│ │ │ │ +<span class="go">    ł³ż:      None</span>
│ │ │ │ +<span class="go">    ęż3Åè:    None</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [4]: </span><span class="n">xrst</span><span class="o">.</span><span class="n">variables</span><span class="p">()</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │  <span class="gh">Out[4]: </span>
│ │ │ │ -<span class="go">&lt;xarray.Variable (0: 1)&gt; Size: 8B</span>
│ │ │ │ -<span class="go">array([0.+0.j], dtype=complex64)</span>
│ │ │ │ +<span class="go">&lt;xarray.Variable (ż4kŽź: 4, ťñ: 1, a: 4)&gt; Size: 16B</span>
│ │ │ │ +<span class="go">array([[[249, 249, 249, 211]],</span>
│ │ │ │ +
│ │ │ │ +<span class="go">       [[249, 157, 249,  42]],</span>
│ │ │ │ +
│ │ │ │ +<span class="go">       [[249,  48, 249, 249]],</span>
│ │ │ │ +
│ │ │ │ +<span class="go">       [[ 14, 249, 249,  57]]], shape=(4, 1, 4), dtype=uint8)</span>
│ │ │ │ +<span class="go">Attributes:</span>
│ │ │ │ +<span class="go">    ßÃ:       {&#39;ĈĘŻŖğ&#39;: &#39;Č&#39;, &#39;ż0qżĉ&#39;: &#39;wûĝ¾t&#39;}</span>
│ │ │ │ +<span class="go">    ł:        {&#39;ſÚYi&#39;: False, &#39;Ŭ&#39;: False, &#39;&#39;: False, &#39;Uă9C&#39;: True}</span>
│ │ │ │ +<span class="go">    ĦběŽŲ:    {&#39;&#39;: &#39;ÖØ&#39;}</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [5]: </span><span class="n">xrst</span><span class="o">.</span><span class="n">variables</span><span class="p">()</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │  <span class="gh">Out[5]: </span>
│ │ │ │ -<span class="go">&lt;xarray.Variable (0: 1)&gt; Size: 2B</span>
│ │ │ │ -<span class="go">array([0.], dtype=float16)</span>
│ │ │ │ +<span class="go">&lt;xarray.Variable (u: 1, żW: 1, ĐºŖÞ: 3)&gt; Size: 6B</span>
│ │ │ │ +<span class="go">array([[[-19885,  -3992,   1903]]], dtype=int16)</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>You can see that calling <code class="docutils literal notranslate"><span class="pre">.example()</span></code> multiple times will generate different examples, giving you an idea of the wide
│ │ │ │  range of data that the xarray strategies can generate.</p>
│ │ │ │  <p>In your tests however you should not use <code class="docutils literal notranslate"><span class="pre">.example()</span></code> - instead you should parameterize your tests with the
│ │ │ │  <code class="xref py py-func docutils literal notranslate"><span class="pre">hypothesis.given()</span></code> decorator:</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [6]: </span><span class="kn">from</span> <span class="nn">hypothesis</span> <span class="kn">import</span> <span class="n">given</span>
│ │ │ │ @@ -165,99 +145,122 @@
│ │ │ │  <p>Xarray’s strategies can accept other strategies as arguments, allowing you to customise the contents of the generated
│ │ │ │  examples.</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="go"># generate a Variable containing an array with a complex number dtype, but all other details still arbitrary</span>
│ │ │ │  <span class="gp">In [8]: </span><span class="kn">from</span> <span class="nn">hypothesis.extra.numpy</span> <span class="kn">import</span> <span class="n">complex_number_dtypes</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [9]: </span><span class="n">xrst</span><span class="o">.</span><span class="n">variables</span><span class="p">(</span><span class="n">dtype</span><span class="o">=</span><span class="n">complex_number_dtypes</span><span class="p">())</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │  <span class="gh">Out[9]: </span>
│ │ │ │ -<span class="go">&lt;xarray.Variable (º: 6)&gt; Size: 96B</span>
│ │ │ │ -<span class="go">array([       nan       +infj,        nan-2.225e-311j, -4.698e+16       +nanj,</span>
│ │ │ │ -<span class="go">       -1.401e-45+5.000e-001j, -1.000e+07-1.411e+041j,        nan       +infj], dtype=&#39;&gt;c16&#39;)</span>
│ │ │ │ +<span class="go">&lt;xarray.Variable (Dė: 3, Ëż: 6, ţÝC: 1)&gt; Size: 144B</span>
│ │ │ │ +<span class="go">array([[[nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j]],</span>
│ │ │ │ +
│ │ │ │ +<span class="go">       [[nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j]],</span>
│ │ │ │ +
│ │ │ │ +<span class="go">       [[nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j],</span>
│ │ │ │ +<span class="go">        [nan-1.e-45j]]], shape=(3, 6, 1), dtype=complex64)</span>
│ │ │ │  <span class="go">Attributes:</span>
│ │ │ │ -<span class="go">    ĚžË:      [[                 &#39;NaT&#39;]\n [&#39;-8944590791784654066&#39;]]</span>
│ │ │ │ +<span class="go">    :         {&#39;ùįķŽ&#39;: &#39;t¾Ą&#39;, &#39;Ŭ&#39;: &#39;&#39;, &#39;Ġ&#39;: &#39;ŀ&#39;, &#39;ē&#39;: None, &#39;ŽĀ&#39;: array([&#39;Õ¼&#39;...</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>This also works with custom strategies, or strategies defined in other packages.
│ │ │ │  For example you could imagine creating a <code class="docutils literal notranslate"><span class="pre">chunks</span></code> strategy to specify particular chunking patterns for a dask-backed array.</p>
│ │ │ │  </section>
│ │ │ │  <section id="fixing-arguments">
│ │ │ │  <h3>Fixing Arguments<a class="headerlink" href="#fixing-arguments" title="Link to this heading">¶</a></h3>
│ │ │ │  <p>If you want to fix one aspect of the data structure, whilst allowing variation in the generated examples
│ │ │ │  over all other aspects, then use <code class="xref py py-func docutils literal notranslate"><span class="pre">hypothesis.strategies.just()</span></code>.</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [10]: </span><span class="kn">import</span> <span class="nn">hypothesis.strategies</span> <span class="k">as</span> <span class="nn">st</span>
│ │ │ │  
│ │ │ │  <span class="go"># Generates only variable objects with dimensions [&quot;x&quot;, &quot;y&quot;]</span>
│ │ │ │  <span class="gp">In [11]: </span><span class="n">xrst</span><span class="o">.</span><span class="n">variables</span><span class="p">(</span><span class="n">dims</span><span class="o">=</span><span class="n">st</span><span class="o">.</span><span class="n">just</span><span class="p">([</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">]))</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │  <span class="gh">Out[11]: </span>
│ │ │ │ -<span class="go">&lt;xarray.Variable (x: 5, y: 6)&gt; Size: 30B</span>
│ │ │ │ -<span class="go">array([[73, 73, 73, 73, 73, 73],</span>
│ │ │ │ -<span class="go">       [73, 73, 73, 73, 73, 73],</span>
│ │ │ │ -<span class="go">       [73, 73, 73, 73, 73, 73],</span>
│ │ │ │ -<span class="go">       [73, 73, 73, 73, 73, 73],</span>
│ │ │ │ -<span class="go">       [73, 73, 73, 73, 73, 73]], shape=(5, 6), dtype=int8)</span>
│ │ │ │ +<span class="go">&lt;xarray.Variable (x: 1, y: 1)&gt; Size: 1B</span>
│ │ │ │ +<span class="go">array([[0]], dtype=uint8)</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>(This is technically another example of chaining strategies - <code class="xref py py-func docutils literal notranslate"><span class="pre">hypothesis.strategies.just()</span></code> is simply a
│ │ │ │  special strategy that just contains a single example.)</p>
│ │ │ │  <p>To fix the length of dimensions you can instead pass <code class="docutils literal notranslate"><span class="pre">dims</span></code> as a mapping of dimension names to lengths
│ │ │ │  (i.e. following xarray objects’ <code class="docutils literal notranslate"><span class="pre">.sizes()</span></code> property), e.g.</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="go"># Generates only variables with dimensions [&quot;x&quot;, &quot;y&quot;], of lengths 2 &amp; 3 respectively</span>
│ │ │ │  <span class="gp">In [12]: </span><span class="n">xrst</span><span class="o">.</span><span class="n">variables</span><span class="p">(</span><span class="n">dims</span><span class="o">=</span><span class="n">st</span><span class="o">.</span><span class="n">just</span><span class="p">({</span><span class="s2">&quot;x&quot;</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">:</span> <span class="mi">3</span><span class="p">}))</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │  <span class="gh">Out[12]: </span>
│ │ │ │  <span class="go">&lt;xarray.Variable (x: 2, y: 3)&gt; Size: 48B</span>
│ │ │ │ -<span class="go">array([[        inf, -1.113e-308,  1.450e+177],</span>
│ │ │ │ -<span class="go">       [-1.000e-005,  1.450e+177,  1.450e+177]])</span>
│ │ │ │ +<span class="go">array([[ 2.698e-048, -2.494e+112, -5.000e-001],</span>
│ │ │ │ +<span class="go">       [        nan, -2.908e+016,         nan]])</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>You can also use this to specify that you want examples which are missing some part of the data structure, for instance</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="go"># Generates a Variable with no attributes</span>
│ │ │ │  <span class="gp">In [13]: </span><span class="n">xrst</span><span class="o">.</span><span class="n">variables</span><span class="p">(</span><span class="n">attrs</span><span class="o">=</span><span class="n">st</span><span class="o">.</span><span class="n">just</span><span class="p">({}))</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │  <span class="gh">Out[13]: </span>
│ │ │ │ -<span class="go">&lt;xarray.Variable (0: 1)&gt; Size: 1B</span>
│ │ │ │ -<span class="go">array([0], dtype=int8)</span>
│ │ │ │ +<span class="go">&lt;xarray.Variable (Żʼnŏļ: 6, ʼn: 3)&gt; Size: 144B</span>
│ │ │ │ +<span class="go">array([[-9223372036854760110, -9223372036854760110, -9223372036854760110],</span>
│ │ │ │ +<span class="go">       [-9223372036854760110, -9223372036854760110, -9223372036854760110],</span>
│ │ │ │ +<span class="go">       [-9223372036854760110, -9223372036854760110, -9223372036854760110],</span>
│ │ │ │ +<span class="go">       [-9223372036854760110, -9223372036854760110, -9223372036854760110],</span>
│ │ │ │ +<span class="go">       [-9223372036854760110, -9223372036854760110, -9223372036854760110],</span>
│ │ │ │ +<span class="go">       [-9223372036854760110, -9223372036854760110, -9223372036854760110]], shape=(6, 3))</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>Through a combination of chaining strategies and fixing arguments, you can specify quite complicated requirements on the
│ │ │ │  objects your chained strategy will generate.</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [14]: </span><span class="n">fixed_x_variable_y_maybe_z</span> <span class="o">=</span> <span class="n">st</span><span class="o">.</span><span class="n">fixed_dictionaries</span><span class="p">(</span>
│ │ │ │  <span class="gp">   ....: </span>    <span class="p">{</span><span class="s2">&quot;x&quot;</span><span class="p">:</span> <span class="n">st</span><span class="o">.</span><span class="n">just</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span> <span class="s2">&quot;y&quot;</span><span class="p">:</span> <span class="n">st</span><span class="o">.</span><span class="n">integers</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">)},</span> <span class="n">optional</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;z&quot;</span><span class="p">:</span> <span class="n">st</span><span class="o">.</span><span class="n">just</span><span class="p">(</span><span class="mi">2</span><span class="p">)}</span>
│ │ │ │  <span class="gp">   ....: </span><span class="p">)</span>
│ │ │ │  <span class="gp">   ....: </span>
│ │ │ │  
│ │ │ │  <span class="gp">In [15]: </span><span class="n">fixed_x_variable_y_maybe_z</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │ -<span class="gh">Out[15]: </span><span class="go">{&#39;x&#39;: 2, &#39;y&#39;: 3}</span>
│ │ │ │ +<span class="gh">Out[15]: </span><span class="go">{&#39;x&#39;: 2, &#39;y&#39;: 3, &#39;z&#39;: 2}</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [16]: </span><span class="n">special_variables</span> <span class="o">=</span> <span class="n">xrst</span><span class="o">.</span><span class="n">variables</span><span class="p">(</span><span class="n">dims</span><span class="o">=</span><span class="n">fixed_x_variable_y_maybe_z</span><span class="p">)</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [17]: </span><span class="n">special_variables</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │  <span class="gh">Out[17]: </span>
│ │ │ │ -<span class="go">&lt;xarray.Variable (x: 2, y: 3, z: 2)&gt; Size: 96B</span>
│ │ │ │ -<span class="go">array([[[-9223372033033758968, -9223372036854775652],</span>
│ │ │ │ -<span class="go">        [-9223372036854720928, -9223372032873389537],</span>
│ │ │ │ -<span class="go">        [-9223372036854722103, -9223372036854713855]],</span>
│ │ │ │ -
│ │ │ │ -<span class="go">       [[-4294587694564654719, -9223372036854775622],</span>
│ │ │ │ -<span class="go">        [-9223372036854719962, -9223372036854775751],</span>
│ │ │ │ -<span class="go">        [-9223372033033758968, -9223372036854711788]]], shape=(2, 3, 2))</span>
│ │ │ │ +<span class="go">&lt;xarray.Variable (x: 2, y: 3, z: 2)&gt; Size: 192B</span>
│ │ │ │ +<span class="go">array([[[        inf-2.150e+016j,  2.225e-309       +nanj],</span>
│ │ │ │ +<span class="go">        [-1.100e+000+1.000e+007j,  2.000e+000+6.538e+016j],</span>
│ │ │ │ +<span class="go">        [ 3.403e+038-2.225e-311j,  3.706e+016+2.225e-308j]],</span>
│ │ │ │ +
│ │ │ │ +<span class="go">       [[-1.798e+308+1.192e-007j,        -inf+4.941e-324j],</span>
│ │ │ │ +<span class="go">        [-4.941e-324-1.798e+308j,         inf+4.520e+016j],</span>
│ │ │ │ +<span class="go">        [ 2.000e+000       -infj,        -inf+4.941e-324j]]], shape=(2, 3, 2))</span>
│ │ │ │  <span class="go">Attributes:</span>
│ │ │ │ -<span class="go">    ÎXŽ:      {&#39;ŽIlVŸ&#39;: array([b&#39;&#39;], dtype=&#39;|S2&#39;), &#39;ţNŻÏŻ&#39;: array([&#39;Ô3\U000e8...</span>
│ │ │ │ -<span class="go">    ŽÃęũ:     {}</span>
│ │ │ │ +<span class="go">    :         {&#39;&#39;: &#39;ďę&#39;, &#39;7Ůŝijŕ&#39;: &#39;¹œĚ&#39;, &#39;Ăíx¹8&#39;: &#39;ŜĖŷ&#39;, &#39;ĮĔÞ²1&#39;: array([[b&#39;\...</span>
│ │ │ │ +<span class="go">    ũÕ:       {}</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [18]: </span><span class="n">special_variables</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │  <span class="gh">Out[18]: </span>
│ │ │ │ -<span class="go">&lt;xarray.Variable (x: 2, y: 3, z: 2)&gt; Size: 12B</span>
│ │ │ │ -<span class="go">array([[[ 85,  85],</span>
│ │ │ │ -<span class="go">        [ 87,  85],</span>
│ │ │ │ -<span class="go">        [ 85,  85]],</span>
│ │ │ │ -
│ │ │ │ -<span class="go">       [[ 85, 234],</span>
│ │ │ │ -<span class="go">        [ 85,  85],</span>
│ │ │ │ -<span class="go">        [ 85,  85]]], shape=(2, 3, 2), dtype=uint8)</span>
│ │ │ │ +<span class="go">&lt;xarray.Variable (x: 2, y: 4, z: 2)&gt; Size: 128B</span>
│ │ │ │ +<span class="go">array([[[ 8490804751958207686, -9223372036854775761],</span>
│ │ │ │ +<span class="go">        [-9223372036854775796, -9223372034140457165],</span>
│ │ │ │ +<span class="go">        [ 7913443996966715943, -9223372036854729269],</span>
│ │ │ │ +<span class="go">        [-8905666620511135429, -9223372036854766538]],</span>
│ │ │ │ +
│ │ │ │ +<span class="go">       [[-9223372036854773748, -9223372036854763508],</span>
│ │ │ │ +<span class="go">        [-9223372036854761679, -9223372036854767732],</span>
│ │ │ │ +<span class="go">        [-9223372036854775666, -9223372036854772832],</span>
│ │ │ │ +<span class="go">        [-9223372036854724926, -9223372036803285069]]], shape=(2, 4, 2))</span>
│ │ │ │  <span class="go">Attributes:</span>
│ │ │ │ -<span class="go">    ²ìĻëĿ:    False</span>
│ │ │ │ +<span class="go">    Xħ:       {&#39;ĺ&#39;: False, &#39;&#39;: None, &#39;ıļ&#39;: None, &#39;Ťsīyŧ&#39;: False}</span>
│ │ │ │ +<span class="go">    :         {&#39;yŔĽP&#39;: &#39;Íż&#39;, &#39;áâĺCŽ&#39;: array([[&#39;&#39;, &#39;Ë\x93oª}9DÖ²&#39;],\n       [&#39;...</span>
│ │ │ │ +<span class="go">    ÁþL³ſ:    {&#39;ŽĚĕſģ&#39;: &#39;&#39;, &#39;Qāž&#39;: None, &#39;&#39;: False, &#39;ĴŻ&#39;: True}</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>Here we have used one of hypothesis’ built-in strategies <code class="xref py py-func docutils literal notranslate"><span class="pre">hypothesis.strategies.fixed_dictionaries()</span></code> to create a
│ │ │ │  strategy which generates mappings of dimension names to lengths (i.e. the <code class="docutils literal notranslate"><span class="pre">size</span></code> of the xarray object we want).
│ │ │ │  This particular strategy will always generate an <code class="docutils literal notranslate"><span class="pre">x</span></code> dimension of length 2, and a <code class="docutils literal notranslate"><span class="pre">y</span></code> dimension of
│ │ │ │  length either 3 or 4, and will sometimes also generate a <code class="docutils literal notranslate"><span class="pre">z</span></code> dimension of length 2.
│ │ │ │  By feeding this strategy for dictionaries into the <code class="docutils literal notranslate"><span class="pre">dims</span></code> argument of xarray’s <code class="xref py py-func docutils literal notranslate"><span class="pre">variables()</span></code> strategy,
│ │ │ │ @@ -358,43 +361,85 @@
│ │ │ │  <span class="gp">   ....: </span>    <span class="n">array_strategy_fn</span><span class="o">=</span><span class="n">xps</span><span class="o">.</span><span class="n">arrays</span><span class="p">,</span>
│ │ │ │  <span class="gp">   ....: </span>    <span class="n">dtype</span><span class="o">=</span><span class="n">xps</span><span class="o">.</span><span class="n">scalar_dtypes</span><span class="p">(),</span>
│ │ │ │  <span class="gp">   ....: </span><span class="p">)</span>
│ │ │ │  <span class="gp">   ....: </span>
│ │ │ │  
│ │ │ │  <span class="gp">In [32]: </span><span class="n">xp_variables</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │  <span class="gh">Out[32]: </span>
│ │ │ │ -<span class="go">&lt;xarray.Variable (0: 1)&gt; Size: 1B</span>
│ │ │ │ -<span class="go">array([False])</span>
│ │ │ │ +<span class="go">&lt;xarray.Variable (ßAŽbŻ: 6, ĕ0ÌŻ: 6, ġóªŰÏ: 1)&gt; Size: 36B</span>
│ │ │ │ +<span class="go">array([[[140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [138]],</span>
│ │ │ │ +
│ │ │ │ +<span class="go">       [[140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [ 37],</span>
│ │ │ │ +<span class="go">        [140]],</span>
│ │ │ │ +
│ │ │ │ +<span class="go">       [[140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140]],</span>
│ │ │ │ +<span class="go">...</span>
│ │ │ │ +<span class="go">       [[140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [ 74],</span>
│ │ │ │ +<span class="go">        [169],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140]],</span>
│ │ │ │ +
│ │ │ │ +<span class="go">       [[140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140]],</span>
│ │ │ │ +
│ │ │ │ +<span class="go">       [[140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [ 60],</span>
│ │ │ │ +<span class="go">        [140],</span>
│ │ │ │ +<span class="go">        [213]]], shape=(6, 6, 1), dtype=uint8)</span>
│ │ │ │ +<span class="go">Attributes:</span>
│ │ │ │ +<span class="go">    ŰūŠeŐ:    True</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>Another array API-compliant duck array library would replace the import, e.g. <code class="docutils literal notranslate"><span class="pre">import</span> <span class="pre">cupy</span> <span class="pre">as</span> <span class="pre">cp</span></code> instead.</p>
│ │ │ │  </section>
│ │ │ │  <section id="testing-over-subsets-of-dimensions">
│ │ │ │  <h3>Testing over Subsets of Dimensions<a class="headerlink" href="#testing-over-subsets-of-dimensions" title="Link to this heading">¶</a></h3>
│ │ │ │  <p>A common task when testing xarray user code is checking that your function works for all valid input dimensions.
│ │ │ │  We can chain strategies to achieve this, for which the helper strategy <code class="xref py py-func docutils literal notranslate"><span class="pre">unique_subset_of()</span></code>
│ │ │ │  is useful.</p>
│ │ │ │  <p>It works for lists of dimension names</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [33]: </span><span class="n">dims</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">]</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [34]: </span><span class="n">xrst</span><span class="o">.</span><span class="n">unique_subset_of</span><span class="p">(</span><span class="n">dims</span><span class="p">)</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │ -<span class="gh">Out[34]: </span><span class="go">[&#39;x&#39;, &#39;z&#39;, &#39;y&#39;]</span>
│ │ │ │ +<span class="gh">Out[34]: </span><span class="go">[]</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [35]: </span><span class="n">xrst</span><span class="o">.</span><span class="n">unique_subset_of</span><span class="p">(</span><span class="n">dims</span><span class="p">)</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │  <span class="gh">Out[35]: </span><span class="go">[&#39;y&#39;]</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>as well as for mappings of dimension names to sizes</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [36]: </span><span class="n">dim_sizes</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;x&quot;</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">:</span> <span class="mi">3</span><span class="p">,</span> <span class="s2">&quot;z&quot;</span><span class="p">:</span> <span class="mi">4</span><span class="p">}</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [37]: </span><span class="n">xrst</span><span class="o">.</span><span class="n">unique_subset_of</span><span class="p">(</span><span class="n">dim_sizes</span><span class="p">)</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │ -<span class="gh">Out[37]: </span><span class="go">{&#39;z&#39;: 4, &#39;y&#39;: 3, &#39;x&#39;: 2}</span>
│ │ │ │ +<span class="gh">Out[37]: </span><span class="go">{&#39;y&#39;: 3, &#39;z&#39;: 4, &#39;x&#39;: 2}</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [38]: </span><span class="n">xrst</span><span class="o">.</span><span class="n">unique_subset_of</span><span class="p">(</span><span class="n">dim_sizes</span><span class="p">)</span><span class="o">.</span><span class="n">example</span><span class="p">()</span>
│ │ │ │ -<span class="gh">Out[38]: </span><span class="go">{&#39;x&#39;: 2}</span>
│ │ │ │ +<span class="gh">Out[38]: </span><span class="go">{&#39;x&#39;: 2, &#39;y&#39;: 3, &#39;z&#39;: 4}</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <p>This is useful because operations like reductions can be performed over any subset of the xarray object’s dimensions.
│ │ │ │  For example we can write a pytest test that tests that a reduction gives the expected result when applying that reduction
│ │ │ │  along any possible valid subset of the Variable’s dimensions.</p>
│ │ │ │  <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy.testing</span> <span class="k">as</span> <span class="nn">npt</span>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -28,90 +28,51 @@
│ │ │ │ │  To see an example of what each of these strategies might produce, you can call
│ │ │ │ │  one followed by the .example() method, which is a general hypothesis method
│ │ │ │ │  valid for all strategies.
│ │ │ │ │  In [2]: import xarray.testing.strategies as xrst
│ │ │ │ │  
│ │ │ │ │  In [3]: xrst.variables().example()
│ │ │ │ │  Out[3]:
│ │ │ │ │ -<xarray.Variable (öĭxd: 6, ¼: 6, Ę: 4)> Size: 2kB
│ │ │ │ │ -array([[[ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j],
│ │ │ │ │ -        [ 7.104e+016+3.333e-001j, -8.777e+015+3.836e-257j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          2.000e+000+1.500e+000j],
│ │ │ │ │ -        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j],
│ │ │ │ │ -        [-1.000e-005-6.505e+016j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j],
│ │ │ │ │ -        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j],
│ │ │ │ │ -        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j]],
│ │ │ │ │ -
│ │ │ │ │ -       [[ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j],
│ │ │ │ │ -        [ 7.104e+016+3.333e-001j,  1.175e-038+1.175e-038j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j],
│ │ │ │ │ -        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j],
│ │ │ │ │ -        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j, -1.798e+308
│ │ │ │ │ -+nanj,
│ │ │ │ │ -...
│ │ │ │ │ -          7.104e+016+3.333e-001j],
│ │ │ │ │ -        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j],
│ │ │ │ │ -        [ 1.401e-045+5.960e-008j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j],
│ │ │ │ │ -        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j]],
│ │ │ │ │ -
│ │ │ │ │ -       [[ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j],
│ │ │ │ │ -        [ 7.104e+016+3.333e-001j,         inf+1.000e-005j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j],
│ │ │ │ │ -        [ 7.104e+016+3.333e-001j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          5.636e+016+2.225e-311j],
│ │ │ │ │ -        [ 7.104e+016+3.333e-001j, -9.007e+015+4.941e-324j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -         -1.900e+000       +nanj],
│ │ │ │ │ -        [ 7.104e+016+3.333e-001j,  2.000e+000-1.175e-038j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j],
│ │ │ │ │ -        [ 2.225e-313-1.000e+000j,  7.104e+016+3.333e-001j,  7.104e+016+3.333e-
│ │ │ │ │ -001j,
│ │ │ │ │ -          7.104e+016+3.333e-001j]]], shape=(6, 6, 4))
│ │ │ │ │ +<xarray.Variable (ØʼnīOŽ: 3, Ŧ: 5)> Size: 60B
│ │ │ │ │ +array([[-4.063e+16,  1.100e+00, -4.063e+16,       -inf, -4.063e+16],
│ │ │ │ │ +       [-4.063e+16,  5.000e-01,  2.866e+16, -4.063e+16, -4.063e+16],
│ │ │ │ │ +       [       nan,  5.000e-01, -1.100e+00,  6.104e-05,        nan]], shape=(3,
│ │ │ │ │ +5), dtype=float32)
│ │ │ │ │  Attributes:
│ │ │ │ │ -    :         {'ĨšéŵV': 'ťžųĕĝ', 'žũì': array([b'\x8dvB\x8e\x10',
│ │ │ │ │ -b'p\xd0\x8e...
│ │ │ │ │ -    Â:        {'žż': False}
│ │ │ │ │ -    ÕŻ:       {}
│ │ │ │ │ +    ŀ:        False
│ │ │ │ │ +    ċÁżŽĩ:    None
│ │ │ │ │ +    RĔ:       ĠžČĸŽ
│ │ │ │ │ +    JĠřŧŬ:    None
│ │ │ │ │ +    HÏÈķē:    True
│ │ │ │ │ +    ú4sÌ:     None
│ │ │ │ │ +    :         True
│ │ │ │ │ +    űżŻ0Ż:    ['NaT' 'NaT']
│ │ │ │ │ +    Ň¾ÐžÜ:    ['-290308-12-21T19:59:05.224327'                           'NaT']
│ │ │ │ │ +    ł³ż:      None
│ │ │ │ │ +    ęż3Åè:    None
│ │ │ │ │  
│ │ │ │ │  In [4]: xrst.variables().example()
│ │ │ │ │  Out[4]:
│ │ │ │ │ -<xarray.Variable (0: 1)> Size: 8B
│ │ │ │ │ -array([0.+0.j], dtype=complex64)
│ │ │ │ │ +<xarray.Variable (ż4kŽź: 4, ťñ: 1, a: 4)> Size: 16B
│ │ │ │ │ +array([[[249, 249, 249, 211]],
│ │ │ │ │ +
│ │ │ │ │ +       [[249, 157, 249,  42]],
│ │ │ │ │ +
│ │ │ │ │ +       [[249,  48, 249, 249]],
│ │ │ │ │ +
│ │ │ │ │ +       [[ 14, 249, 249,  57]]], shape=(4, 1, 4), dtype=uint8)
│ │ │ │ │ +Attributes:
│ │ │ │ │ +    ßÃ:       {'ĈĘŻŖğ': 'Č', 'ż0qżĉ': 'wûĝ¾t'}
│ │ │ │ │ +    ł:        {'ſÚYi': False, 'Ŭ': False, '': False, 'Uă9C': True}
│ │ │ │ │ +    ĦběŽŲ:    {'': 'ÖØ'}
│ │ │ │ │  
│ │ │ │ │  In [5]: xrst.variables().example()
│ │ │ │ │  Out[5]:
│ │ │ │ │ -<xarray.Variable (0: 1)> Size: 2B
│ │ │ │ │ -array([0.], dtype=float16)
│ │ │ │ │ +<xarray.Variable (u: 1, żW: 1, ĐºŖÞ: 3)> Size: 6B
│ │ │ │ │ +array([[[-19885,  -3992,   1903]]], dtype=int16)
│ │ │ │ │  You can see that calling .example() multiple times will generate different
│ │ │ │ │  examples, giving you an idea of the wide range of data that the xarray
│ │ │ │ │  strategies can generate.
│ │ │ │ │  In your tests however you should not use .example() - instead you should
│ │ │ │ │  parameterize your tests with the hypothesis.given() decorator:
│ │ │ │ │  In [6]: from hypothesis import given
│ │ │ │ │  In [7]: @given(xrst.variables())
│ │ │ │ │ @@ -123,99 +84,124 @@
│ │ │ │ │  customise the contents of the generated examples.
│ │ │ │ │  # generate a Variable containing an array with a complex number dtype, but all
│ │ │ │ │  other details still arbitrary
│ │ │ │ │  In [8]: from hypothesis.extra.numpy import complex_number_dtypes
│ │ │ │ │  
│ │ │ │ │  In [9]: xrst.variables(dtype=complex_number_dtypes()).example()
│ │ │ │ │  Out[9]:
│ │ │ │ │ -<xarray.Variable (º: 6)> Size: 96B
│ │ │ │ │ -array([       nan       +infj,        nan-2.225e-311j, -4.698e+16       +nanj,
│ │ │ │ │ -       -1.401e-45+5.000e-001j, -1.000e+07-1.411e+041j,        nan       +infj],
│ │ │ │ │ -dtype='>c16')
│ │ │ │ │ +<xarray.Variable (Dė: 3, Ëż: 6, ţÝC: 1)> Size: 144B
│ │ │ │ │ +array([[[nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j]],
│ │ │ │ │ +
│ │ │ │ │ +       [[nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j]],
│ │ │ │ │ +
│ │ │ │ │ +       [[nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j],
│ │ │ │ │ +        [nan-1.e-45j]]], shape=(3, 6, 1), dtype=complex64)
│ │ │ │ │  Attributes:
│ │ │ │ │ -    ĚžË:      [[                 'NaT']\n ['-8944590791784654066']]
│ │ │ │ │ +    :         {'ùįķŽ': 't¾Ą', 'Ŭ': '', 'Ġ': 'ŀ', 'ē': None, 'ŽĀ': array(
│ │ │ │ │ +['Õ¼'...
│ │ │ │ │  This also works with custom strategies, or strategies defined in other
│ │ │ │ │  packages. For example you could imagine creating a chunks strategy to specify
│ │ │ │ │  particular chunking patterns for a dask-backed array.
│ │ │ │ │  ******** FFiixxiinngg AArrgguummeennttss_?¶ ********
│ │ │ │ │  If you want to fix one aspect of the data structure, whilst allowing variation
│ │ │ │ │  in the generated examples over all other aspects, then use
│ │ │ │ │  hypothesis.strategies.just().
│ │ │ │ │  In [10]: import hypothesis.strategies as st
│ │ │ │ │  
│ │ │ │ │  # Generates only variable objects with dimensions ["x", "y"]
│ │ │ │ │  In [11]: xrst.variables(dims=st.just(["x", "y"])).example()
│ │ │ │ │  Out[11]:
│ │ │ │ │ -<xarray.Variable (x: 5, y: 6)> Size: 30B
│ │ │ │ │ -array([[73, 73, 73, 73, 73, 73],
│ │ │ │ │ -       [73, 73, 73, 73, 73, 73],
│ │ │ │ │ -       [73, 73, 73, 73, 73, 73],
│ │ │ │ │ -       [73, 73, 73, 73, 73, 73],
│ │ │ │ │ -       [73, 73, 73, 73, 73, 73]], shape=(5, 6), dtype=int8)
│ │ │ │ │ +<xarray.Variable (x: 1, y: 1)> Size: 1B
│ │ │ │ │ +array([[0]], dtype=uint8)
│ │ │ │ │  (This is technically another example of chaining strategies -
│ │ │ │ │  hypothesis.strategies.just() is simply a special strategy that just contains a
│ │ │ │ │  single example.)
│ │ │ │ │  To fix the length of dimensions you can instead pass dims as a mapping of
│ │ │ │ │  dimension names to lengths (i.e. following xarray objects’ .sizes() property),
│ │ │ │ │  e.g.
│ │ │ │ │  # Generates only variables with dimensions ["x", "y"], of lengths 2 & 3
│ │ │ │ │  respectively
│ │ │ │ │  In [12]: xrst.variables(dims=st.just({"x": 2, "y": 3})).example()
│ │ │ │ │  Out[12]:
│ │ │ │ │  <xarray.Variable (x: 2, y: 3)> Size: 48B
│ │ │ │ │ -array([[        inf, -1.113e-308,  1.450e+177],
│ │ │ │ │ -       [-1.000e-005,  1.450e+177,  1.450e+177]])
│ │ │ │ │ +array([[ 2.698e-048, -2.494e+112, -5.000e-001],
│ │ │ │ │ +       [        nan, -2.908e+016,         nan]])
│ │ │ │ │  You can also use this to specify that you want examples which are missing some
│ │ │ │ │  part of the data structure, for instance
│ │ │ │ │  # Generates a Variable with no attributes
│ │ │ │ │  In [13]: xrst.variables(attrs=st.just({})).example()
│ │ │ │ │  Out[13]:
│ │ │ │ │ -<xarray.Variable (0: 1)> Size: 1B
│ │ │ │ │ -array([0], dtype=int8)
│ │ │ │ │ +<xarray.Variable (Żʼnŏļ: 6, ʼn: 3)> Size: 144B
│ │ │ │ │ +array([[-9223372036854760110, -9223372036854760110, -9223372036854760110],
│ │ │ │ │ +       [-9223372036854760110, -9223372036854760110, -9223372036854760110],
│ │ │ │ │ +       [-9223372036854760110, -9223372036854760110, -9223372036854760110],
│ │ │ │ │ +       [-9223372036854760110, -9223372036854760110, -9223372036854760110],
│ │ │ │ │ +       [-9223372036854760110, -9223372036854760110, -9223372036854760110],
│ │ │ │ │ +       [-9223372036854760110, -9223372036854760110, -9223372036854760110]],
│ │ │ │ │ +shape=(6, 3))
│ │ │ │ │  Through a combination of chaining strategies and fixing arguments, you can
│ │ │ │ │  specify quite complicated requirements on the objects your chained strategy
│ │ │ │ │  will generate.
│ │ │ │ │  In [14]: fixed_x_variable_y_maybe_z = st.fixed_dictionaries(
│ │ │ │ │     ....:     {"x": st.just(2), "y": st.integers(3, 4)}, optional={"z": st.just
│ │ │ │ │  (2)}
│ │ │ │ │     ....: )
│ │ │ │ │     ....:
│ │ │ │ │  
│ │ │ │ │  In [15]: fixed_x_variable_y_maybe_z.example()
│ │ │ │ │ -Out[15]: {'x': 2, 'y': 3}
│ │ │ │ │ +Out[15]: {'x': 2, 'y': 3, 'z': 2}
│ │ │ │ │  
│ │ │ │ │  In [16]: special_variables = xrst.variables(dims=fixed_x_variable_y_maybe_z)
│ │ │ │ │  
│ │ │ │ │  In [17]: special_variables.example()
│ │ │ │ │  Out[17]:
│ │ │ │ │ -<xarray.Variable (x: 2, y: 3, z: 2)> Size: 96B
│ │ │ │ │ -array([[[-9223372033033758968, -9223372036854775652],
│ │ │ │ │ -        [-9223372036854720928, -9223372032873389537],
│ │ │ │ │ -        [-9223372036854722103, -9223372036854713855]],
│ │ │ │ │ -
│ │ │ │ │ -       [[-4294587694564654719, -9223372036854775622],
│ │ │ │ │ -        [-9223372036854719962, -9223372036854775751],
│ │ │ │ │ -        [-9223372033033758968, -9223372036854711788]]], shape=(2, 3, 2))
│ │ │ │ │ +<xarray.Variable (x: 2, y: 3, z: 2)> Size: 192B
│ │ │ │ │ +array([[[        inf-2.150e+016j,  2.225e-309       +nanj],
│ │ │ │ │ +        [-1.100e+000+1.000e+007j,  2.000e+000+6.538e+016j],
│ │ │ │ │ +        [ 3.403e+038-2.225e-311j,  3.706e+016+2.225e-308j]],
│ │ │ │ │ +
│ │ │ │ │ +       [[-1.798e+308+1.192e-007j,        -inf+4.941e-324j],
│ │ │ │ │ +        [-4.941e-324-1.798e+308j,         inf+4.520e+016j],
│ │ │ │ │ +        [ 2.000e+000       -infj,        -inf+4.941e-324j]]], shape=(2, 3, 2))
│ │ │ │ │  Attributes:
│ │ │ │ │ -    ÎXŽ:      {'ŽIlVŸ': array([b''], dtype='|S2'), 'ţNŻÏŻ': array(
│ │ │ │ │ -['Ô3\U000e8...
│ │ │ │ │ -    ŽÃęũ:     {}
│ │ │ │ │ +    :         {'': 'ďę', '7Ůŝijŕ': '¹œĚ', 'Ăíx¹8': 'ŜĖŷ', 'ĮĔÞ²1': array([
│ │ │ │ │ +[b'\...
│ │ │ │ │ +    ũÕ:       {}
│ │ │ │ │  
│ │ │ │ │  In [18]: special_variables.example()
│ │ │ │ │  Out[18]:
│ │ │ │ │ -<xarray.Variable (x: 2, y: 3, z: 2)> Size: 12B
│ │ │ │ │ -array([[[ 85,  85],
│ │ │ │ │ -        [ 87,  85],
│ │ │ │ │ -        [ 85,  85]],
│ │ │ │ │ -
│ │ │ │ │ -       [[ 85, 234],
│ │ │ │ │ -        [ 85,  85],
│ │ │ │ │ -        [ 85,  85]]], shape=(2, 3, 2), dtype=uint8)
│ │ │ │ │ +<xarray.Variable (x: 2, y: 4, z: 2)> Size: 128B
│ │ │ │ │ +array([[[ 8490804751958207686, -9223372036854775761],
│ │ │ │ │ +        [-9223372036854775796, -9223372034140457165],
│ │ │ │ │ +        [ 7913443996966715943, -9223372036854729269],
│ │ │ │ │ +        [-8905666620511135429, -9223372036854766538]],
│ │ │ │ │ +
│ │ │ │ │ +       [[-9223372036854773748, -9223372036854763508],
│ │ │ │ │ +        [-9223372036854761679, -9223372036854767732],
│ │ │ │ │ +        [-9223372036854775666, -9223372036854772832],
│ │ │ │ │ +        [-9223372036854724926, -9223372036803285069]]], shape=(2, 4, 2))
│ │ │ │ │  Attributes:
│ │ │ │ │ -    ²ìĻëĿ:    False
│ │ │ │ │ +    Xħ:       {'ĺ': False, '': None, 'ıļ': None, 'Ťsīyŧ': False}
│ │ │ │ │ +    :         {'yŔĽP': 'Íż', 'áâĺCŽ': array([['', 'Ë\x93oª}9DÖ²'],\n
│ │ │ │ │ +['...
│ │ │ │ │ +    ÁþL³ſ:    {'ŽĚĕſģ': '', 'Qāž': None, '': False, 'ĴŻ': True}
│ │ │ │ │  Here we have used one of hypothesis’ built-in strategies
│ │ │ │ │  hypothesis.strategies.fixed_dictionaries() to create a strategy which generates
│ │ │ │ │  mappings of dimension names to lengths (i.e. the size of the xarray object we
│ │ │ │ │  want). This particular strategy will always generate an x dimension of length
│ │ │ │ │  2, and a y dimension of length either 3 or 4, and will sometimes also generate
│ │ │ │ │  a z dimension of length 2. By feeding this strategy for dictionaries into the
│ │ │ │ │  dims argument of xarray’s variables() strategy, we can generate arbitrary
│ │ │ │ │ @@ -309,38 +295,80 @@
│ │ │ │ │     ....:     array_strategy_fn=xps.arrays,
│ │ │ │ │     ....:     dtype=xps.scalar_dtypes(),
│ │ │ │ │     ....: )
│ │ │ │ │     ....:
│ │ │ │ │  
│ │ │ │ │  In [32]: xp_variables.example()
│ │ │ │ │  Out[32]:
│ │ │ │ │ -<xarray.Variable (0: 1)> Size: 1B
│ │ │ │ │ -array([False])
│ │ │ │ │ +<xarray.Variable (ßAŽbŻ: 6, ĕ0ÌŻ: 6, ġóªŰÏ: 1)> Size: 36B
│ │ │ │ │ +array([[[140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [138]],
│ │ │ │ │ +
│ │ │ │ │ +       [[140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [ 37],
│ │ │ │ │ +        [140]],
│ │ │ │ │ +
│ │ │ │ │ +       [[140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140]],
│ │ │ │ │ +...
│ │ │ │ │ +       [[140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [ 74],
│ │ │ │ │ +        [169],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140]],
│ │ │ │ │ +
│ │ │ │ │ +       [[140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140]],
│ │ │ │ │ +
│ │ │ │ │ +       [[140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [ 60],
│ │ │ │ │ +        [140],
│ │ │ │ │ +        [213]]], shape=(6, 6, 1), dtype=uint8)
│ │ │ │ │ +Attributes:
│ │ │ │ │ +    ŰūŠeŐ:    True
│ │ │ │ │  Another array API-compliant duck array library would replace the import, e.g.
│ │ │ │ │  import cupy as cp instead.
│ │ │ │ │  ******** TTeessttiinngg oovveerr SSuubbsseettss ooff DDiimmeennssiioonnss_?¶ ********
│ │ │ │ │  A common task when testing xarray user code is checking that your function
│ │ │ │ │  works for all valid input dimensions. We can chain strategies to achieve this,
│ │ │ │ │  for which the helper strategy unique_subset_of() is useful.
│ │ │ │ │  It works for lists of dimension names
│ │ │ │ │  In [33]: dims = ["x", "y", "z"]
│ │ │ │ │  
│ │ │ │ │  In [34]: xrst.unique_subset_of(dims).example()
│ │ │ │ │ -Out[34]: ['x', 'z', 'y']
│ │ │ │ │ +Out[34]: []
│ │ │ │ │  
│ │ │ │ │  In [35]: xrst.unique_subset_of(dims).example()
│ │ │ │ │  Out[35]: ['y']
│ │ │ │ │  as well as for mappings of dimension names to sizes
│ │ │ │ │  In [36]: dim_sizes = {"x": 2, "y": 3, "z": 4}
│ │ │ │ │  
│ │ │ │ │  In [37]: xrst.unique_subset_of(dim_sizes).example()
│ │ │ │ │ -Out[37]: {'z': 4, 'y': 3, 'x': 2}
│ │ │ │ │ +Out[37]: {'y': 3, 'z': 4, 'x': 2}
│ │ │ │ │  
│ │ │ │ │  In [38]: xrst.unique_subset_of(dim_sizes).example()
│ │ │ │ │ -Out[38]: {'x': 2}
│ │ │ │ │ +Out[38]: {'x': 2, 'y': 3, 'z': 4}
│ │ │ │ │  This is useful because operations like reductions can be performed over any
│ │ │ │ │  subset of the xarray object’s dimensions. For example we can write a pytest
│ │ │ │ │  test that tests that a reduction gives the expected result when applying that
│ │ │ │ │  reduction along any possible valid subset of the Variable’s dimensions.
│ │ │ │ │  import numpy.testing as npt
│ │ │ ├── ./usr/share/doc/python-xarray-doc/html/whats-new.html
│ │ │ │ @@ -8155,15 +8155,15 @@
│ │ │ │  <li><p>New <code class="docutils literal notranslate"><span class="pre">xray.Dataset.where</span></code> method for masking xray objects according
│ │ │ │  to some criteria. This works particularly well with multi-dimensional data:</p>
│ │ │ │  <div class="highlight-ipython notranslate"><div class="highlight"><pre><span></span><span class="gp">In [45]: </span><span class="n">ds</span> <span class="o">=</span> <span class="n">xray</span><span class="o">.</span><span class="n">Dataset</span><span class="p">(</span><span class="n">coords</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;x&quot;</span><span class="p">:</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">),</span> <span class="s2">&quot;y&quot;</span><span class="p">:</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">)})</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [46]: </span><span class="n">ds</span><span class="p">[</span><span class="s2">&quot;distance&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">ds</span><span class="o">.</span><span class="n">x</span><span class="o">**</span><span class="mi">2</span> <span class="o">+</span> <span class="n">ds</span><span class="o">.</span><span class="n">y</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span>
│ │ │ │  
│ │ │ │  <span class="gp">In [47]: </span><span class="n">ds</span><span class="o">.</span><span class="n">distance</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">ds</span><span class="o">.</span><span class="n">distance</span> <span class="o">&lt;</span> <span class="mi">100</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
│ │ │ │ -<span class="gh">Out[47]: </span><span class="go">&lt;matplotlib.collections.QuadMesh at 0x7f6025e1c2d0&gt;</span>
│ │ │ │ +<span class="gh">Out[47]: </span><span class="go">&lt;matplotlib.collections.QuadMesh at 0x7f34ab66b4d0&gt;</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <a class="reference internal image-reference" href="_images/where_example.png"><img alt="_images/where_example.png" src="_images/where_example.png" style="width: 4in; height: 4in;" />
│ │ │ │  </a>
│ │ │ │  </li>
│ │ │ │  <li><p>Added new methods <code class="docutils literal notranslate"><span class="pre">xray.DataArray.diff</span></code> and <code class="docutils literal notranslate"><span class="pre">xray.Dataset.diff</span></code>
│ │ │ │  for finite difference calculations along a given axis.</p></li>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -5262,15 +5262,15 @@
│ │ │ │ │      * New xray.Dataset.where method for masking xray objects according to some
│ │ │ │ │        criteria. This works particularly well with multi-dimensional data:
│ │ │ │ │        In [45]: ds = xray.Dataset(coords={"x": range(100), "y": range(100)})
│ │ │ │ │  
│ │ │ │ │        In [46]: ds["distance"] = np.sqrt(ds.x**2 + ds.y**2)
│ │ │ │ │  
│ │ │ │ │        In [47]: ds.distance.where(ds.distance < 100).plot()
│ │ │ │ │ -      Out[47]: <matplotlib.collections.QuadMesh at 0x7f6025e1c2d0>
│ │ │ │ │ +      Out[47]: <matplotlib.collections.QuadMesh at 0x7f34ab66b4d0>
│ │ │ │ │        _[___i_m_a_g_e_s_/_w_h_e_r_e___e_x_a_m_p_l_e_._p_n_g_]
│ │ │ │ │      * Added new methods xray.DataArray.diff and xray.Dataset.diff for finite
│ │ │ │ │        difference calculations along a given axis.
│ │ │ │ │      * New xray.DataArray.to_masked_array convenience method for returning a
│ │ │ │ │        numpy.ma.MaskedArray.
│ │ │ │ │        In [48]: da = xray.DataArray(np.random.random_sample(size=(5, 4)))