/usr/bin/diffoscope --timeout 7200 --html /srv/reproducible-results/rbuild-debian/r-b-build.gKJMkDnP/python-xarray_2025.01.2-1.diffoscope.html --text /srv/reproducible-results/rbuild-debian/r-b-build.gKJMkDnP/python-xarray_2025.01.2-1.diffoscope.txt --json /srv/reproducible-results/rbuild-debian/r-b-build.gKJMkDnP/python-xarray_2025.01.2-1.diffoscope.json --profile=- /srv/reproducible-results/rbuild-debian/r-b-build.gKJMkDnP/b1/python-xarray_2025.01.2-1_arm64.changes /srv/reproducible-results/rbuild-debian/r-b-build.gKJMkDnP/b2/python-xarray_2025.01.2-1

⊟

595 KB

/srv/reproducible-results/rbuild-debian/r-b-build.gKJMkDnP/b1/python-xarray_2025.01.2-1_arm64.changes vs.

/srv/reproducible-results/rbuild-debian/r-b-build.gKJMkDnP/b2/python-xarray_2025.01.2-1_arm64.changes ¶

⊟

309 B

Files ¶

⊟

594 KB

python-xarray-doc_2025.01.2-1_all.deb ¶

⊟

452 B

file list ¶

⊟

621 B

control.tar.xz ¶

⊟

593 B

control.tar ¶

⊟

523 B

./control ¶

⊟

48.0 B

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

593 KB

data.tar.xz ¶

⊟

593 KB

data.tar ¶

⊟

16.0 KB

file list ¶

⊟

33.8 KB

⊟

8.79 KB

⊟

43.6 KB

⊟

43.4 KB

⊟

43.4 KB

Similarity: 0.9983703823622252% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2025-02-05T04:01:40.611494Z', " "'iopub.status.busy': '2025-02-05T04:01:40.611255Z', 'iopub.status.idle': " "'2025-02-05T04:01:42.142607Z', 'shell.execute_reply': " "'2025-02-05T04:01:42.141949Z'}}}, 4: {'metadata': {'execution': " "{'iopub.execute_input': '2025-02-05T04:01:42.145948Z', 'iopub.status.busy': " "'2025-02-05T04:01:42.145497Z', 'iopub.status.idle': '2025-02-05T04:01:4 […]

⊟

4.13 KB

⊟

1.03 KB

⊟

17.3 KB

⊟

17.2 KB

⊟

17.1 KB

Similarity: 0.9987017463235294% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2025-02-05T04:01:52.572469Z', " "'iopub.status.busy': '2025-02-05T04:01:52.572224Z', 'iopub.status.idle': " "'2025-02-05T04:01:53.782598Z', 'shell.execute_reply': " "'2025-02-05T04:01:53.781893Z'}}}, 5: {'metadata': {'execution': " "{'iopub.execute_input': '2025-02-05T04:01:53.791058Z', 'iopub.status.busy': " "'2025-02-05T04:01:53.790635Z', 'iopub.status.idle': '2025-02-05T04:01:5 […]

⊟

3.6 KB

⊟

765 B

⊟

28.5 KB

⊟

28.4 KB

⊟

28.3 KB

Similarity: 0.9993857604017217% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2025-02-05T04:01:59.416196Z', " "'iopub.status.busy': '2025-02-05T04:01:59.415905Z', 'iopub.status.idle': " "'2025-02-05T04:02:00.298954Z', 'shell.execute_reply': " '\'2025-02-05T04:02:00.298106Z\'}}, \'outputs\': {0: {\'evalue\': "[Errno 13] ' "Permission denied: '/nonexistent' | Pooch could not create data cache folder " "'/nonexistent/second-build/.cache/xarray_tutorial_data'. […]

⊟

3.29 KB

⊟

685 B

⊟

18.9 KB

⊟

18.7 KB

⊟

18.7 KB

Similarity: 0.999094012605042% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2025-02-05T04:02:08.950888Z', " "'iopub.status.busy': '2025-02-05T04:02:08.950639Z', 'iopub.status.idle': " "'2025-02-05T04:02:10.770501Z', 'shell.execute_reply': " "'2025-02-05T04:02:10.765394Z'}}}, 4: {'metadata': {'execution': " "{'iopub.execute_input': '2025-02-05T04:02:10.779164Z', 'iopub.status.busy': " "'2025-02-05T04:02:10.778701Z', 'iopub.status.idle': '2025-02-05T04:02:1 […]

⊟

3.41 KB

⊟

753 B

⊟

12.5 KB

⊟

12.4 KB

⊟

12.3 KB

Similarity: 0.9986468545751634% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2025-02-05T04:02:16.550882Z', " "'iopub.status.busy': '2025-02-05T04:02:16.550619Z', 'iopub.status.idle': " "'2025-02-05T04:02:17.754908Z', 'shell.execute_reply': " '\'2025-02-05T04:02:17.754105Z\'}}, \'outputs\': {0: {\'evalue\': "[Errno 13] ' "Permission denied: '/nonexistent' | Pooch could not create data cache folder " "'/nonexistent/second-build/.cache/xarray_tutorial_data'. […]

⊟

4.39 KB

⊟

1000 B

⊟

18.5 KB

⊟

18.3 KB

⊟

18.3 KB

Similarity: 0.9985617897727272% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2025-02-05T04:02:21.118997Z', " "'iopub.status.busy': '2025-02-05T04:02:21.118713Z', 'iopub.status.idle': " "'2025-02-05T04:02:22.896036Z', 'shell.execute_reply': " "'2025-02-05T04:02:22.895362Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2025-02-05T04:02:22.903109Z', 'iopub.status.busy': " "'2025-02-05T04:02:22.902665Z', 'iopub.status.idle': '2025-02-05T04:02:2 […]

⊟

3.83 KB

⊟

786 B

⊟

17.4 KB

⊟

17.2 KB

⊟

17.2 KB

Similarity: 0.9991536458333333% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2025-02-05T04:02:26.701948Z', " "'iopub.status.busy': '2025-02-05T04:02:26.701669Z', 'iopub.status.idle': " "'2025-02-05T04:02:27.712765Z', 'shell.execute_reply': " "'2025-02-05T04:02:27.712024Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2025-02-05T04:02:27.716782Z', 'iopub.status.busy': " "'2025-02-05T04:02:27.716306Z', 'iopub.status.idle': '2025-02-05T04:02:2 […]

⊟

3.8 KB

⊟

875 B

⊟

16.9 KB

⊟

16.7 KB

⊟

16.7 KB

Similarity: 0.9982919730392157% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2025-02-05T04:02:34.582955Z', " "'iopub.status.busy': '2025-02-05T04:02:34.582681Z', 'iopub.status.idle': " "'2025-02-05T04:02:36.038165Z', 'shell.execute_reply': " "'2025-02-05T04:02:36.022095Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2025-02-05T04:02:36.048422Z', 'iopub.status.busy': " "'2025-02-05T04:02:36.047960Z', 'iopub.status.idle': '2025-02-05T04:02:3 […]

⊟

50.6 KB

⊟

710 B

⊟

67.0 KB

⊟

66.9 KB

⊟

66.8 KB

Similarity: 0.9992323269378145% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2025-02-05T04:02:41.495021Z', " "'iopub.status.busy': '2025-02-05T04:02:41.494709Z', 'iopub.status.idle': " "'2025-02-05T04:02:44.334159Z', 'shell.execute_reply': " "'2025-02-05T04:02:44.318132Z'}}, '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' […]

⊟

2.22 KB

⊟

884 B

⊟

6.73 KB

⊟

1.42 KB

⊟

4.85 KB

⊟

1020 B

⊟

52.6 KB

⊟

52.5 KB

⊟

4.98 KB

⊟

1.35 KB

⊟

3.71 KB

⊟

860 B

⊟

9.12 KB

⊟

2.39 KB

⊟

9.77 KB

⊟

2.07 KB

⊟

27.8 KB

⊟

7.32 KB

⊟

55.9 KB

⊟

13.8 KB

⊟

3.58 KB

⊟

1.01 KB

⊟

40.6 KB

⊟

12.7 KB

⊟

3.71 KB

⊟

976 B


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

1	·cc~~32609e2a6~~42df07f9c6e968526b~~060~~·2751400·doc·optional·python-xarray-doc_2025.01.2-1_all.deb	1	·bc06d3747c74f94f1eff860e3a6b54db·2752460·doc·optional·python-xarray-doc_2025.01.2-1_all.deb
2	·65b17ea58f6b0a83ea67cd4000a96d9f·799856·python·optional·python3-xarray_2025.01.2-1_all.deb	2	·65b17ea58f6b0a83ea67cd4000a96d9f·799856·python·optional·python3-xarray_2025.01.2-1_all.deb


Offset 1, 3 lines modified		Offset 1, 3 lines modified
1	-rw-r--r--···0········0········0········4·2025-02-02·11:36:57.000000·debian-binary	1	-rw-r--r--···0········0········0········4·2025-02-02·11:36:57.000000·debian-binary
2	-rw-r--r--···0········0········0·····6368·2025-02-02·11:36:57.000000·control.tar.xz	2	-rw-r--r--···0········0········0·····6372·2025-02-02·11:36:57.000000·control.tar.xz
3	-rw-r--r--···0········0········0··2744840·2025-02-02·11:36:57.000000·data.tar.xz	3	-rw-r--r--···0········0········0··2745896·2025-02-02·11:36:57.000000·data.tar.xz


Offset 1, 13 lines modified		Offset 1, 13 lines modified
1	Package:·python-xarray-doc	1	Package:·python-xarray-doc
2	Source:·python-xarray	2	Source:·python-xarray
3	Version:·2025.01.2-1	3	Version:·2025.01.2-1
4	Architecture:·all	4	Architecture:·all
5	Maintainer:·Debian·Science·Maintainers·<debian-science-maintainers@lists.alioth.debian.org>	5	Maintainer:·Debian·Science·Maintainers·<debian-science-maintainers@lists.alioth.debian.org>
6	Installed-Size:·8990	6	Installed-Size:·8996
7	Depends:·libjs-sphinxdoc·(>=·8.1),·libjs-mathjax,·libjs-requirejs	7	Depends:·libjs-sphinxdoc·(>=·8.1),·libjs-mathjax,·libjs-requirejs
8	Built-Using:·alabaster·(=·0.7.16-0.1),·sphinx·(=·8.1.3-4)	8	Built-Using:·alabaster·(=·0.7.16-0.1),·sphinx·(=·8.1.3-4)
9	Section:·doc	9	Section:·doc
10	Priority:·optional	10	Priority:·optional
11	Multi-Arch:·foreign	11	Multi-Arch:·foreign
12	Homepage:·https://xarray.pydata.org/	12	Homepage:·https://xarray.pydata.org/
13	Description:·documentation·for·xarray	13	Description:·documentation·for·xarray


Offset 99, 15 lines modified		Offset 99, 15 lines modified
99	····273·····message.append(	99	····273·····message.append(
100	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different	100	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different
101	location."	101	location."
102	····275·····)	102	····275·····)
103	-->·276·raise·PermissionError("·".join(message))·from·error	103	-->·276·raise·PermissionError("·".join(message))·from·error

104	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not	104	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not
105	create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/	105	create·data·cache·folder·'/nonexistent/second-build/.cache/
106	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	106	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
107	Let’s·create·a·simple·plot·of·2-m·air·temperature·in·degrees·Celsius:	107	Let’s·create·a·simple·plot·of·2-m·air·temperature·in·degrees·Celsius:
108	[3]:	108	[3]:
109	ds·=·ds·-·273.15	109	ds·=·ds·-·273.15
110	ds.t2m[0].plot(cmap=plt.cm.coolwarm)	110	ds.t2m[0].plot(cmap=plt.cm.coolwarm)
111	---------------------------------------------------------------------------	111	---------------------------------------------------------------------------
112	NameError·································Traceback·(most·recent·call·last)	112	NameError·································Traceback·(most·recent·call·last)
Offset 138, 97 lines modified		Offset 138, 97 lines modified
138	---->·7·plot·=·ds.t2m[0].plot(	138	---->·7·plot·=·ds.t2m[0].plot(
139	······8·····cmap=plt.cm.coolwarm,·transform=ccrs.PlateCarree(),·cbar_kwargs=	139	······8·····cmap=plt.cm.coolwarm,·transform=ccrs.PlateCarree(),·cbar_kwargs=
140	{"shrink":·0.6}	140	{"shrink":·0.6}
141	······9·)	141	······9·)
142	·····10·plt.title("ERA5·-·2m·temperature·British·Isles·March·2019")	142	·····10·plt.title("ERA5·-·2m·temperature·British·Isles·March·2019")

143	NameError:·name·'ds'·is·not·defined	143	NameError:·name·'ds'·is·not·defined
144	Error·in·callback·<function·_draw_all_if_interactive·at·0xffff~~6f66~~ca40>·(for	144	Error·in·callback·<function·_draw_all_if_interactive·at·0xffff3ed5ca40>·(for
145	post_execute),·with·arguments·args·(),kwargs·{}:	145	post_execute),·with·arguments·args·(),kwargs·{}:
146	---------------------------------------------------------------------------	146	---------------------------------------------------------------------------
147	FileNotFoundError·························Traceback·(most·recent·call·last)	147	FileNotFoundError·························Traceback·(most·recent·call·last)
148	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,	148	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,
149	parents,·exist_ok)	149	parents,·exist_ok)
150	····723·try:	150	····723·try:
151	-->·724·····os.mkdir(self,·mode)	151	-->·724·····os.mkdir(self,·mode)
152	····725·except·FileNotFoundError:	152	····725·except·FileNotFoundError:

153	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	153	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
154	build/.local/share/cartopy/shapefiles/natural_earth/physical'	154	build/.local/share/cartopy/shapefiles/natural_earth/physical'

155	During·handling·of·the·above·exception,·another·exception·occurred:	155	During·handling·of·the·above·exception,·another·exception·occurred:

156	FileNotFoundError·························Traceback·(most·recent·call·last)	156	FileNotFoundError·························Traceback·(most·recent·call·last)
157	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,	157	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,
158	parents,·exist_ok)	158	parents,·exist_ok)
159	····723·try:	159	····723·try:
160	-->·724·····os.mkdir(self,·mode)	160	-->·724·····os.mkdir(self,·mode)
161	····725·except·FileNotFoundError:	161	····725·except·FileNotFoundError:

162	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	162	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
163	build/.local/share/cartopy/shapefiles/natural_earth'	163	build/.local/share/cartopy/shapefiles/natural_earth'

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

165	FileNotFoundError·························Traceback·(most·recent·call·last)	165	FileNotFoundError·························Traceback·(most·recent·call·last)
166	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,	166	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,
167	parents,·exist_ok)	167	parents,·exist_ok)
168	····723·try:	168	····723·try:
169	-->·724·····os.mkdir(self,·mode)	169	-->·724·····os.mkdir(self,·mode)
170	····725·except·FileNotFoundError:	170	····725·except·FileNotFoundError:

171	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	171	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
172	build/.local/share/cartopy/shapefiles'	172	build/.local/share/cartopy/shapefiles'

173	During·handling·of·the·above·exception,·another·exception·occurred:	173	During·handling·of·the·above·exception,·another·exception·occurred:

174	FileNotFoundError·························Traceback·(most·recent·call·last)	174	FileNotFoundError·························Traceback·(most·recent·call·last)
175	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,	175	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,
176	parents,·exist_ok)	176	parents,·exist_ok)
177	····723·try:	177	····723·try:
178	-->·724·····os.mkdir(self,·mode)	178	-->·724·····os.mkdir(self,·mode)
179	····725·except·FileNotFoundError:	179	····725·except·FileNotFoundError:

180	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	180	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
181	build/.local/share/cartopy'	181	build/.local/share/cartopy'

182	During·handling·of·the·above·exception,·another·exception·occurred:	182	During·handling·of·the·above·exception,·another·exception·occurred:

183	FileNotFoundError·························Traceback·(most·recent·call·last)	183	FileNotFoundError·························Traceback·(most·recent·call·last)
184	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,	184	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,
185	parents,·exist_ok)	185	parents,·exist_ok)
186	····723·try:	186	····723·try:
187	-->·724·····os.mkdir(self,·mode)	187	-->·724·····os.mkdir(self,·mode)
188	····725·except·FileNotFoundError:	188	····725·except·FileNotFoundError:

189	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	189	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
190	build/.local/share'	190	build/.local/share'

191	During·handling·of·the·above·exception,·another·exception·occurred:	191	During·handling·of·the·above·exception,·another·exception·occurred:

192	FileNotFoundError·························Traceback·(most·recent·call·last)	192	FileNotFoundError·························Traceback·(most·recent·call·last)
193	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,	193	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,
194	parents,·exist_ok)	194	parents,·exist_ok)
195	····723·try:	195	····723·try:
196	-->·724·····os.mkdir(self,·mode)	196	-->·724·····os.mkdir(self,·mode)
197	····725·except·FileNotFoundError:	197	····725·except·FileNotFoundError:

198	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	198	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
199	build/.local'	199	build/.local'

200	During·handling·of·the·above·exception,·another·exception·occurred:	200	During·handling·of·the·above·exception,·another·exception·occurred:

201	FileNotFoundError·························Traceback·(most·recent·call·last)	201	FileNotFoundError·························Traceback·(most·recent·call·last)
202	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,	202	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,
203	parents,·exist_ok)	203	parents,·exist_ok)
204	····723·try:	204	····723·try:
205	-->·724·····os.mkdir(self,·mode)	205	-->·724·····os.mkdir(self,·mode)
206	····725·except·FileNotFoundError:	206	····725·except·FileNotFoundError:

207	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	207	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
208	build'	208	build'

209	During·handling·of·the·above·exception,·another·exception·occurred:	209	During·handling·of·the·above·exception,·another·exception·occurred:

210	PermissionError···························Traceback·(most·recent·call·last)	210	PermissionError···························Traceback·(most·recent·call·last)
211	File·/usr/lib/python3/dist-packages/matplotlib/pyplot.py:197,·in	211	File·/usr/lib/python3/dist-packages/matplotlib/pyplot.py:197,·in
212	_draw_all_if_interactive()	212	_draw_all_if_interactive()
Offset 458, 87 lines modified		Offset 458, 87 lines modified
458	FileNotFoundError·························Traceback·(most·recent·call·last)	458	FileNotFoundError·························Traceback·(most·recent·call·last)
459	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,	459	File·/usr/lib/python3.13/pathlib/_local.py:724,·in·Path.mkdir(self,·mode,
460	parents,·exist_ok)	460	parents,·exist_ok)
461	····723·try:	461	····723·try:
462	-->·724·····os.mkdir(self,·mode)	462	-->·724·····os.mkdir(self,·mode)
463	····725·except·FileNotFoundError:	463	····725·except·FileNotFoundError:

464	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/~~first~~-	464	FileNotFoundError:·[Errno·2]·No·such·file·or·directory:·'/nonexistent/second-
465	build/.local/share/cartopy/shapefiles/natural_earth/physical'	465	build/.local/share/cartopy/shapefiles/natural_earth/physical'

466	During·handling·of·the·above·exception,·another·exception·occurred:	466	During·handling·of·the·above·exception,·another·exception·occurred:

467	FileNotFoundError·························Traceback·(most·recent·call·last)	467	FileNotFoundError·························Traceback·(most·recent·call·last)
Max diff block lines reached; 3121/8974 bytes (34.78%) of diff not shown.


Offset 191, 15 lines modified		Offset 191, 15 lines modified
191	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>	191	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>
192	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:	192	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:
193	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(	193	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(
194	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>	194	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>
195	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)	195	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)
196	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>	196	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>

197	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	197	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
198	</pre></div></div>	198	</pre></div></div>
199	</div>	199	</div>
200	</section>	200	</section>
201	<section·id="Add-a-lazilly-calculated-vertical-coordinates">	201	<section·id="Add-a-lazilly-calculated-vertical-coordinates">
202	<h2>Add·a·lazilly·calculated·vertical·coordinates<a·class="headerlink"·href="#Add-a-lazilly-calculated-vertical-coordinates"·title="Link·to·this·heading">¶</a></h2>	202	<h2>Add·a·lazilly·calculated·vertical·coordinates<a·class="headerlink"·href="#Add-a-lazilly-calculated-vertical-coordinates"·title="Link·to·this·heading">¶</a></h2>
203	<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>	203	<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>
204	<p>In·short,·for·<code·class="docutils·literal·notranslate"><span·class="pre">Vtransform==2</span></code>·as·used·in·this·example,</p>	204	<p>In·short,·for·<code·class="docutils·literal·notranslate"><span·class="pre">Vtransform==2</span></code>·as·used·in·this·example,</p>


Offset 131, 15 lines modified		Offset 131, 15 lines modified
131	····273·····message.append(	131	····273·····message.append(
132	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different	132	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different
133	location."	133	location."
134	····275·····)	134	····275·····)
135	-->·276·raise·PermissionError("·".join(message))·from·error	135	-->·276·raise·PermissionError("·".join(message))·from·error

136	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not	136	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not
137	create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/	137	create·data·cache·folder·'/nonexistent/second-build/.cache/
138	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	138	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
139	\x8\x8\x8\x8\x8·A\x8Ad\x8dd\x8d·a\x8a·l\x8la\x8az\x8zi\x8il\x8ll\x8ly\x8y·c\x8ca\x8al\x8lc\x8cu\x8ul\x8la\x8at\x8te\x8ed\x8d·v\x8ve\x8er\x8rt\x8ti\x8ic\x8ca\x8al\x8l·c\x8co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8es\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8	139	\x8\x8\x8\x8\x8·A\x8Ad\x8dd\x8d·a\x8a·l\x8la\x8az\x8zi\x8il\x8ll\x8ly\x8y·c\x8ca\x8al\x8lc\x8cu\x8ul\x8la\x8at\x8te\x8ed\x8d·v\x8ve\x8er\x8rt\x8ti\x8ic\x8ca\x8al\x8l·c\x8co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8es\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8
140	Write·equations·to·calculate·the·vertical·coordinate.·These·will·be·only	140	Write·equations·to·calculate·the·vertical·coordinate.·These·will·be·only
141	evaluated·when·data·is·requested.·Information·about·the·ROMS·vertical	141	evaluated·when·data·is·requested.·Information·about·the·ROMS·vertical
142	coordinate·can·be·found·(here)[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8w_\x8w_\x8w_\x8._\x8m_\x8y_\x8r_\x8o_\x8m_\x8s_\x8._\x8o_\x8r_\x8g_\x8/_\x8w_\x8i_\x8k_\x8i_\x8/_\x8V_\x8e_\x8r_\x8t_\x8i_\x8c_\x8a_\x8l_\x8__\x8S_\x8-	142	coordinate·can·be·found·(here)[_\x8h_\x8t_\x8t_\x8p_\x8s_\x8:_\x8/_\x8/_\x8w_\x8w_\x8w_\x8._\x8m_\x8y_\x8r_\x8o_\x8m_\x8s_\x8._\x8o_\x8r_\x8g_\x8/_\x8w_\x8i_\x8k_\x8i_\x8/_\x8V_\x8e_\x8r_\x8t_\x8i_\x8c_\x8a_\x8l_\x8__\x8S_\x8-
143	_\x8c_\x8o_\x8o_\x8r_\x8d_\x8i_\x8n_\x8a_\x8t_\x8e]	143	_\x8c_\x8o_\x8o_\x8r_\x8d_\x8i_\x8n_\x8a_\x8t_\x8e]
144	In·short,·for·Vtransform==2·as·used·in·this·example,	144	In·short,·for·Vtransform==2·as·used·in·this·example,


Offset 185, 15 lines modified		Offset 185, 15 lines modified
185	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>	185	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>
186	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:	186	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:
187	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(	187	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(
188	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>	188	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>
189	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)	189	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)
190	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>	190	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>

191	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	191	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
192	</pre></div></div>	192	</pre></div></div>
193	</div>	193	</div>
194	<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>	194	<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>
195	<div·class="nbinput·docutils·container">	195	<div·class="nbinput·docutils·container">
196	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:	196	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:
197	</pre></div>	197	</pre></div>
198	</div>	198	</div>


Offset 123, 15 lines modified		Offset 123, 15 lines modified
123	····273·····message.append(	123	····273·····message.append(
124	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different	124	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different
125	location."	125	location."
126	····275·····)	126	····275·····)
127	-->·276·raise·PermissionError("·".join(message))·from·error	127	-->·276·raise·PermissionError("·".join(message))·from·error

128	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not	128	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not
129	create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/	129	create·data·cache·folder·'/nonexistent/second-build/.cache/
130	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	130	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
131	The·function·we·will·apply·is·np.interp·which·expects·1D·numpy·arrays.·This	131	The·function·we·will·apply·is·np.interp·which·expects·1D·numpy·arrays.·This
132	functionality·is·already·implemented·in·xarray·so·we·use·that·capability·to	132	functionality·is·already·implemented·in·xarray·so·we·use·that·capability·to
133	make·sure·we·are·not·making·mistakes.	133	make·sure·we·are·not·making·mistakes.
134	[2]:	134	[2]:
135	newlat·=·np.linspace(15,·75,·100)	135	newlat·=·np.linspace(15,·75,·100)
136	air.interp(lat=newlat)	136	air.interp(lat=newlat)


Offset 186, 15 lines modified		Offset 186, 15 lines modified
186	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>	186	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>
187	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:	187	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:
188	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(	188	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(
189	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>	189	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>
190	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)	190	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)
191	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>	191	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>

192	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	192	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
193	</pre></div></div>	193	</pre></div></div>
194	</div>	194	</div>
195	<p>Plot·the·first·timestep:</p>	195	<p>Plot·the·first·timestep:</p>
196	<div·class="nbinput·docutils·container">	196	<div·class="nbinput·docutils·container">
197	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:	197	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:
198	</pre></div>	198	</pre></div>
199	</div>	199	</div>


Offset 121, 15 lines modified		Offset 121, 15 lines modified
121	····273·····message.append(	121	····273·····message.append(
122	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different	122	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different
123	location."	123	location."
124	····275·····)	124	····275·····)
125	-->·276·raise·PermissionError("·".join(message))·from·error	125	-->·276·raise·PermissionError("·".join(message))·from·error

126	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not	126	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not
127	create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/	127	create·data·cache·folder·'/nonexistent/second-build/.cache/
128	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	128	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
129	Plot·the·first·timestep:	129	Plot·the·first·timestep:
130	[3]:	130	[3]:
131	projection·=·ccrs.LambertConformal(central_longitude=-95,·central_latitude=45)	131	projection·=·ccrs.LambertConformal(central_longitude=-95,·central_latitude=45)

132	f,·ax·=·plt.subplots(subplot_kw=dict(projection=projection))	132	f,·ax·=·plt.subplots(subplot_kw=dict(projection=projection))


Offset 160, 15 lines modified		Offset 160, 15 lines modified
160	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>	160	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>
161	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:	161	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:
162	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(	162	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(
163	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>	163	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>
164	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)	164	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)
165	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>	165	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>

166	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	166	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
167	</pre></div></div>	167	</pre></div></div>
168	</div>	168	</div>
169	<div·class="nbinput·nblast·docutils·container">	169	<div·class="nbinput·nblast·docutils·container">
170	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:	170	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:
171	</pre></div>	171	</pre></div>
172	</div>	172	</div>
173	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span>	173	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span>


Offset 159, 15 lines modified		Offset 159, 15 lines modified
159	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>	159	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>
160	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:	160	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:
161	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(	161	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(
162	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>	162	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>
163	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)	163	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)
164	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>	164	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>

165	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	165	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
166	</pre></div></div>	166	</pre></div></div>
167	</div>	167	</div>
168	</section>	168	</section>
169	<section·id="Now-for-the-heavy-lifting:">	169	<section·id="Now-for-the-heavy-lifting:">
170	<h2>Now·for·the·heavy·lifting:<a·class="headerlink"·href="#Now-for-the-heavy-lifting:"·title="Link·to·this·heading">¶</a></h2>	170	<h2>Now·for·the·heavy·lifting:<a·class="headerlink"·href="#Now-for-the-heavy-lifting:"·title="Link·to·this·heading">¶</a></h2>
171	<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>	171	<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>
172	<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>	172	<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>


Offset 92, 15 lines modified		Offset 92, 15 lines modified
92	····273·····message.append(	92	····273·····message.append(
93	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different	93	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different
94	location."	94	location."
95	····275·····)	95	····275·····)
96	-->·276·raise·PermissionError("·".join(message))·from·error	96	-->·276·raise·PermissionError("·".join(message))·from·error

97	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not	97	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not
98	create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/	98	create·data·cache·folder·'/nonexistent/second-build/.cache/
99	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	99	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
100	\x8\x8\x8\x8\x8·N\x8No\x8ow\x8w·f\x8fo\x8or\x8r·t\x8th\x8he\x8e·h\x8he\x8ea\x8av\x8vy\x8y·l\x8li\x8if\x8ft\x8ti\x8in\x8ng\x8g:\x8:_\x8?\x8¶·\x8\x8\x8\x8\x8	100	\x8\x8\x8\x8\x8·N\x8No\x8ow\x8w·f\x8fo\x8or\x8r·t\x8th\x8he\x8e·h\x8he\x8ea\x8av\x8vy\x8y·l\x8li\x8if\x8ft\x8ti\x8in\x8ng\x8g:\x8:_\x8?\x8¶·\x8\x8\x8\x8\x8
101	We·first·have·to·come·up·with·the·weights,·-·calculate·the·month·length·for	101	We·first·have·to·come·up·with·the·weights,·-·calculate·the·month·length·for
102	each·monthly·data·record·-·calculate·weights·using·groupby('time.season')	102	each·monthly·data·record·-·calculate·weights·using·groupby('time.season')
103	Finally,·we·just·need·to·multiply·our·weights·by·the·Dataset·and·sum·along·the	103	Finally,·we·just·need·to·multiply·our·weights·by·the·Dataset·and·sum·along·the
104	time·dimension.·Creating·a·DataArray·for·the·month·length·is·as·easy·as·using	104	time·dimension.·Creating·a·DataArray·for·the·month·length·is·as·easy·as·using
105	the·days_in_month·accessor·on·the·time·coordinate.·The·calendar·type,·in·this	105	the·days_in_month·accessor·on·the·time·coordinate.·The·calendar·type,·in·this


Offset 160, 32 lines modified		Offset 160, 32 lines modified
160	-rw-r--r--···0·root·········(0)·root·········(0)···101581·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/contributing.html	160	-rw-r--r--···0·root·········(0)·root·········(0)···101581·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/contributing.html
161	-rw-r--r--···0·root·········(0)·root·········(0)······461·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/dask.html	161	-rw-r--r--···0·root·········(0)·root·········(0)······461·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/dask.html
162	-rw-r--r--···0·root·········(0)·root·········(0)······494·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/data-structures.html	162	-rw-r--r--···0·root·········(0)·root·········(0)······494·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/data-structures.html
163	-rw-r--r--···0·root·········(0)·root·········(0)·····8448·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/developers-meeting.html	163	-rw-r--r--···0·root·········(0)·root·········(0)·····8448·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/developers-meeting.html
164	-rw-r--r--···0·root·········(0)·root·········(0)······479·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/duckarrays.html	164	-rw-r--r--···0·root·········(0)·root·········(0)······479·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/duckarrays.html
165	-rw-r--r--···0·root·········(0)·root·········(0)····22666·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/ecosystem.html	165	-rw-r--r--···0·root·········(0)·root·········(0)····22666·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/ecosystem.html
166	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/	166	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/
167	-rw-r--r--···0·root·········(0)·root·········(0)···151021·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/ERA5-GRIB-example.html	167	-rw-r--r--···0·root·········(0)·root·········(0)···151036·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/ERA5-GRIB-example.html
168	-rw-r--r--···0·root·········(0)·root·········(0)····10278·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/ERA5-GRIB-example.ipynb.gz	168	-rw-r--r--···0·root·········(0)·root·········(0)····10278·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/ERA5-GRIB-example.ipynb.gz
169	-rw-r--r--···0·root·········(0)·root·········(0)····51050·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/ROMS_ocean_model.html	169	-rw-r--r--···0·root·········(0)·root·········(0)····51051·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/ROMS_ocean_model.html
170	-rw-r--r--···0·root·········(0)·root·········(0)····24969·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/ROMS_ocean_model.ipynb.gz	170	-rw-r--r--···0·root·········(0)·root·········(0)····24976·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/ROMS_ocean_model.ipynb.gz
171	-rw-r--r--···0·root·········(0)·root·········(0)···134137·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/apply_ufunc_vectorize_1d.html	171	-rw-r--r--···0·root·········(0)·root·········(0)···134138·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/apply_ufunc_vectorize_1d.html
172	-rw-r--r--···0·root·········(0)·root·········(0)····10476·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/apply_ufunc_vectorize_1d.ipynb.gz	172	-rw-r--r--···0·root·········(0)·root·········(0)····10495·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/apply_ufunc_vectorize_1d.ipynb.gz
173	-rw-r--r--···0·root·········(0)·root·········(0)····42089·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/area_weighted_temperature.html	173	-rw-r--r--···0·root·········(0)·root·········(0)····42090·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/area_weighted_temperature.html
174	-rw-r--r--···0·root·········(0)·root·········(0)····22660·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/area_weighted_temperature.ipynb.gz	174	-rw-r--r--···0·root·········(0)·root·········(0)····22664·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/area_weighted_temperature.ipynb.gz
175	-rw-r--r--···0·root·········(0)·root·········(0)····27905·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/blank_template.html	175	-rw-r--r--···0·root·········(0)·root·········(0)····27906·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/blank_template.html
176	-rw-r--r--···0·root·········(0)·root·········(0)·····2568·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/blank_template.ipynb.gz	176	-rw-r--r--···0·root·········(0)·root·········(0)·····2566·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/blank_template.ipynb.gz
177	-rw-r--r--···0·root·········(0)·root·········(0)····50959·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/monthly-means.html	177	-rw-r--r--···0·root·········(0)·root·········(0)····50960·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/monthly-means.html
178	-rw-r--r--···0·root·········(0)·root·········(0)·····4539·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/monthly-means.ipynb.gz	178	-rw-r--r--···0·root·········(0)·root·········(0)·····4544·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/monthly-means.ipynb.gz
179	-rw-r--r--···0·root·········(0)·root·········(0)····43740·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/multidimensional-coords.html	179	-rw-r--r--···0·root·········(0)·root·········(0)····43741·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/multidimensional-coords.html
180	-rw-r--r--···0·root·········(0)·root·········(0)····12222·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/multidimensional-coords.ipynb.gz	180	-rw-r--r--···0·root·········(0)·root·········(0)····12219·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/multidimensional-coords.ipynb.gz
181	-rw-r--r--···0·root·········(0)·root·········(0)····50844·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/visualization_gallery.html	181	-rw-r--r--···0·root·········(0)·root·········(0)····50845·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/visualization_gallery.html
182	-rw-r--r--···0·root·········(0)·root·········(0)·····4384·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/visualization_gallery.ipynb.gz	182	-rw-r--r--···0·root·········(0)·root·········(0)·····4372·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/visualization_gallery.ipynb.gz
183	-rw-r--r--···0·root·········(0)·root·········(0)····87944·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/weather-data.html	183	-rw-r--r--···0·root·········(0)·root·········(0)····87944·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/weather-data.html
184	-rw-r--r--···0·root·········(0)·root·········(0)···367971·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/weather-data.ipynb.gz	184	-rw-r--r--···0·root·········(0)·root·········(0)···367986·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/examples/weather-data.ipynb.gz
185	-rw-r--r--···0·root·········(0)·root·········(0)······491·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/faq.html	185	-rw-r--r--···0·root·········(0)·root·········(0)······491·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/faq.html
186	-rw-r--r--···0·root·········(0)·root·········(0)····15073·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/gallery.html	186	-rw-r--r--···0·root·········(0)·root·········(0)····15073·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/gallery.html
187	-rw-r--r--···0·root·········(0)·root·········(0)····16306·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/genindex.html	187	-rw-r--r--···0·root·········(0)·root·········(0)····16306·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/genindex.html
188	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/getting-started-guide/	188	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/getting-started-guide/
189	-rw-r--r--···0·root·········(0)·root·········(0)····50398·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/getting-started-guide/faq.html	189	-rw-r--r--···0·root·········(0)·root·········(0)····50398·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/getting-started-guide/faq.html
190	-rw-r--r--···0·root·········(0)·root·········(0)·····7741·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/getting-started-guide/index.html	190	-rw-r--r--···0·root·········(0)·root·········(0)·····7741·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/getting-started-guide/index.html
191	-rw-r--r--···0·root·········(0)·root·········(0)····23857·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/getting-started-guide/installing.html	191	-rw-r--r--···0·root·········(0)·root·········(0)····23857·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/getting-started-guide/installing.html
Offset 200, 50 lines modified		Offset 200, 50 lines modified
200	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/internals/	200	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/internals/
201	-rw-r--r--···0·root·········(0)·root·········(0)····81178·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/internals/chunked-arrays.html	201	-rw-r--r--···0·root·········(0)·root·········(0)····81178·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/internals/chunked-arrays.html
202	-rw-r--r--···0·root·········(0)·root·········(0)····19678·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/internals/duck-arrays-integration.html	202	-rw-r--r--···0·root·········(0)·root·········(0)····19678·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/internals/duck-arrays-integration.html
203	-rw-r--r--···0·root·········(0)·root·········(0)····22842·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/internals/extending-xarray.html	203	-rw-r--r--···0·root·········(0)·root·········(0)····22842·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/internals/extending-xarray.html
204	-rw-r--r--···0·root·········(0)·root·········(0)····53506·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/internals/how-to-add-new-backend.html	204	-rw-r--r--···0·root·········(0)·root·········(0)····53506·2025-02-02·11:36:57.000000·./usr/share/doc/python-xarray-doc/html/internals/how-to-add-new-backend.html


Offset 170, 15 lines modified		Offset 170, 15 lines modified
170	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>	170	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>
171	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:	171	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:
172	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(	172	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(
173	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>	173	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>
174	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)	174	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)
175	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>	175	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>

176	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	176	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
177	</pre></div></div>	177	</pre></div></div>
178	</div>	178	</div>
179	<p>Let’s·create·a·simple·plot·of·2-m·air·temperature·in·degrees·Celsius:</p>	179	<p>Let’s·create·a·simple·plot·of·2-m·air·temperature·in·degrees·Celsius:</p>
180	<div·class="nbinput·docutils·container">	180	<div·class="nbinput·docutils·container">
181	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:	181	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:
182	</pre></div>	182	</pre></div>
183	</div>	183	</div>
Offset 238, 90 lines modified		Offset 238, 90 lines modified
238	</pre></div></div>	238	</pre></div></div>
239	</div>	239	</div>
240	<div·class="nboutput·docutils·container">	240	<div·class="nboutput·docutils·container">
241	<div·class="prompt·empty·docutils·container">	241	<div·class="prompt·empty·docutils·container">
242	</div>	242	</div>
243	<div·class="output_area·docutils·container">	243	<div·class="output_area·docutils·container">
244	<div·class="highlight"><pre>	244	<div·class="highlight"><pre>
245	Error·in·callback·<function·_draw_all_if_interactive·at·0xffff~~6f66~~ca40>·(for·post_execute),·with·arguments·args·(),kwargs·{}:	245	Error·in·callback·<function·_draw_all_if_interactive·at·0xffff3ed5ca40>·(for·post_execute),·with·arguments·args·(),kwargs·{}:
246	</pre></div></div>	246	</pre></div></div>
247	</div>	247	</div>
248	<div·class="nboutput·docutils·container">	248	<div·class="nboutput·docutils·container">
249	<div·class="prompt·empty·docutils·container">	249	<div·class="prompt·empty·docutils·container">
250	</div>	250	</div>
251	<div·class="output_area·docutils·container">	251	<div·class="output_area·docutils·container">
252	<div·class="highlight"><pre>	252	<div·class="highlight"><pre>
253	<span·class="ansi-red-fg">---------------------------------------------------------------------------</span>	253	<span·class="ansi-red-fg">---------------------------------------------------------------------------</span>
254	<span·class="ansi-red-fg">FileNotFoundError</span>·························Traceback·(most·recent·call·last)	254	<span·class="ansi-red-fg">FileNotFoundError</span>·························Traceback·(most·recent·call·last)
255	File·<span·class="ansi-green-fg">/usr/lib/python3.13/pathlib/_local.py:724</span>,·in·<span·class="ansi-cyan-fg">Path.mkdir</span><span·class="ansi-blue-fg">(self,·mode,·parents,·exist_ok)</span>	255	File·<span·class="ansi-green-fg">/usr/lib/python3.13/pathlib/_local.py:724</span>,·in·<span·class="ansi-cyan-fg">Path.mkdir</span><span·class="ansi-blue-fg">(self,·mode,·parents,·exist_ok)</span>
256	<span·class="ansi-green-intense-fg·ansi-bold">····723</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:	256	<span·class="ansi-green-intense-fg·ansi-bold">····723</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">try</span>:
257	<span·class="ansi-green-fg">-->·724</span>·····<span·class="ansi-yellow-bg">os</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">mkdir</span><span·class="ansi-yellow-bg">(</span><span·class="ansi-yellow-bg"·style="color:·rgb(0,135,0)">self</span><span·class="ansi-yellow-bg">,</span><span·class="ansi-yellow-bg">·</span><span·class="ansi-yellow-bg">mode</span><span·class="ansi-yellow-bg">)</span>	257	<span·class="ansi-green-fg">-->·724</span>·····<span·class="ansi-yellow-bg">os</span><span·class="ansi-yellow-bg"·style="color:·rgb(98,98,98)">.</span><span·class="ansi-yellow-bg">mkdir</span><span·class="ansi-yellow-bg">(</span><span·class="ansi-yellow-bg"·style="color:·rgb(0,135,0)">self</span><span·class="ansi-yellow-bg">,</span><span·class="ansi-yellow-bg">·</span><span·class="ansi-yellow-bg">mode</span><span·class="ansi-yellow-bg">)</span>
258	<span·class="ansi-green-intense-fg·ansi-bold">····725</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">FileNotFoundError</span>:	258	<span·class="ansi-green-intense-fg·ansi-bold">····725</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">except</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">FileNotFoundError</span>:


Offset 15, 18 lines modified		Offset 15, 18 lines modified
15	············]	15	············]
16	········},	16	········},
17	········{	17	········{
18	············"cell_type":·"code",	18	············"cell_type":·"code",
19	············"execution_count":·1,	19	············"execution_count":·1,
20	············"metadata":·{	20	············"metadata":·{
21	················"execution":·{	21	················"execution":·{
22	····················"iopub.execute_input":·"2026-03-10T09:50:07.~~543~~406Z",	22	····················"iopub.execute_input":·"2025-02-05T04:01:40.611494Z",
23	····················"iopub.status.busy":·"2026-03-10T09:50:07.~~542873~~Z",	23	····················"iopub.status.busy":·"2025-02-05T04:01:40.611255Z",
24	····················"iopub.status.idle":·"2026-03-10T09:50:09.148105Z",	24	····················"iopub.status.idle":·"2025-02-05T04:01:42.142607Z",
25	····················"shell.execute_reply":·"2026-03-10T09:50:09.147149Z"	25	····················"shell.execute_reply":·"2025-02-05T04:01:42.141949Z"
26	················}	26	················}
27	············},	27	············},
28	············"outputs":·[	28	············"outputs":·[
29	················{	29	················{
30	····················"name":·"stderr",	30	····················"name":·"stderr",
31	····················"output_type":·"stream",	31	····················"output_type":·"stream",
32	····················"text":·[	32	····················"text":·[
Offset 47, 24 lines modified		Offset 47, 24 lines modified
47	············]	47	············]
48	········},	48	········},
49	········{	49	········{
50	············"cell_type":·"code",	50	············"cell_type":·"code",
51	············"execution_count":·2,	51	············"execution_count":·2,
52	············"metadata":·{	52	············"metadata":·{
53	················"execution":·{	53	················"execution":·{
54	····················"iopub.execute_input":·"2026-03-10T09:50:09.152409Z",	54	····················"iopub.execute_input":·"2025-02-05T04:01:42.145948Z",
55	····················"iopub.status.busy":·"2026-03-10T09:50:09.151951Z",	55	····················"iopub.status.busy":·"2025-02-05T04:01:42.145497Z",
56	····················"iopub.status.idle":·"2026-03-10T09:50:09.4~~28791~~Z",	56	····················"iopub.status.idle":·"2025-02-05T04:01:42.446336Z",
57	····················"shell.execute_reply":·"2026-03-10T09:50:09.4~~2784~~0Z"	57	····················"shell.execute_reply":·"2025-02-05T04:01:42.445530Z"
58	················}	58	················}
59	············},	59	············},
60	············"outputs":·[	60	············"outputs":·[
61	················{	61	················{
62	····················"ename":·"PermissionError",	62	····················"ename":·"PermissionError",
63	····················"evalue":·"[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.",	63	····················"evalue":·"[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.",
64	····················"output_type":·"error",	64	····················"output_type":·"error",
65	····················"traceback":·[	65	····················"traceback":·[


Offset 17, 18 lines modified		Offset 17, 18 lines modified
17	············]	17	············]
18	········},	18	········},
19	········{	19	········{
20	············"cell_type":·"code",	20	············"cell_type":·"code",
21	············"execution_count":·1,	21	············"execution_count":·1,
22	············"metadata":·{	22	············"metadata":·{
23	················"execution":·{	23	················"execution":·{
24	····················"iopub.execute_input":·"2026-03-10T09:50:14.~~306745~~Z",	24	····················"iopub.execute_input":·"2025-02-05T04:01:52.572469Z",
25	····················"iopub.status.busy":·"2026-03-10T09:50:14.~~305465~~Z",	25	····················"iopub.status.busy":·"2025-02-05T04:01:52.572224Z",
26	····················"iopub.status.idle":·"2026-03-10T09:50:15.~~197786~~Z",	26	····················"iopub.status.idle":·"2025-02-05T04:01:53.782598Z",
27	····················"shell.execute_reply":·"2026-03-10T09:50:15.~~19722~~3Z"	27	····················"shell.execute_reply":·"2025-02-05T04:01:53.781893Z"
28	················}	28	················}
29	············},	29	············},
30	············"outputs":·[],	30	············"outputs":·[],
31	············"source":·[	31	············"source":·[
32	················"import·numpy·as·np\n",	32	················"import·numpy·as·np\n",
33	················"import·cartopy.crs·as·ccrs\n",	33	················"import·cartopy.crs·as·ccrs\n",
34	················"import·cartopy.feature·as·cfeature\n",	34	················"import·cartopy.feature·as·cfeature\n",
Offset 75, 24 lines modified		Offset 75, 24 lines modified
75	············]	75	············]
76	········},	76	········},
77	········{	77	········{
78	············"cell_type":·"code",	78	············"cell_type":·"code",
79	············"execution_count":·2,	79	············"execution_count":·2,
80	············"metadata":·{	80	············"metadata":·{
81	················"execution":·{	81	················"execution":·{
82	····················"iopub.execute_input":·"2026-03-10T09:50:15.~~202~~082Z",	82	····················"iopub.execute_input":·"2025-02-05T04:01:53.791058Z",
83	····················"iopub.status.busy":·"2026-03-10T09:50:15.~~201~~616Z",	83	····················"iopub.status.busy":·"2025-02-05T04:01:53.790635Z",
84	····················"iopub.status.idle":·"2026-03-10T09:50:15.~~472713~~Z",	84	····················"iopub.status.idle":·"2025-02-05T04:01:54.099331Z",
85	····················"shell.execute_reply":·"2026-03-10T09:50:15.~~471642~~Z"	85	····················"shell.execute_reply":·"2025-02-05T04:01:54.098721Z"
86	················}	86	················}
87	············},	87	············},
88	············"outputs":·[	88	············"outputs":·[
89	················{	89	················{
90	····················"ename":·"PermissionError",	90	····················"ename":·"PermissionError",
91	····················"evalue":·"[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.",	91	····················"evalue":·"[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.",
92	····················"output_type":·"error",	92	····················"output_type":·"error",
93	····················"traceback":·[	93	····················"traceback":·[


Offset 158, 15 lines modified		Offset 158, 15 lines modified
158	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>	158	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>
159	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:	159	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:
160	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(	160	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(
161	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>	161	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>
162	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)	162	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)
163	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>	163	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>

164	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	164	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
165	</pre></div></div>	165	</pre></div></div>
166	</div>	166	</div>
167	<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>	167	<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>
168	<div·class="nbinput·docutils·container">	168	<div·class="nbinput·docutils·container">
169	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:	169	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:
170	</pre></div>	170	</pre></div>
171	</div>	171	</div>


Offset 90, 15 lines modified		Offset 90, 15 lines modified
90	····273·····message.append(	90	····273·····message.append(
91	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different	91	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different
92	location."	92	location."
93	····275·····)	93	····275·····)
94	-->·276·raise·PermissionError("·".join(message))·from·error	94	-->·276·raise·PermissionError("·".join(message))·from·error

95	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not	95	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not
96	create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/	96	create·data·cache·folder·'/nonexistent/second-build/.cache/
97	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	97	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
98	In·this·example,·the·l\x8lo\x8og\x8gi\x8ic\x8ca\x8al\x8l·c\x8co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8es\x8s·are·x·and·y,·while·the·p\x8ph\x8hy\x8ys\x8si\x8ic\x8ca\x8al\x8l	98	In·this·example,·the·l\x8lo\x8og\x8gi\x8ic\x8ca\x8al\x8l·c\x8co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8es\x8s·are·x·and·y,·while·the·p\x8ph\x8hy\x8ys\x8si\x8ic\x8ca\x8al\x8l
99	c\x8co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8es\x8s·are·xc·and·yc,·which·represent·the·longitudes·and·latitudes·of·the	99	c\x8co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8es\x8s·are·xc·and·yc,·which·represent·the·longitudes·and·latitudes·of·the
100	data.	100	data.
101	[3]:	101	[3]:
102	print(ds.xc.attrs)	102	print(ds.xc.attrs)
103	print(ds.yc.attrs)	103	print(ds.yc.attrs)


Offset 165, 15 lines modified		Offset 165, 15 lines modified
165	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>	165	File·<span·class="ansi-green-fg">/usr/lib/python3/dist-packages/pooch/utils.py:276</span>,·in·<span·class="ansi-cyan-fg">make_local_storage</span><span·class="ansi-blue-fg">(path,·env)</span>
166	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:	166	<span·class="ansi-green-intense-fg·ansi-bold">····272</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">if</span>·env·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">is</span>·<span·class="ansi-bold"·style="color:·rgb(175,0,255)">not</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">None</span>:
167	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(	167	<span·class="ansi-green-intense-fg·ansi-bold">····273</span>·····message<span·style="color:·rgb(98,98,98)">.</span>append(
168	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>	168	<span·class="ansi-green-intense-fg·ansi-bold">····274</span>·········<span·style="color:·rgb(175,0,0)">f</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">Use·environment·variable·</span><span·style="color:·rgb(175,0,0)">'</span><span·class="ansi-bold"·style="color:·rgb(175,95,135)">{</span>env<span·class="ansi-bold"·style="color:·rgb(175,95,135)">}</span><span·style="color:·rgb(175,0,0)">'</span><span·style="color:·rgb(175,0,0)">·to·specify·a·different·location.</span><span·style="color:·rgb(175,0,0)">"</span>
169	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)	169	<span·class="ansi-green-intense-fg·ansi-bold">····275</span>·····)
170	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>	170	<span·class="ansi-green-fg">-->·276</span>·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">raise</span>·<span·class="ansi-bold"·style="color:·rgb(215,95,95)">PermissionError</span>(<span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(175,0,0)">·</span><span·style="color:·rgb(175,0,0)">"</span><span·style="color:·rgb(98,98,98)">.</span>join(message))·<span·class="ansi-bold"·style="color:·rgb(0,135,0)">from</span>·<span·class="ansi-bold"·style="color:·rgb(0,0,255)">error</span>

171	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	171	<span·class="ansi-red-fg">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
172	</pre></div></div>	172	</pre></div></div>
173	</div>	173	</div>
174	<section·id="Multiple-plots-and-map-projections">	174	<section·id="Multiple-plots-and-map-projections">
175	<h2>Multiple·plots·and·map·projections<a·class="headerlink"·href="#Multiple-plots-and-map-projections"·title="Link·to·this·heading">¶</a></h2>	175	<h2>Multiple·plots·and·map·projections<a·class="headerlink"·href="#Multiple-plots-and-map-projections"·title="Link·to·this·heading">¶</a></h2>
176	<p>Control·the·map·projection·parameters·on·multiple·axes</p>	176	<p>Control·the·map·projection·parameters·on·multiple·axes</p>
177	<p>This·example·illustrates·how·to·plot·multiple·maps·and·control·their·extent·and·aspect·ratio.</p>	177	<p>This·example·illustrates·how·to·plot·multiple·maps·and·control·their·extent·and·aspect·ratio.</p>
178	<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>	178	<p>For·more·details·see·<a·class="reference·external"·href="https://github.com/pydata/xarray/issues/1397#issuecomment-299190567">this·discussion</a>·on·github.</p>


Offset 98, 15 lines modified		Offset 98, 15 lines modified
98	····273·····message.append(	98	····273·····message.append(
99	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different	99	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different
100	location."	100	location."
101	····275·····)	101	····275·····)
102	-->·276·raise·PermissionError("·".join(message))·from·error	102	-->·276·raise·PermissionError("·".join(message))·from·error

103	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not	103	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not
104	create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/	104	create·data·cache·folder·'/nonexistent/second-build/.cache/
105	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	105	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.
106	\x8\x8\x8\x8\x8·M\x8Mu\x8ul\x8lt\x8ti\x8ip\x8pl\x8le\x8e·p\x8pl\x8lo\x8ot\x8ts\x8s·a\x8an\x8nd\x8d·m\x8ma\x8ap\x8p·p\x8pr\x8ro\x8oj\x8je\x8ec\x8ct\x8ti\x8io\x8on\x8ns\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8	106	\x8\x8\x8\x8\x8·M\x8Mu\x8ul\x8lt\x8ti\x8ip\x8pl\x8le\x8e·p\x8pl\x8lo\x8ot\x8ts\x8s·a\x8an\x8nd\x8d·m\x8ma\x8ap\x8p·p\x8pr\x8ro\x8oj\x8je\x8ec\x8ct\x8ti\x8io\x8on\x8ns\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8
107	Control·the·map·projection·parameters·on·multiple·axes	107	Control·the·map·projection·parameters·on·multiple·axes
108	This·example·illustrates·how·to·plot·multiple·maps·and·control·their·extent·and	108	This·example·illustrates·how·to·plot·multiple·maps·and·control·their·extent·and
109	aspect·ratio.	109	aspect·ratio.
110	For·more·details·see·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8d_\x8i_\x8s_\x8c_\x8u_\x8s_\x8s_\x8i_\x8o_\x8n·on·github.	110	For·more·details·see·_\x8t_\x8h_\x8i_\x8s_\x8·_\x8d_\x8i_\x8s_\x8c_\x8u_\x8s_\x8s_\x8i_\x8o_\x8n·on·github.
111	[3]:	111	[3]:


Offset 142, 15 lines modified		Offset 142, 15 lines modified
142	[4]:	142	[4]:
143	<Axes:·xlabel='time'>	143	<Axes:·xlabel='time'>
144	[../_images/examples_weather-data_7_1.png]	144	[../_images/examples_weather-data_7_1.png]
145	\x8\x8\x8\x8·V\x8Vi\x8is\x8su\x8ua\x8al\x8li\x8iz\x8ze\x8e·u\x8us\x8si\x8in\x8ng\x8g·s\x8se\x8ea\x8ab\x8bo\x8or\x8rn\x8n_\x8?\x8¶·\x8\x8\x8\x8	145	\x8\x8\x8\x8·V\x8Vi\x8is\x8su\x8ua\x8al\x8li\x8iz\x8ze\x8e·u\x8us\x8si\x8in\x8ng\x8g·s\x8se\x8ea\x8ab\x8bo\x8or\x8rn\x8n_\x8?\x8¶·\x8\x8\x8\x8
146	[5]:	146	[5]:
147	sns.pairplot(df.reset_index(),·vars=ds.data_vars)	147	sns.pairplot(df.reset_index(),·vars=ds.data_vars)
148	[5]:	148	[5]:
149	<seaborn.axisgrid.PairGrid·at·0xffff~~3e97~~f230>	149	<seaborn.axisgrid.PairGrid·at·0xffff590cf230>
150	[../_images/examples_weather-data_9_1.png]	150	[../_images/examples_weather-data_9_1.png]
151	\x8\x8\x8\x8\x8·P\x8Pr\x8ro\x8ob\x8ba\x8ab\x8bi\x8il\x8li\x8it\x8ty\x8y·o\x8of\x8f·f\x8fr\x8re\x8ee\x8ez\x8ze\x8e·b\x8by\x8y·c\x8ca\x8al\x8le\x8en\x8nd\x8da\x8ar\x8r·m\x8mo\x8on\x8nt\x8th\x8h_\x8?\x8¶·\x8\x8\x8\x8\x8	151	\x8\x8\x8\x8\x8·P\x8Pr\x8ro\x8ob\x8ba\x8ab\x8bi\x8il\x8li\x8it\x8ty\x8y·o\x8of\x8f·f\x8fr\x8re\x8ee\x8ez\x8ze\x8e·b\x8by\x8y·c\x8ca\x8al\x8le\x8en\x8nd\x8da\x8ar\x8r·m\x8mo\x8on\x8nt\x8th\x8h_\x8?\x8¶·\x8\x8\x8\x8\x8
152	[6]:	152	[6]:
153	freeze·=·(ds["tmin"]·<=·0).groupby("time.month").mean("time")	153	freeze·=·(ds["tmin"]·<=·0).groupby("time.month").mean("time")
154	freeze	154	freeze
155	[6]:	155	[6]:
156	<xarray.DataArray·'tmin'·(month:·12,·location:·3)>·Size:·288B	156	<xarray.DataArray·'tmin'·(month:·12,·location:·3)>·Size:·288B


Offset 324, 15 lines modified		Offset 324, 15 lines modified
324	</pre></div>	324	</pre></div>
325	</div>	325	</div>
326	</section>	326	</section>
327	<section·id="plotting">	327	<section·id="plotting">
328	<h2>Plotting<a·class="headerlink"·href="#plotting"·title="Link·to·this·heading">¶</a></h2>	328	<h2>Plotting<a·class="headerlink"·href="#plotting"·title="Link·to·this·heading">¶</a></h2>
329	<p>Visualizing·your·datasets·is·quick·and·convenient:</p>	329	<p>Visualizing·your·datasets·is·quick·and·convenient:</p>
330	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[37]:·</span><span·class="n">data</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>	330	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[37]:·</span><span·class="n">data</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>
331	<span·class="gh">Out[37]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0xffff~~5dc4e~~ba0></span>	331	<span·class="gh">Out[37]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0xffff7fdaaba0></span>
332	</pre></div>	332	</pre></div>
333	</div>	333	</div>
334	<img·alt="_build/html/_static/plotting_quick_overview.png"·src="_build/html/_static/plotting_quick_overview.png"·/>	334	<img·alt="_build/html/_static/plotting_quick_overview.png"·src="_build/html/_static/plotting_quick_overview.png"·/>
335	<p>Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata·attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see·<a·class="reference·internal"·href="../user-guide/plotting.html#plotting"><span·class="std·std-ref">Plotting</span></a>.</p>	335	<p>Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata·attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see·<a·class="reference·internal"·href="../user-guide/plotting.html#plotting"><span·class="std·std-ref">Plotting</span></a>.</p>
336	</section>	336	</section>
337	<section·id="pandas">	337	<section·id="pandas">
338	<h2>pandas<a·class="headerlink"·href="#pandas"·title="Link·to·this·heading">¶</a></h2>	338	<h2>pandas<a·class="headerlink"·href="#pandas"·title="Link·to·this·heading">¶</a></h2>


Offset 253, 15 lines modified		Offset 253, 15 lines modified
253	·······[0.37342613,·1.49497537,·1.33584385]])	253	·······[0.37342613,·1.49497537,·1.33584385]])
254	Coordinates:	254	Coordinates:
255	··*·x········(x)·int64·16B·10·20	255	··*·x········(x)·int64·16B·10·20
256	Dimensions·without·coordinates:·y	256	Dimensions·without·coordinates:·y
257	\x8\x8\x8\x8\x8·P\x8Pl\x8lo\x8ot\x8tt\x8ti\x8in\x8ng\x8g_\x8?\x8¶·\x8\x8\x8\x8\x8	257	\x8\x8\x8\x8\x8·P\x8Pl\x8lo\x8ot\x8tt\x8ti\x8in\x8ng\x8g_\x8?\x8¶·\x8\x8\x8\x8\x8
258	Visualizing·your·datasets·is·quick·and·convenient:	258	Visualizing·your·datasets·is·quick·and·convenient:
259	In·[37]:·data.plot()	259	In·[37]:·data.plot()
260	Out[37]:·<matplotlib.collections.QuadMesh·at·0xffff~~5dc4e~~ba0>	260	Out[37]:·<matplotlib.collections.QuadMesh·at·0xffff7fdaaba0>
261	[_build/html/_static/plotting_quick_overview.png]	261	[_build/html/_static/plotting_quick_overview.png]
262	Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata	262	Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata
263	attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see	263	attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see
264	_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g.	264	_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g.
265	\x8\x8\x8\x8\x8·p\x8pa\x8an\x8nd\x8da\x8as\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8	265	\x8\x8\x8\x8\x8·p\x8pa\x8an\x8nd\x8da\x8as\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8
266	Xarray·objects·can·be·easily·converted·to·and·from·pandas·objects·using·the	266	Xarray·objects·can·be·easily·converted·to·and·from·pandas·objects·using·the
267	to_series(),·to_dataframe()·and·_\x8t_\x8o_\x8__\x8x_\x8a_\x8r_\x8r_\x8a_\x8y_\x8(_\x8)·methods:	267	to_series(),·to_dataframe()·and·_\x8t_\x8o_\x8__\x8x_\x8a_\x8r_\x8r_\x8a_\x8y_\x8(_\x8)·methods:


Offset 210, 15 lines modified		Offset 210, 15 lines modified
210	<span·class="nn">File·/usr/lib/python3/dist-packages/pooch/utils.py:276,</span>·in·<span·class="ni">make_local_storage</span><span·class="nt">(path,·env)</span>	210	<span·class="nn">File·/usr/lib/python3/dist-packages/pooch/utils.py:276,</span>·in·<span·class="ni">make_local_storage</span><span·class="nt">(path,·env)</span>
211	<span·class="g·g-Whitespace">····</span><span·class="mi">272</span>·<span·class="k">if</span>·<span·class="n">env</span>·<span·class="ow">is</span>·<span·class="ow">not</span>·<span·class="kc">None</span><span·class="p">:</span>	211	<span·class="g·g-Whitespace">····</span><span·class="mi">272</span>·<span·class="k">if</span>·<span·class="n">env</span>·<span·class="ow">is</span>·<span·class="ow">not</span>·<span·class="kc">None</span><span·class="p">:</span>
212	<span·class="g·g-Whitespace">····</span><span·class="mi">273</span>·····<span·class="n">message</span><span·class="o">.</span><span·class="n">append</span><span·class="p">(</span>	212	<span·class="g·g-Whitespace">····</span><span·class="mi">273</span>·····<span·class="n">message</span><span·class="o">.</span><span·class="n">append</span><span·class="p">(</span>
213	<span·class="g·g-Whitespace">····</span><span·class="mi">274</span>·········<span·class="sa">f</span><span·class="s2">"Use·environment·variable·'</span><span·class="si">{</span><span·class="n">env</span><span·class="si">}</span><span·class="s2">'·to·specify·a·different·location."</span>	213	<span·class="g·g-Whitespace">····</span><span·class="mi">274</span>·········<span·class="sa">f</span><span·class="s2">"Use·environment·variable·'</span><span·class="si">{</span><span·class="n">env</span><span·class="si">}</span><span·class="s2">'·to·specify·a·different·location."</span>
214	<span·class="g·g-Whitespace">····</span><span·class="mi">275</span>·····<span·class="p">)</span>	214	<span·class="g·g-Whitespace">····</span><span·class="mi">275</span>·····<span·class="p">)</span>
215	<span·class="ne">-->·</span><span·class="mi">276</span>·<span·class="k">raise</span>·<span·class="ne">PermissionError</span><span·class="p">(</span><span·class="s2">"·"</span><span·class="o">.</span><span·class="n">join</span><span·class="p">(</span><span·class="n">message</span><span·class="p">))</span>·<span·class="kn">from</span>·<span·class="nn">error</span>	215	<span·class="ne">-->·</span><span·class="mi">276</span>·<span·class="k">raise</span>·<span·class="ne">PermissionError</span><span·class="p">(</span><span·class="s2">"·"</span><span·class="o">.</span><span·class="n">join</span><span·class="p">(</span><span·class="n">message</span><span·class="p">))</span>·<span·class="kn">from</span>·<span·class="nn">error</span>

216	<span·class="ne">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	216	<span·class="ne">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.

217	<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>	217	<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>
218	<span·class="gt">---------------------------------------------------------------------------</span>	218	<span·class="gt">---------------------------------------------------------------------------</span>
219	<span·class="ne">AttributeError</span><span·class="g·g-Whitespace">····························</span>Traceback·(most·recent·call·last)	219	<span·class="ne">AttributeError</span><span·class="g·g-Whitespace">····························</span>Traceback·(most·recent·call·last)
220	<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>	220	<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>
221	<span·class="ne">---->·</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>	221	<span·class="ne">---->·</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>

Offset 312, 15 lines modified		Offset 312, 15 lines modified
312	<span·class="nn">File·/usr/lib/python3/dist-packages/pooch/utils.py:276,</span>·in·<span·class="ni">make_local_storage</span><span·class="nt">(path,·env)</span>	312	<span·class="nn">File·/usr/lib/python3/dist-packages/pooch/utils.py:276,</span>·in·<span·class="ni">make_local_storage</span><span·class="nt">(path,·env)</span>
313	<span·class="g·g-Whitespace">····</span><span·class="mi">272</span>·<span·class="k">if</span>·<span·class="n">env</span>·<span·class="ow">is</span>·<span·class="ow">not</span>·<span·class="kc">None</span><span·class="p">:</span>	313	<span·class="g·g-Whitespace">····</span><span·class="mi">272</span>·<span·class="k">if</span>·<span·class="n">env</span>·<span·class="ow">is</span>·<span·class="ow">not</span>·<span·class="kc">None</span><span·class="p">:</span>
314	<span·class="g·g-Whitespace">····</span><span·class="mi">273</span>·····<span·class="n">message</span><span·class="o">.</span><span·class="n">append</span><span·class="p">(</span>	314	<span·class="g·g-Whitespace">····</span><span·class="mi">273</span>·····<span·class="n">message</span><span·class="o">.</span><span·class="n">append</span><span·class="p">(</span>
315	<span·class="g·g-Whitespace">····</span><span·class="mi">274</span>·········<span·class="sa">f</span><span·class="s2">"Use·environment·variable·'</span><span·class="si">{</span><span·class="n">env</span><span·class="si">}</span><span·class="s2">'·to·specify·a·different·location."</span>	315	<span·class="g·g-Whitespace">····</span><span·class="mi">274</span>·········<span·class="sa">f</span><span·class="s2">"Use·environment·variable·'</span><span·class="si">{</span><span·class="n">env</span><span·class="si">}</span><span·class="s2">'·to·specify·a·different·location."</span>
316	<span·class="g·g-Whitespace">····</span><span·class="mi">275</span>·····<span·class="p">)</span>	316	<span·class="g·g-Whitespace">····</span><span·class="mi">275</span>·····<span·class="p">)</span>
317	<span·class="ne">-->·</span><span·class="mi">276</span>·<span·class="k">raise</span>·<span·class="ne">PermissionError</span><span·class="p">(</span><span·class="s2">"·"</span><span·class="o">.</span><span·class="n">join</span><span·class="p">(</span><span·class="n">message</span><span·class="p">))</span>·<span·class="kn">from</span>·<span·class="nn">error</span>	317	<span·class="ne">-->·</span><span·class="mi">276</span>·<span·class="k">raise</span>·<span·class="ne">PermissionError</span><span·class="p">(</span><span·class="s2">"·"</span><span·class="o">.</span><span·class="n">join</span><span·class="p">(</span><span·class="n">message</span><span·class="p">))</span>·<span·class="kn">from</span>·<span·class="nn">error</span>

318	<span·class="ne">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	318	<span·class="ne">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.

319	<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>	319	<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>
320	<span·class="gt">---------------------------------------------------------------------------</span>	320	<span·class="gt">---------------------------------------------------------------------------</span>
321	<span·class="ne">AttributeError</span><span·class="g·g-Whitespace">····························</span>Traceback·(most·recent·call·last)	321	<span·class="ne">AttributeError</span><span·class="g·g-Whitespace">····························</span>Traceback·(most·recent·call·last)
322	<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>	322	<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>
323	<span·class="ne">---->·</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>	323	<span·class="ne">---->·</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>


Offset 163, 23 lines modified		Offset 163, 23 lines modified
163	<span·class="nn">File·/usr/lib/python3/dist-packages/pooch/utils.py:276,</span>·in·<span·class="ni">make_local_storage</span><span·class="nt">(path,·env)</span>	163	<span·class="nn">File·/usr/lib/python3/dist-packages/pooch/utils.py:276,</span>·in·<span·class="ni">make_local_storage</span><span·class="nt">(path,·env)</span>
164	<span·class="g·g-Whitespace">····</span><span·class="mi">272</span>·<span·class="k">if</span>·<span·class="n">env</span>·<span·class="ow">is</span>·<span·class="ow">not</span>·<span·class="kc">None</span><span·class="p">:</span>	164	<span·class="g·g-Whitespace">····</span><span·class="mi">272</span>·<span·class="k">if</span>·<span·class="n">env</span>·<span·class="ow">is</span>·<span·class="ow">not</span>·<span·class="kc">None</span><span·class="p">:</span>
165	<span·class="g·g-Whitespace">····</span><span·class="mi">273</span>·····<span·class="n">message</span><span·class="o">.</span><span·class="n">append</span><span·class="p">(</span>	165	<span·class="g·g-Whitespace">····</span><span·class="mi">273</span>·····<span·class="n">message</span><span·class="o">.</span><span·class="n">append</span><span·class="p">(</span>
166	<span·class="g·g-Whitespace">····</span><span·class="mi">274</span>·········<span·class="sa">f</span><span·class="s2">"Use·environment·variable·'</span><span·class="si">{</span><span·class="n">env</span><span·class="si">}</span><span·class="s2">'·to·specify·a·different·location."</span>	166	<span·class="g·g-Whitespace">····</span><span·class="mi">274</span>·········<span·class="sa">f</span><span·class="s2">"Use·environment·variable·'</span><span·class="si">{</span><span·class="n">env</span><span·class="si">}</span><span·class="s2">'·to·specify·a·different·location."</span>
167	<span·class="g·g-Whitespace">····</span><span·class="mi">275</span>·····<span·class="p">)</span>	167	<span·class="g·g-Whitespace">····</span><span·class="mi">275</span>·····<span·class="p">)</span>
168	<span·class="ne">-->·</span><span·class="mi">276</span>·<span·class="k">raise</span>·<span·class="ne">PermissionError</span><span·class="p">(</span><span·class="s2">"·"</span><span·class="o">.</span><span·class="n">join</span><span·class="p">(</span><span·class="n">message</span><span·class="p">))</span>·<span·class="kn">from</span>·<span·class="nn">error</span>	168	<span·class="ne">-->·</span><span·class="mi">276</span>·<span·class="k">raise</span>·<span·class="ne">PermissionError</span><span·class="p">(</span><span·class="s2">"·"</span><span·class="o">.</span><span·class="n">join</span><span·class="p">(</span><span·class="n">message</span><span·class="p">))</span>·<span·class="kn">from</span>·<span·class="nn">error</span>

169	<span·class="ne">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	169	<span·class="ne">PermissionError</span>:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.

170	<span·class="gp">In·[5]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">,</span>·<span·class="n">mode</span><span·class="o">=</span><span·class="s2">"w"</span><span·class="p">)</span>	170	<span·class="gp">In·[5]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">to_zarr</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">,</span>·<span·class="n">mode</span><span·class="o">=</span><span·class="s2">"w"</span><span·class="p">)</span>
171	<span·class="gh">Out[5]:·</span><span·class="go"><xarray.backends.zarr.ZarrStore·at·0xffff35cd7520></span>	171	<span·class="gh">Out[5]:·</span><span·class="go"><xarray.backends.zarr.ZarrStore·at·0xffff65917520></span>

172	<span·class="gp">In·[6]:·</span><span·class="n">zgroup</span>·<span·class="o">=</span>·<span·class="n">zarr</span><span·class="o">.</span><span·class="n">open</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">)</span>	172	<span·class="gp">In·[6]:·</span><span·class="n">zgroup</span>·<span·class="o">=</span>·<span·class="n">zarr</span><span·class="o">.</span><span·class="n">open</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">)</span>

173	<span·class="gp">In·[7]:·</span><span·class="nb">print</span><span·class="p">(</span><span·class="n">os</span><span·class="o">.</span><span·class="n">listdir</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">))</span>	173	<span·class="gp">In·[7]:·</span><span·class="nb">print</span><span·class="p">(</span><span·class="n">os</span><span·class="o">.</span><span·class="n">listdir</span><span·class="p">(</span><span·class="s2">"rasm.zarr"</span><span·class="p">))</span>
174	<span·class="go">['.zmetadata',·'latitude',·'longitude',·'.zattrs',·'.zgroup']</span>	174	<span·class="go">['.zmetadata',·'longitude',·'latitude',·'.zattrs',·'.zgroup']</span>

175	<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>	175	<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>
176	<span·class="go">/</span>	176	<span·class="go">/</span>
177	<span·class="go">·├──·latitude·(50,)·float64</span>	177	<span·class="go">·├──·latitude·(50,)·float64</span>
178	<span·class="go">·└──·longitude·(50,)·float64</span>	178	<span·class="go">·└──·longitude·(50,)·float64</span>

179	<span·class="gp">In·[9]:·</span><span·class="nb">dict</span><span·class="p">(</span><span·class="n">zgroup</span><span·class="p">[</span><span·class="s2">"Tair"</span><span·class="p">]</span><span·class="o">.</span><span·class="n">attrs</span><span·class="p">)</span>	179	<span·class="gp">In·[9]:·</span><span·class="nb">dict</span><span·class="p">(</span><span·class="n">zgroup</span><span·class="p">[</span><span·class="s2">"Tair"</span><span·class="p">]</span><span·class="o">.</span><span·class="n">attrs</span><span·class="p">)</span>


Offset 111, 24 lines modified		Offset 111, 24 lines modified
111	····273·····message.append(	111	····273·····message.append(
112	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different	112	····274·········f"Use·environment·variable·'{env}'·to·specify·a·different
113	location."	113	location."
114	····275·····)	114	····275·····)
115	-->·276·raise·PermissionError("·".join(message))·from·error	115	-->·276·raise·PermissionError("·".join(message))·from·error

116	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not	116	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not
117	create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/	117	create·data·cache·folder·'/nonexistent/second-build/.cache/
118	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	118	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.

119	In·[5]:·ds.to_zarr("rasm.zarr",·mode="w")	119	In·[5]:·ds.to_zarr("rasm.zarr",·mode="w")
120	Out[5]:·<xarray.backends.zarr.ZarrStore·at·0xffff35cd7520>	120	Out[5]:·<xarray.backends.zarr.ZarrStore·at·0xffff65917520>

121	In·[6]:·zgroup·=·zarr.open("rasm.zarr")	121	In·[6]:·zgroup·=·zarr.open("rasm.zarr")

122	In·[7]:·print(os.listdir("rasm.zarr"))	122	In·[7]:·print(os.listdir("rasm.zarr"))
123	['.zmetadata',·'latitude',·'longitude',·'.zattrs',·'.zgroup']	123	['.zmetadata',·'longitude',·'latitude',·'.zattrs',·'.zgroup']

124	In·[8]:·print(zgroup.tree())	124	In·[8]:·print(zgroup.tree())
125	/	125	/
126	·├──·latitude·(50,)·float64	126	·├──·latitude·(50,)·float64
127	·└──·longitude·(50,)·float64	127	·└──·longitude·(50,)·float64

128	In·[9]:·dict(zgroup["Tair"].attrs)	128	In·[9]:·dict(zgroup["Tair"].attrs)


Offset 2363, 24 lines modified		Offset 2363, 26 lines modified
2363	········"00010101":·53,	2363	········"00010101":·53,
2364	········"00010201":·53,	2364	········"00010201":·53,
2365	········"00010301":·53,	2365	········"00010301":·53,
2366	········"0002":·53,	2366	········"0002":·53,
2367	········"00021001":·53,	2367	········"00021001":·53,
2368	········"00021101":·53,	2368	········"00021101":·53,
2369	········"00021201":·53,	2369	········"00021201":·53,
2370	········"000e":·48,	2370	········"000e":·[48,·51],
2371	········"001e":·37,	2371	········"001e":·37,
2372	········"005036":·40,	2372	········"005036":·40,
2373	········"005e":·37,	2373	········"005e":·37,
2374	········"00688889":·36,	2374	········"00688889":·36,
2375	········"006e":·37,	2375	········"006e":·37,
		2376	········"007e":·51,
2376	········"00914929":·36,	2377	········"00914929":·36,
2377	········"00941742":·36,	2378	········"00941742":·36,
2378	········"00968205":·36,	2379	········"00968205":·36,
2379	········"00973567":·36,	2380	········"00973567":·36,
		2381	········"00j":·51,
2380	········"01":·[14,·16,·20,·26,·30,·32,·37,·38,·41,·43,·44,·45,·47,·48,·52,·53],	2382	········"01":·[14,·16,·20,·26,·30,·32,·37,·38,·41,·43,·44,·45,·47,·48,·52,·53],
2381	········"010569":·14,	2383	········"010569":·14,
2382	········"01082401":·36,	2384	········"01082401":·36,
2383	········"01183847":·36,	2385	········"01183847":·36,
2384	········"01612903":·14,	2386	········"01612903":·14,
2385	········"01636376":·36,	2387	········"01636376":·36,
2386	········"01652688":·36,	2388	········"01652688":·36,
Offset 2455, 14 lines modified		Offset 2457, 15 lines modified
2455	········"05":·[14,·36,·38,·45,·48,·52,·53],	2457	········"05":·[14,·36,·38,·45,·48,·52,·53],
2456	········"05405954":·36,	2458	········"05405954":·36,
2457	········"05556":·44,	2459	········"05556":·44,
2458	········"056":·44,	2460	········"056":·44,
2459	········"057e":·37,	2461	········"057e":·37,
2460	········"058e":·37,	2462	········"058e":·37,
2461	········"05912615":·36,	2463	········"05912615":·36,
		2464	········"05j":·51,
2462	········"05t00":·37,	2465	········"05t00":·37,
2463	········"06":·[14,·28,·36,·38,·45,·52],	2466	········"06":·[14,·28,·36,·38,·45,·52],
2464	········"060403":·14,	2467	········"060403":·14,
2465	········"061":·43,	2468	········"061":·43,
2466	········"06141":·41,	2469	········"06141":·41,
2467	········"06187252":·14,	2470	········"06187252":·14,
2468	········"062":·41,	2471	········"062":·41,
Offset 2483, 15 lines modified		Offset 2486, 15 lines modified
2483	········"07180381":·19,	2486	········"07180381":·19,
2484	········"071804":·47,	2487	········"071804":·47,
2485	········"072":·47,	2488	········"072":·47,
2486	········"072e":·48,	2489	········"072e":·48,
2487	········"074e":·37,	2490	········"074e":·37,
2488	········"078":·41,	2491	········"078":·41,
2489	········"07t00":·37,	2492	········"07t00":·37,
2490	········"08":·[14,·38,·5~~1,·5~~2],	2493	········"08":·[14,·38,·52],
2491	········"08002":·40,	2494	········"08002":·40,
2492	········"08172729":·36,	2495	········"08172729":·36,
2493	········"08203696":·36,	2496	········"08203696":·36,
2494	········"08285275":·36,	2497	········"08285275":·36,
2495	········"08299933":·36,	2498	········"08299933":·36,
2496	········"08305695":·36,	2499	········"08305695":·36,
2497	········"08341016":·36,	2500	········"08341016":·36,
Offset 2521, 81 lines modified		Offset 2524, 81 lines modified
2521	········"099":·41,	2524	········"099":·41,
2522	········"09t00":·37,	2525	········"09t00":·37,
2523	········"0alpha10":·54,	2526	········"0alpha10":·54,
2524	········"0d":·54,	2527	········"0d":·54,
2525	········"0dev":·54,	2528	········"0dev":·54,
2526	········"0th":·[37,·43],	2529	········"0th":·[37,·43],
2527	········"0x0l":·54,	2530	········"0x0l":·54,
2528	········"0xffff348627a0":·45,
2529	········"0xffff348637f0":·45,
2530	········"0xffff34863e20":·45,
2531	········"0xffff348ac050":·48,
2532	········"0xffff349fa050":·45,
2533	········"0xffff356ef9d0":·54,
2534	········"0xffff3~~58afc5~~0":·38,	2531	········"0xffff3ed5ca40":·6,
2535	········"0xffff3593d7f0":·48,
2536	········"0xffff35cd7520":·32,
2537	········"0xffff361bfcb0":·48,
2538	········"0xffff36b079d0":·38,
2539	········"0xffff371e57f0":·48,
2540	········"0xffff37974410":·48,
2541	········"0xffff~~3e97~~f230":·14,	2532	········"0xffff590cf230":·14,
		2533	········"0xffff6449e7a0":·45,
		2534	········"0xffff6449f7f0":·45,
		2535	········"0xffff6449fe20":·45,
2542	········"0xffff~~5db04~~050":·48,	2536	········"0xffff644ec050":·48,
2543	········"0xffff5dc22ad0":·44,
2544	········"0xffff5dc4eba0":·19,
2545	········"0xffff5dc4f770":·44,
2546	········"0xffff5dcb9e50":·44,
2547	········"0xffff5dcb9f90":·44,
2548	········"0xffff6f6~~6ca4~~0":·6,	2537	········"0xffff6463a050":·45,
		2538	········"0xffff64722e90":·54,
		2539	········"0xffff653817f0":·48,
		2540	········"0xffff654efc50":·38,
		2541	········"0xffff65917520":·32,
2549	········"0xffff74796d50":·48,	2542	········"0xffff667479d0":·38,
2550	········"0xffff747af390":·48,
2551	········"0xffff747af4d0":·48,
2552	········"0xffff747af610":·48,
2553	········"0xffff~~7480195~~0":·48,	2543	········"0xffff66e27e00":·48,
2554	········"0xffff74801a90":·48,
2555	········"0xffff74801bd0":·48,
2556	········"0xffff74801d10":·48,
2557	········"0xffff74820050":·48,
2558	········"0xffff74820190":·48,
2559	········"0xffff748202d0":·48,
2560	········"0xffff74820410":·48,
2561	········"0xffff74820550":·48,
2562	········"0xffff74988f50":·48,
2563	········"0xffff74b43b10":·48,
2564	········"0xffff751a25d0":·48,
2565	········"0xffff75276990":·48,
2566	········"0xffff75276c10":·48,
2567	········"0xffff75461310":·48,
2568	········"0xffff75461450":·48,	2544	········"0xffff675b9450":·48,
2569	········"0xffff7~~5461e~~50":·48,	2545	········"0xffff7fc48050":·[44,·48],
2570	········"0xffff756c7c50":·48,
2571	········"0xffff7581d090":·48,
2572	········"0xffff758e1f90":·48,
2573	········"0xffff75ebde50":·48,
2574	········"0xffff75~~ebf~~890":·48,	2546	········"0xffff7fc48980":·48,
		2547	········"0xffff7fd5ead0":·44,
		2548	········"0xffff7fdaaba0":·19,
		2549	········"0xffff7fdfde50":·44,
		2550	········"0xffff7fdfdf90":·44,
		2551	········"0xffff94392d50":·48,
		2552	········"0xffff943ab390":·48,
		2553	········"0xffff943ab4d0":·48,
Max diff block lines reached; 48356/53745 bytes (89.97%) of diff not shown.


Offset 731, 18 lines modified		Offset 731, 18 lines modified
731	a·method·call·with·an·external·function·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">ds.pipe(func)</span></code>)·instead·of	731	a·method·call·with·an·external·function·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">ds.pipe(func)</span></code>)·instead·of
732	simply·calling·it·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">func(ds)</span></code>).·This·allows·you·to·write·pipelines·for	732	simply·calling·it·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">func(ds)</span></code>).·This·allows·you·to·write·pipelines·for
733	transforming·your·data·(using·“method·chaining”)·instead·of·writing·hard·to	733	transforming·your·data·(using·“method·chaining”)·instead·of·writing·hard·to
734	follow·nested·function·calls:</p>	734	follow·nested·function·calls:</p>
735	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·these·lines·are·equivalent,·but·with·pipe·we·can·make·the·logic·flow</span>	735	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·these·lines·are·equivalent,·but·with·pipe·we·can·make·the·logic·flow</span>
736	<span·class="go">#·entirely·from·left·to·right</span>	736	<span·class="go">#·entirely·from·left·to·right</span>
737	<span·class="gp">In·[64]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">((</span><span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">))</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"instrument"</span><span·class="p">))</span>	737	<span·class="gp">In·[64]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">((</span><span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">))</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"instrument"</span><span·class="p">))</span>
738	<span·class="gh">Out[64]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xffff36b079d0>]</span>	738	<span·class="gh">Out[64]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xffff667479d0>]</span>

739	<span·class="gp">In·[65]:·</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span><span·class="o">.</span><span·class="n">pipe</span><span·class="p">(</span><span·class="k">lambda</span>·<span·class="n">x</span><span·class="p">:</span>·<span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">x</span><span·class="p">)</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"instrument"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">pipe</span><span·class="p">(</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">))</span>	739	<span·class="gp">In·[65]:·</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">loc</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span><span·class="o">.</span><span·class="n">pipe</span><span·class="p">(</span><span·class="k">lambda</span>·<span·class="n">x</span><span·class="p">:</span>·<span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">x</span><span·class="p">)</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"instrument"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">pipe</span><span·class="p">(</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">))</span>
740	<span·class="gh">Out[65]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xffff358afc50>]</span>	740	<span·class="gh">Out[65]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xffff654efc50>]</span>
741	</pre></div>	741	</pre></div>
742	</div>	742	</div>
743	<p>Both·<code·class="docutils·literal·notranslate"><span·class="pre">pipe</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">assign</span></code>·replicate·the·pandas·methods·of·the·same·names	743	<p>Both·<code·class="docutils·literal·notranslate"><span·class="pre">pipe</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">assign</span></code>·replicate·the·pandas·methods·of·the·same·names
744	(<a·class="reference·external"·href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pipe.html#pandas.DataFrame.pipe"·title="(in·pandas·v2.2.3)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.pipe</span></code></a>·and	744	(<a·class="reference·external"·href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pipe.html#pandas.DataFrame.pipe"·title="(in·pandas·v2.2.3)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.pipe</span></code></a>·and
745	<a·class="reference·external"·href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.assign.html#pandas.DataFrame.assign"·title="(in·pandas·v2.2.3)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.assign</span></code></a>).</p>	745	<a·class="reference·external"·href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.assign.html#pandas.DataFrame.assign"·title="(in·pandas·v2.2.3)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.assign</span></code></a>).</p>
746	<p>With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if	746	<p>With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if
747	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead	747	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead


Offset 585, 19 lines modified		Offset 585, 19 lines modified
585	There·is·also·the·pipe()·method·that·allows·you·to·use·a·method·call·with·an	585	There·is·also·the·pipe()·method·that·allows·you·to·use·a·method·call·with·an
586	external·function·(e.g.,·ds.pipe(func))·instead·of·simply·calling·it·(e.g.,	586	external·function·(e.g.,·ds.pipe(func))·instead·of·simply·calling·it·(e.g.,
587	func(ds)).·This·allows·you·to·write·pipelines·for·transforming·your·data·(using	587	func(ds)).·This·allows·you·to·write·pipelines·for·transforming·your·data·(using
588	“method·chaining”)·instead·of·writing·hard·to·follow·nested·function·calls:	588	“method·chaining”)·instead·of·writing·hard·to·follow·nested·function·calls:
589	#·these·lines·are·equivalent,·but·with·pipe·we·can·make·the·logic·flow	589	#·these·lines·are·equivalent,·but·with·pipe·we·can·make·the·logic·flow
590	#·entirely·from·left·to·right	590	#·entirely·from·left·to·right
591	In·[64]:·plt.plot((2·*·ds.temperature.sel(loc=0)).mean("instrument"))	591	In·[64]:·plt.plot((2·*·ds.temperature.sel(loc=0)).mean("instrument"))
592	Out[64]:·[<matplotlib.lines.Line2D·at·0xffff36b079d0>]	592	Out[64]:·[<matplotlib.lines.Line2D·at·0xffff667479d0>]

593	In·[65]:·(ds.temperature.sel(loc=0).pipe(lambda·x:·2·*·x).mean	593	In·[65]:·(ds.temperature.sel(loc=0).pipe(lambda·x:·2·*·x).mean
594	("instrument").pipe(plt.plot))	594	("instrument").pipe(plt.plot))
595	Out[65]:·[<matplotlib.lines.Line2D·at·0xffff358afc50>]	595	Out[65]:·[<matplotlib.lines.Line2D·at·0xffff654efc50>]
596	Both·pipe·and·assign·replicate·the·pandas·methods·of·the·same·names	596	Both·pipe·and·assign·replicate·the·pandas·methods·of·the·same·names
597	(_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8p_\x8i_\x8p_\x8e·and·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8s_\x8s_\x8i_\x8g_\x8n).	597	(_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8p_\x8i_\x8p_\x8e·and·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8s_\x8s_\x8i_\x8g_\x8n).
598	With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if	598	With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if
599	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead	599	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead
600	of·mutating·existing·objects·often·results·in·easier·to·understand·code,·so·we	600	of·mutating·existing·objects·often·results·in·easier·to·understand·code,·so·we
601	encourage·using·this·approach.	601	encourage·using·this·approach.
602	\x8\x8\x8\x8·R\x8Re\x8en\x8na\x8am\x8mi\x8in\x8ng\x8g·v\x8va\x8ar\x8ri\x8ia\x8ab\x8bl\x8le\x8es\x8s_\x8?\x8¶·\x8\x8\x8\x8	602	\x8\x8\x8\x8·R\x8Re\x8en\x8na\x8am\x8mi\x8in\x8ng\x8g·v\x8va\x8ar\x8ri\x8ia\x8ab\x8bl\x8le\x8es\x8s_\x8?\x8¶·\x8\x8\x8\x8


Offset 982, 15 lines modified		Offset 982, 15 lines modified
982	<p>If·you·were·a·previous·user·of·the·prototype·<a·class="reference·external"·href="https://github.com/xarray-contrib/datatree">xarray-contrib/datatree</a>·package,·this·is·different·from·what·you’re·used·to!	982	<p>If·you·were·a·previous·user·of·the·prototype·<a·class="reference·external"·href="https://github.com/xarray-contrib/datatree">xarray-contrib/datatree</a>·package,·this·is·different·from·what·you’re·used·to!
983	In·that·package·the·data·model·was·that·the·data·stored·in·each·node·actually·was·completely·unrelated.·The·data·model·is·now·slightly·stricter.	983	In·that·package·the·data·model·was·that·the·data·stored·in·each·node·actually·was·completely·unrelated.·The·data·model·is·now·slightly·stricter.
984	This·allows·us·to·provide·features·like·<a·class="reference·internal"·href="#coordinate-inheritance"><span·class="std·std-ref">Coordinate·Inheritance</span></a>.</p>	984	This·allows·us·to·provide·features·like·<a·class="reference·internal"·href="#coordinate-inheritance"><span·class="std·std-ref">Coordinate·Inheritance</span></a>.</p>
985	</div>	985	</div>
986	<p>To·demonstrate,·let’s·first·generate·some·example·datasets·which·are·not·aligned·with·one·another:</p>	986	<p>To·demonstrate,·let’s·first·generate·some·example·datasets·which·are·not·aligned·with·one·another:</p>
987	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·(drop·the·attributes·just·to·make·the·printed·representation·shorter)</span>	987	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·(drop·the·attributes·just·to·make·the·printed·representation·shorter)</span>
988	<span·class="gp">In·[89]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">drop_attrs</span><span·class="p">()</span>	988	<span·class="gp">In·[89]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">drop_attrs</span><span·class="p">()</span>
989	<span·class="go">PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.</span>	989	<span·class="go">PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.</span>


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


992	<span·class="gp">In·[91]:·</span><span·class="n">ds_weekly</span>·<span·class="o">=</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">resample</span><span·class="p">(</span><span·class="n">time</span><span·class="o">=</span><span·class="s2">"W"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"time"</span><span·class="p">)</span>	992	<span·class="gp">In·[91]:·</span><span·class="n">ds_weekly</span>·<span·class="o">=</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">resample</span><span·class="p">(</span><span·class="n">time</span><span·class="o">=</span><span·class="s2">"W"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"time"</span><span·class="p">)</span>


Offset 868, 15 lines modified		Offset 868, 15 lines modified
868	model·is·now·slightly·stricter.·This·allows·us·to·provide·features·like	868	model·is·now·slightly·stricter.·This·allows·us·to·provide·features·like
869	_\x8C_\x8o_\x8o_\x8r_\x8d_\x8i_\x8n_\x8a_\x8t_\x8e_\x8·_\x8I_\x8n_\x8h_\x8e_\x8r_\x8i_\x8t_\x8a_\x8n_\x8c_\x8e.	869	_\x8C_\x8o_\x8o_\x8r_\x8d_\x8i_\x8n_\x8a_\x8t_\x8e_\x8·_\x8I_\x8n_\x8h_\x8e_\x8r_\x8i_\x8t_\x8a_\x8n_\x8c_\x8e.
870	To·demonstrate,·let’s·first·generate·some·example·datasets·which·are·not	870	To·demonstrate,·let’s·first·generate·some·example·datasets·which·are·not
871	aligned·with·one·another:	871	aligned·with·one·another:
872	#·(drop·the·attributes·just·to·make·the·printed·representation·shorter)	872	#·(drop·the·attributes·just·to·make·the·printed·representation·shorter)
873	In·[89]:·ds·=·xr.tutorial.open_dataset("air_temperature").drop_attrs()	873	In·[89]:·ds·=·xr.tutorial.open_dataset("air_temperature").drop_attrs()
874	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not	874	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not
875	create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/	875	create·data·cache·folder·'/nonexistent/second-build/.cache/
876	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	876	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.


877	In·[90]:·ds_daily·=·ds.resample(time="D").mean("time")	877	In·[90]:·ds_daily·=·ds.resample(time="D").mean("time")
878	KeyError:·"No·variable·named·'time'.·Variables·on·the·dataset·include·['foo',	878	KeyError:·"No·variable·named·'time'.·Variables·on·the·dataset·include·['foo',
879	'x',·'letters']"	879	'x',·'letters']"


Offset 653, 15 lines modified		Offset 653, 15 lines modified
653	to·a·collection·specified·weather·station·latitudes·and·longitudes.	653	to·a·collection·specified·weather·station·latitudes·and·longitudes.
654	To·trigger·vectorized·indexing·behavior	654	To·trigger·vectorized·indexing·behavior
655	you·will·need·to·provide·the·selection·dimensions·with·a·new	655	you·will·need·to·provide·the·selection·dimensions·with·a·new
656	shared·output·dimension·name.·In·the·example·below,·the·selections	656	shared·output·dimension·name.·In·the·example·below,·the·selections
657	of·the·closest·latitude·and·longitude·are·renamed·to·an·output	657	of·the·closest·latitude·and·longitude·are·renamed·to·an·output
658	dimension·named·“points”:</p>	658	dimension·named·“points”:</p>
659	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[52]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span>	659	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[52]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span>
660	<span·class="go">PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.</span>	660	<span·class="go">PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.</span>


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

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

Offset 697, 15 lines modified		Offset 697, 15 lines modified
697	</div>	697	</div>
698	</section>	698	</section>
699	<section·id="assigning-values-with-indexing">	699	<section·id="assigning-values-with-indexing">
700	<span·id="assigning-values"></span><h2>Assigning·values·with·indexing<a·class="headerlink"·href="#assigning-values-with-indexing"·title="Link·to·this·heading">¶</a></h2>	700	<span·id="assigning-values"></span><h2>Assigning·values·with·indexing<a·class="headerlink"·href="#assigning-values-with-indexing"·title="Link·to·this·heading">¶</a></h2>
701	<p>To·select·and·assign·values·to·a·portion·of·a·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataArray()</span></code>·you	701	<p>To·select·and·assign·values·to·a·portion·of·a·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataArray()</span></code>·you
702	can·use·indexing·with·<code·class="docutils·literal·notranslate"><span·class="pre">.loc</span></code>·:</p>	702	can·use·indexing·with·<code·class="docutils·literal·notranslate"><span·class="pre">.loc</span></code>·:</p>
703	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[57]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span>	703	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[57]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span>
704	<span·class="go">PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.</span>	704	<span·class="go">PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.</span>


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


Offset 869, 15 lines modified		Offset 869, 15 lines modified
869	</div>	869	</div>
870	</div>	870	</div>
871	<p>You·can·also·assign·values·to·all·variables·of·a·<code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">Dataset</span></code>·at·once:</p>	871	<p>You·can·also·assign·values·to·all·variables·of·a·<code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">Dataset</span></code>·at·once:</p>
872	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[83]:·</span><span·class="n">ds_org</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"eraint_uvz"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span>	872	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[83]:·</span><span·class="n">ds_org</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"eraint_uvz"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span>
873	<span·class="gp">···....:·</span>····<span·class="n">latitude</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">56</span><span·class="p">,</span>·<span·class="mi">59</span><span·class="p">),</span>·<span·class="n">longitude</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">255</span><span·class="p">,</span>·<span·class="mi">258</span><span·class="p">),</span>·<span·class="n">level</span><span·class="o">=</span><span·class="mi">0</span>	873	<span·class="gp">···....:·</span>····<span·class="n">latitude</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">56</span><span·class="p">,</span>·<span·class="mi">59</span><span·class="p">),</span>·<span·class="n">longitude</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">255</span><span·class="p">,</span>·<span·class="mi">258</span><span·class="p">),</span>·<span·class="n">level</span><span·class="o">=</span><span·class="mi">0</span>
874	<span·class="gp">···....:·</span><span·class="p">)</span>	874	<span·class="gp">···....:·</span><span·class="p">)</span>
875	<span·class="gp">···....:·</span>	875	<span·class="gp">···....:·</span>
876	<span·class="go">PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.</span>	876	<span·class="go">PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.</span>


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


Offset 474, 15 lines modified		Offset 474, 15 lines modified
474	collection·specified·weather·station·latitudes·and·longitudes.·To·trigger	474	collection·specified·weather·station·latitudes·and·longitudes.·To·trigger
475	vectorized·indexing·behavior·you·will·need·to·provide·the·selection·dimensions	475	vectorized·indexing·behavior·you·will·need·to·provide·the·selection·dimensions
476	with·a·new·shared·output·dimension·name.·In·the·example·below,·the·selections	476	with·a·new·shared·output·dimension·name.·In·the·example·below,·the·selections
477	of·the·closest·latitude·and·longitude·are·renamed·to·an·output·dimension·named	477	of·the·closest·latitude·and·longitude·are·renamed·to·an·output·dimension·named
478	“points”:	478	“points”:
479	In·[52]:·ds·=·xr.tutorial.open_dataset("air_temperature")	479	In·[52]:·ds·=·xr.tutorial.open_dataset("air_temperature")
480	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not	480	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not
481	create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/	481	create·data·cache·folder·'/nonexistent/second-build/.cache/
482	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	482	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.


483	#·Define·target·latitude·and·longitude·(where·weather·stations·might·be)	483	#·Define·target·latitude·and·longitude·(where·weather·stations·might·be)
484	In·[53]:·target_lon·=·xr.DataArray([200,·201,·202,·205],·dims="points")	484	In·[53]:·target_lon·=·xr.DataArray([200,·201,·202,·205],·dims="points")

485	In·[54]:·target_lat·=·xr.DataArray([31,·41,·42,·42],·dims="points")	485	In·[54]:·target_lat·=·xr.DataArray([31,·41,·42,·42],·dims="points")
Offset 513, 15 lines modified		Offset 513, 15 lines modified
513	selected·subpart·of·the·target·array·(except·for·the·explicitly·indexed	513	selected·subpart·of·the·target·array·(except·for·the·explicitly·indexed
514	dimensions·with·.loc/.sel).·Otherwise,·IndexError·will·be·raised.	514	dimensions·with·.loc/.sel).·Otherwise,·IndexError·will·be·raised.
515	\x8\x8\x8\x8\x8·A\x8As\x8ss\x8si\x8ig\x8gn\x8ni\x8in\x8ng\x8g·v\x8va\x8al\x8lu\x8ue\x8es\x8s·w\x8wi\x8it\x8th\x8h·i\x8in\x8nd\x8de\x8ex\x8xi\x8in\x8ng\x8g_\x8?\x8¶·\x8\x8\x8\x8\x8	515	\x8\x8\x8\x8\x8·A\x8As\x8ss\x8si\x8ig\x8gn\x8ni\x8in\x8ng\x8g·v\x8va\x8al\x8lu\x8ue\x8es\x8s·w\x8wi\x8it\x8th\x8h·i\x8in\x8nd\x8de\x8ex\x8xi\x8in\x8ng\x8g_\x8?\x8¶·\x8\x8\x8\x8\x8
516	To·select·and·assign·values·to·a·portion·of·a·DataArray()·you·can·use·indexing	516	To·select·and·assign·values·to·a·portion·of·a·DataArray()·you·can·use·indexing
517	with·.loc·:	517	with·.loc·:
518	In·[57]:·ds·=·xr.tutorial.open_dataset("air_temperature")	518	In·[57]:·ds·=·xr.tutorial.open_dataset("air_temperature")
519	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not	519	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not
520	create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/	520	create·data·cache·folder·'/nonexistent/second-build/.cache/
521	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	521	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.


522	#·add·an·empty·2D·dataarray	522	#·add·an·empty·2D·dataarray
523	In·[58]:·ds["empty"]·=·xr.full_like(ds.air.mean("time"),·fill_value=0)	523	In·[58]:·ds["empty"]·=·xr.full_like(ds.air.mean("time"),·fill_value=0)
524	AttributeError:·'Dataset'·object·has·no·attribute·'air'	524	AttributeError:·'Dataset'·object·has·no·attribute·'air'

Offset 673, 15 lines modified		Offset 673, 15 lines modified
673	Dimensions·without·coordinates:·x	673	Dimensions·without·coordinates:·x
674	You·can·also·assign·values·to·all·variables·of·a·Dataset·at·once:	674	You·can·also·assign·values·to·all·variables·of·a·Dataset·at·once:
675	In·[83]:·ds_org·=·xr.tutorial.open_dataset("eraint_uvz").isel(	675	In·[83]:·ds_org·=·xr.tutorial.open_dataset("eraint_uvz").isel(
676	···....:·····latitude=slice(56,·59),·longitude=slice(255,·258),·level=0	676	···....:·····latitude=slice(56,·59),·longitude=slice(255,·258),·level=0
677	···....:·)	677	···....:·)
678	···....:	678	···....:
679	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not	679	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not
680	create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/	680	create·data·cache·folder·'/nonexistent/second-build/.cache/
681	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	681	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.


682	#·set·all·values·to·0	682	#·set·all·values·to·0
683	In·[84]:·ds·=·xr.zeros_like(ds_org)	683	In·[84]:·ds·=·xr.zeros_like(ds_org)
684	NameError:·name·'ds_org'·is·not·defined	684	NameError:·name·'ds_org'·is·not·defined


Offset 237, 24 lines modified		Offset 237, 24 lines modified
237	<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>	237	<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>
238	<span·class="gp">···....:·</span>····<span·class="n">dims</span><span·class="o">=</span><span·class="s2">"x"</span><span·class="p">,</span>	238	<span·class="gp">···....:·</span>····<span·class="n">dims</span><span·class="o">=</span><span·class="s2">"x"</span><span·class="p">,</span>
239	<span·class="gp">···....:·</span>····<span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"x"</span><span·class="p">:</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">)},</span>	239	<span·class="gp">···....:·</span>····<span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"x"</span><span·class="p">:</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">)},</span>
240	<span·class="gp">···....:·</span><span·class="p">)</span>	240	<span·class="gp">···....:·</span><span·class="p">)</span>
241	<span·class="gp">···....:·</span>	241	<span·class="gp">···....:·</span>

242	<span·class="gp">In·[17]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="s2">"o"</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">"original"</span><span·class="p">)</span>	242	<span·class="gp">In·[17]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="s2">"o"</span><span·class="p">,</span>·<span·class="n">label</span><span·class="o">=</span><span·class="s2">"original"</span><span·class="p">)</span>
243	<span·class="gh">Out[17]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xffff~~5dc22~~ad0>]</span>	243	<span·class="gh">Out[17]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xffff7fd5ead0>]</span>

244	<span·class="gp">In·[18]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">100</span><span·class="p">))</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">label</span><span·class="o">=</span><span·class="s2">"linear·(default)"</span><span·class="p">)</span>	244	<span·class="gp">In·[18]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">100</span><span·class="p">))</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">label</span><span·class="o">=</span><span·class="s2">"linear·(default)"</span><span·class="p">)</span>
245	<span·class="gh">Out[18]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xffff~~5dcb9~~f90>]</span>	245	<span·class="gh">Out[18]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xffff7fdfdf90>]</span>

246	<span·class="gp">In·[19]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">100</span><span·class="p">),</span>·<span·class="n">method</span><span·class="o">=</span><span·class="s2">"cubic"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">label</span><span·class="o">=</span><span·class="s2">"cubic"</span><span·class="p">)</span>	246	<span·class="gp">In·[19]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">100</span><span·class="p">),</span>·<span·class="n">method</span><span·class="o">=</span><span·class="s2">"cubic"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="o">.</span><span·class="n">line</span><span·class="p">(</span><span·class="n">label</span><span·class="o">=</span><span·class="s2">"cubic"</span><span·class="p">)</span>
247	<span·class="gh">Out[19]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xffff~~5dcb9~~e50>]</span>	247	<span·class="gh">Out[19]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xffff7fdfde50>]</span>

248	<span·class="gp">In·[20]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	248	<span·class="gp">In·[20]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
249	<span·class="gh">Out[20]:·</span><span·class="go"><matplotlib.legend.Legend·at·0xffff5dc4~~f77~~0></span>	249	<span·class="gh">Out[20]:·</span><span·class="go"><matplotlib.legend.Legend·at·0xffff7fc48050></span>
250	</pre></div>	250	</pre></div>
251	</div>	251	</div>
252	<a·class="reference·internal·image-reference"·href="_build/html/_static/interpolation_sample1.png"><img·alt="_build/html/_static/interpolation_sample1.png"·src="_build/html/_static/interpolation_sample1.png"·style="width:·4in;"·/>	252	<a·class="reference·internal·image-reference"·href="_build/html/_static/interpolation_sample1.png"><img·alt="_build/html/_static/interpolation_sample1.png"·src="_build/html/_static/interpolation_sample1.png"·style="width:·4in;"·/>
253	</a>	253	</a>
254	<p>Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.</p>	254	<p>Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.</p>
255	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·fill·0·for·the·outside·of·the·original·coordinates.</span>	255	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·fill·0·for·the·outside·of·the·original·coordinates.</span>
256	<span·class="gp">In·[21]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="o">-</span><span·class="mf">0.5</span><span·class="p">,</span>·<span·class="mf">1.5</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">),</span>·<span·class="n">kwargs</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"fill_value"</span><span·class="p">:</span>·<span·class="mf">0.0</span><span·class="p">})</span>	256	<span·class="gp">In·[21]:·</span><span·class="n">da</span><span·class="o">.</span><span·class="n">interp</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="o">-</span><span·class="mf">0.5</span><span·class="p">,</span>·<span·class="mf">1.5</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">),</span>·<span·class="n">kwargs</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"fill_value"</span><span·class="p">:</span>·<span·class="mf">0.0</span><span·class="p">})</span>
Offset 439, 15 lines modified		Offset 439, 15 lines modified
439	see·<a·class="reference·internal"·href="computation.html#missing-values"><span·class="std·std-ref">Missing·values</span></a>.</p>	439	see·<a·class="reference·internal"·href="computation.html#missing-values"><span·class="std·std-ref">Missing·values</span></a>.</p>
440	</section>	440	</section>
441	<section·id="example">	441	<section·id="example">
442	<h2>Example<a·class="headerlink"·href="#example"·title="Link·to·this·heading">¶</a></h2>	442	<h2>Example<a·class="headerlink"·href="#example"·title="Link·to·this·heading">¶</a></h2>
443	<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>	443	<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>
444	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·Raw·data</span>	444	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·Raw·data</span>
445	<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">"air_temperature"</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>	445	<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">"air_temperature"</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>
446	<span·class="go">PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.</span>	446	<span·class="go">PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not·create·data·cache·folder·'/nonexistent/second-build/.cache/xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.</span>


447	<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>	447	<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>

448	<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>	448	<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>
449	<span·class="go">AttributeError:·'Dataset'·object·has·no·attribute·'air'</span>	449	<span·class="go">AttributeError:·'Dataset'·object·has·no·attribute·'air'</span>


Offset 154, 26 lines modified		Offset 154, 26 lines modified
154	···....:·····np.sin(np.linspace(0,·2·*·np.pi,·10)),	154	···....:·····np.sin(np.linspace(0,·2·*·np.pi,·10)),
155	···....:·····dims="x",	155	···....:·····dims="x",
156	···....:·····coords={"x":·np.linspace(0,·1,·10)},	156	···....:·····coords={"x":·np.linspace(0,·1,·10)},
157	···....:·)	157	···....:·)
158	···....:	158	···....:

159	In·[17]:·da.plot.line("o",·label="original")	159	In·[17]:·da.plot.line("o",·label="original")
160	Out[17]:·[<matplotlib.lines.Line2D·at·0xffff~~5dc22~~ad0>]	160	Out[17]:·[<matplotlib.lines.Line2D·at·0xffff7fd5ead0>]

161	In·[18]:·da.interp(x=np.linspace(0,·1,·100)).plot.line(label="linear	161	In·[18]:·da.interp(x=np.linspace(0,·1,·100)).plot.line(label="linear
162	(default)")	162	(default)")
163	Out[18]:·[<matplotlib.lines.Line2D·at·0xffff~~5dcb9~~f90>]	163	Out[18]:·[<matplotlib.lines.Line2D·at·0xffff7fdfdf90>]

164	In·[19]:·da.interp(x=np.linspace(0,·1,·100),·method="cubic").plot.line	164	In·[19]:·da.interp(x=np.linspace(0,·1,·100),·method="cubic").plot.line
165	(label="cubic")	165	(label="cubic")
166	Out[19]:·[<matplotlib.lines.Line2D·at·0xffff~~5dcb9~~e50>]	166	Out[19]:·[<matplotlib.lines.Line2D·at·0xffff7fdfde50>]

167	In·[20]:·plt.legend()	167	In·[20]:·plt.legend()
168	Out[20]:·<matplotlib.legend.Legend·at·0xffff5dc4~~f77~~0>	168	Out[20]:·<matplotlib.legend.Legend·at·0xffff7fc48050>
169	_\x8[_\x8__\x8b_\x8u_\x8i_\x8l_\x8d_\x8/_\x8h_\x8t_\x8m_\x8l_\x8/_\x8__\x8s_\x8t_\x8a_\x8t_\x8i_\x8c_\x8/_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x81_\x8._\x8p_\x8n_\x8g_\x8]	169	_\x8[_\x8__\x8b_\x8u_\x8i_\x8l_\x8d_\x8/_\x8h_\x8t_\x8m_\x8l_\x8/_\x8__\x8s_\x8t_\x8a_\x8t_\x8i_\x8c_\x8/_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x81_\x8._\x8p_\x8n_\x8g_\x8]
170	Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.	170	Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.
171	#·fill·0·for·the·outside·of·the·original·coordinates.	171	#·fill·0·for·the·outside·of·the·original·coordinates.
172	In·[21]:·da.interp(x=np.linspace(-0.5,·1.5,·10),·kwargs={"fill_value":·0.0})	172	In·[21]:·da.interp(x=np.linspace(-0.5,·1.5,·10),·kwargs={"fill_value":·0.0})
173	Out[21]:	173	Out[21]:
174	<xarray.DataArray·(x:·10)>·Size:·80B	174	<xarray.DataArray·(x:·10)>·Size:·80B
175	array([·0.···,··0.···,··0.···,··0.814,··0.604,·-0.604,·-0.814,··0.···,··0.···,	175	array([·0.···,··0.···,··0.···,··0.814,··0.604,·-0.604,·-0.814,··0.···,··0.···,
Offset 337, 15 lines modified		Offset 337, 15 lines modified
337	··*·x········(x)·float64·24B·0.5·1.5·2.5	337	··*·x········(x)·float64·24B·0.5·1.5·2.5
338	For·the·details·of·interpolate_na(),·see·_\x8M_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s.	338	For·the·details·of·interpolate_na(),·see·_\x8M_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s.
339	\x8\x8\x8\x8\x8·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8e_\x8?\x8¶·\x8\x8\x8\x8\x8	339	\x8\x8\x8\x8\x8·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8e_\x8?\x8¶·\x8\x8\x8\x8\x8
340	Let’s·see·how·interp()·works·on·real·data.	340	Let’s·see·how·interp()·works·on·real·data.
341	#·Raw·data	341	#·Raw·data
342	In·[44]:·ds·=·xr.tutorial.open_dataset("air_temperature").isel(time=0)	342	In·[44]:·ds·=·xr.tutorial.open_dataset("air_temperature").isel(time=0)
343	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not	343	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not
344	create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/	344	create·data·cache·folder·'/nonexistent/second-build/.cache/
345	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	345	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.


346	In·[45]:·fig,·axes·=·plt.subplots(ncols=2,·figsize=(10,·4))	346	In·[45]:·fig,·axes·=·plt.subplots(ncols=2,·figsize=(10,·4))

347	In·[46]:·ds.air.plot(ax=axes[0])	347	In·[46]:·ds.air.plot(ax=axes[0])
348	AttributeError:·'Dataset'·object·has·no·attribute·'air'	348	AttributeError:·'Dataset'·object·has·no·attribute·'air'


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

486	In·[13]:·ds.to_zarr("path/to/directory.zarr")	486	In·[13]:·ds.to_zarr("path/to/directory.zarr")
487	Out[13]:·<xarray.backends.zarr.ZarrStore·at·0xffff34~~862~~7a0>	487	Out[13]:·<xarray.backends.zarr.ZarrStore·at·0xffff6449e7a0>
488	(The·suffix·.zarr·is·optional–just·a·reminder·that·a·zarr·store·lives·there.)	488	(The·suffix·.zarr·is·optional–just·a·reminder·that·a·zarr·store·lives·there.)
489	If·the·directory·does·not·exist,·it·will·be·created.·If·a·zarr·store·is·already	489	If·the·directory·does·not·exist,·it·will·be·created.·If·a·zarr·store·is·already
490	present·at·that·path,·an·error·will·be·raised,·preventing·it·from·being	490	present·at·that·path,·an·error·will·be·raised,·preventing·it·from·being
491	overwritten.·To·override·this·behavior·and·overwrite·an·existing·store,·add	491	overwritten.·To·override·this·behavior·and·overwrite·an·existing·store,·add
492	mode='w'·when·invoking·to_zarr().	492	mode='w'·when·invoking·to_zarr().
493	DataArrays·can·also·be·saved·to·disk·using·the·DataArray.to_zarr()·method,·and	493	DataArrays·can·also·be·saved·to·disk·using·the·DataArray.to_zarr()·method,·and
494	loaded·from·disk·using·the·open_dataarray()·function·with·engine='zarr'.	494	loaded·from·disk·using·the·open_dataarray()·function·with·engine='zarr'.
Offset 562, 35 lines modified		Offset 562, 35 lines modified

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

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

564	#·Now·we·write·the·metadata·without·computing·any·array·values	564	#·Now·we·write·the·metadata·without·computing·any·array·values
565	In·[20]:·ds.to_zarr(path,·compute=False)	565	In·[20]:·ds.to_zarr(path,·compute=False)
566	Out[20]:·Delayed('_finalize_store-~~e5ef9383~~-~~9e1a~~-4~~b9f~~-~~b094~~-~~9741d3285755~~')	566	Out[20]:·Delayed('_finalize_store-a0a4da12-db94-4431-921b-868aadfd660f')
567	Now,·a·Zarr·store·with·the·correct·variable·shapes·and·attributes·exists·that	567	Now,·a·Zarr·store·with·the·correct·variable·shapes·and·attributes·exists·that
568	can·be·filled·out·by·subsequent·calls·to·to_zarr.·Setting·region="auto"·will	568	can·be·filled·out·by·subsequent·calls·to·to_zarr.·Setting·region="auto"·will
569	open·the·existing·store·and·determine·the·correct·alignment·of·the·new·data	569	open·the·existing·store·and·determine·the·correct·alignment·of·the·new·data
570	with·the·existing·dimensions,·or·as·an·explicit·mapping·from·dimension·names·to	570	with·the·existing·dimensions,·or·as·an·explicit·mapping·from·dimension·names·to
571	Python·slice·objects·indicating·where·the·data·should·be·written·(in·index	571	Python·slice·objects·indicating·where·the·data·should·be·written·(in·index
572	space,·not·label·space),·e.g.,	572	space,·not·label·space),·e.g.,
573	#·For·convenience,·we'll·slice·a·single·dataset,·but·in·the·real·use-case	573	#·For·convenience,·we'll·slice·a·single·dataset,·but·in·the·real·use-case
574	#·we·would·create·them·separately·possibly·even·from·separate·processes.	574	#·we·would·create·them·separately·possibly·even·from·separate·processes.
575	In·[21]:·ds·=·xr.Dataset({"foo":·("x",·np.arange(30))},·coords={"x":·np.arange	575	In·[21]:·ds·=·xr.Dataset({"foo":·("x",·np.arange(30))},·coords={"x":·np.arange
576	(30)})	576	(30)})

577	#·Any·of·the·following·region·specifications·are·valid	577	#·Any·of·the·following·region·specifications·are·valid
578	In·[22]:·ds.isel(x=slice(0,·10)).to_zarr(path,·region="auto")	578	In·[22]:·ds.isel(x=slice(0,·10)).to_zarr(path,·region="auto")
579	Out[22]:·<xarray.backends.zarr.ZarrStore·at·0xffff34~~863~~e20>	579	Out[22]:·<xarray.backends.zarr.ZarrStore·at·0xffff6449fe20>

580	In·[23]:·ds.isel(x=slice(10,·20)).to_zarr(path,·region={"x":·"auto"})	580	In·[23]:·ds.isel(x=slice(10,·20)).to_zarr(path,·region={"x":·"auto"})
581	Out[23]:·<xarray.backends.zarr.ZarrStore·at·0xffff34~~863~~7f0>	581	Out[23]:·<xarray.backends.zarr.ZarrStore·at·0xffff6449f7f0>

582	In·[24]:·ds.isel(x=slice(20,·30)).to_zarr(path,·region={"x":·slice(20,·30)})	582	In·[24]:·ds.isel(x=slice(20,·30)).to_zarr(path,·region={"x":·slice(20,·30)})
583	Out[24]:·<xarray.backends.zarr.ZarrStore·at·0xffff349fa050>	583	Out[24]:·<xarray.backends.zarr.ZarrStore·at·0xffff6463a050>
584	Concurrent·writes·with·region·are·safe·as·long·as·they·modify·distinct·chunks	584	Concurrent·writes·with·region·are·safe·as·long·as·they·modify·distinct·chunks
585	in·the·underlying·Zarr·arrays·(or·use·an·appropriate·lock).	585	in·the·underlying·Zarr·arrays·(or·use·an·appropriate·lock).
586	As·a·safety·check·to·make·it·harder·to·inadvertently·override·existing·values,	586	As·a·safety·check·to·make·it·harder·to·inadvertently·override·existing·values,
587	if·you·set·region·then·a\x8al\x8ll\x8l·variables·included·in·a·Dataset·must·have·dimensions	587	if·you·set·region·then·a\x8al\x8ll\x8l·variables·included·in·a·Dataset·must·have·dimensions
588	included·in·region.·Other·variables·(typically·coordinates)·need·to·be	588	included·in·region.·Other·variables·(typically·coordinates)·need·to·be
589	explicitly·dropped·and/or·written·in·a·separate·calls·to·to_zarr·with·mode='a'.	589	explicitly·dropped·and/or·written·in·a·separate·calls·to·to_zarr·with·mode='a'.
590	\x8\x8\x8\x8·Z\x8Za\x8ar\x8rr\x8r·C\x8Co\x8om\x8mp\x8pr\x8re\x8es\x8ss\x8so\x8or\x8rs\x8s·a\x8an\x8nd\x8d·F\x8Fi\x8il\x8lt\x8te\x8er\x8rs\x8s_\x8?\x8¶·\x8\x8\x8\x8	590	\x8\x8\x8\x8·Z\x8Za\x8ar\x8rr\x8r·C\x8Co\x8om\x8mp\x8pr\x8re\x8es\x8ss\x8so\x8or\x8rs\x8s·a\x8an\x8nd\x8d·F\x8Fi\x8il\x8lt\x8te\x8er\x8rs\x8s_\x8?\x8¶·\x8\x8\x8\x8
Offset 601, 15 lines modified		Offset 601, 15 lines modified
601	In·[25]:·import·zarr	601	In·[25]:·import·zarr

602	In·[26]:·from·numcodecs.blosc·import·Blosc	602	In·[26]:·from·numcodecs.blosc·import·Blosc

603	In·[27]:·compressor·=·Blosc(cname="zstd",·clevel=3,·shuffle=2)	603	In·[27]:·compressor·=·Blosc(cname="zstd",·clevel=3,·shuffle=2)

604	In·[28]:·ds.to_zarr("foo.zarr",·encoding={"foo":·{"compressor":·compressor}})	604	In·[28]:·ds.to_zarr("foo.zarr",·encoding={"foo":·{"compressor":·compressor}})
605	Out[28]:·<xarray.backends.zarr.ZarrStore·at·0xffff76ae8790>	605	Out[28]:·<xarray.backends.zarr.ZarrStore·at·0xffff966d8790>
606	Note	606	Note
607	Not·all·native·zarr·compression·and·filtering·options·have·been·tested·with	607	Not·all·native·zarr·compression·and·filtering·options·have·been·tested·with
608	xarray.	608	xarray.
609	\x8\x8\x8\x8·M\x8Mo\x8od\x8di\x8if\x8fy\x8yi\x8in\x8ng\x8g·e\x8ex\x8xi\x8is\x8st\x8ti\x8in\x8ng\x8g·Z\x8Za\x8ar\x8rr\x8r·s\x8st\x8to\x8or\x8re\x8es\x8s_\x8?\x8¶·\x8\x8\x8\x8	609	\x8\x8\x8\x8·M\x8Mo\x8od\x8di\x8if\x8fy\x8yi\x8in\x8ng\x8g·e\x8ex\x8xi\x8is\x8st\x8ti\x8in\x8ng\x8g·Z\x8Za\x8ar\x8rr\x8r·s\x8st\x8to\x8or\x8re\x8es\x8s_\x8?\x8¶·\x8\x8\x8\x8
610	Xarray·supports·several·ways·of·incrementally·writing·variables·to·a·Zarr	610	Xarray·supports·several·ways·of·incrementally·writing·variables·to·a·Zarr
611	store.·These·options·are·useful·for·scenarios·when·it·is·infeasible·or	611	store.·These·options·are·useful·for·scenarios·when·it·is·infeasible·or
612	undesirable·to·write·your·entire·dataset·at·once.	612	undesirable·to·write·your·entire·dataset·at·once.
Offset 635, 28 lines modified		Offset 635, 28 lines modified
635	···....:·········"y":·[1,·2,·3,·4,·5],	635	···....:·········"y":·[1,·2,·3,·4,·5],
636	···....:·········"t":·pd.date_range("2001-01-01",·periods=2),	636	···....:·········"t":·pd.date_range("2001-01-01",·periods=2),
637	···....:·····},	637	···....:·····},
638	···....:·)	638	···....:·)
639	···....:	639	···....:

640	In·[30]:·ds1.to_zarr("path/to/directory.zarr")	640	In·[30]:·ds1.to_zarr("path/to/directory.zarr")
641	Out[30]:·<xarray.backends.zarr.ZarrStore·at·0xffff76ae9090>	641	Out[30]:·<xarray.backends.zarr.ZarrStore·at·0xffff966d9090>

642	In·[31]:·ds2·=·xr.Dataset(	642	In·[31]:·ds2·=·xr.Dataset(
643	···....:·····{"foo":·(("x",·"y",·"t"),·np.random.rand(4,·5,·2))},	643	···....:·····{"foo":·(("x",·"y",·"t"),·np.random.rand(4,·5,·2))},
644	···....:·····coords={	644	···....:·····coords={
645	···....:·········"x":·[10,·20,·30,·40],	645	···....:·········"x":·[10,·20,·30,·40],
646	···....:·········"y":·[1,·2,·3,·4,·5],	646	···....:·········"y":·[1,·2,·3,·4,·5],
647	···....:·········"t":·pd.date_range("2001-01-03",·periods=2),	647	···....:·········"t":·pd.date_range("2001-01-03",·periods=2),
648	···....:·····},	648	···....:·····},
649	···....:·)	649	···....:·)
650	···....:	650	···....:

651	In·[32]:·ds2.to_zarr("path/to/directory.zarr",·append_dim="t")	651	In·[32]:·ds2.to_zarr("path/to/directory.zarr",·append_dim="t")
652	Out[32]:·<xarray.backends.zarr.ZarrStore·at·0xffff76ae9120>	652	Out[32]:·<xarray.backends.zarr.ZarrStore·at·0xffff966d9120>
653	\x8\x8\x8\x8·S\x8Sp\x8pe\x8ec\x8ci\x8if\x8fy\x8yi\x8in\x8ng\x8g·c\x8ch\x8hu\x8un\x8nk\x8ks\x8s·i\x8in\x8n·a\x8a·z\x8za\x8ar\x8rr\x8r·s\x8st\x8to\x8or\x8re\x8e_\x8?\x8¶·\x8\x8\x8\x8	653	\x8\x8\x8\x8·S\x8Sp\x8pe\x8ec\x8ci\x8if\x8fy\x8yi\x8in\x8ng\x8g·c\x8ch\x8hu\x8un\x8nk\x8ks\x8s·i\x8in\x8n·a\x8a·z\x8za\x8ar\x8rr\x8r·s\x8st\x8to\x8or\x8re\x8e_\x8?\x8¶·\x8\x8\x8\x8
654	Chunk·sizes·may·be·specified·in·one·of·three·ways·when·writing·to·a·zarr·store:	654	Chunk·sizes·may·be·specified·in·one·of·three·ways·when·writing·to·a·zarr·store:
655	···1.·Manual·chunk·sizing·through·the·use·of·the·encoding·argument·in	655	···1.·Manual·chunk·sizing·through·the·use·of·the·encoding·argument·in
656	······Dataset.to_zarr():	656	······Dataset.to_zarr():
657	···2.·Automatic·chunking·based·on·chunks·in·dask·arrays	657	···2.·Automatic·chunking·based·on·chunks·in·dask·arrays
658	···3.·Default·chunk·behavior·determined·by·the·zarr·library	658	···3.·Default·chunk·behavior·determined·by·the·zarr·library
659	The·resulting·chunks·will·be·determined·based·on·the·order·of·the·above·list;	659	The·resulting·chunks·will·be·determined·based·on·the·order·of·the·above·list;
Offset 675, 15 lines modified		Offset 675, 15 lines modified
675	positional·ordering·of·the·dimensions·in·each·array.·Watch·out·for·arrays·with	675	positional·ordering·of·the·dimensions·in·each·array.·Watch·out·for·arrays·with
676	differently-ordered·dimensions·within·a·single·Dataset.	676	differently-ordered·dimensions·within·a·single·Dataset.
677	For·example,·let’s·say·we’re·working·with·a·dataset·with·dimensions·('time',	677	For·example,·let’s·say·we’re·working·with·a·dataset·with·dimensions·('time',
678	'x',·'y'),·a·variable·Tair·which·is·chunked·in·x·and·y,·and·two·multi-	678	'x',·'y'),·a·variable·Tair·which·is·chunked·in·x·and·y,·and·two·multi-
679	dimensional·coordinates·xc·and·yc:	679	dimensional·coordinates·xc·and·yc:
680	In·[33]:·ds·=·xr.tutorial.open_dataset("rasm")	680	In·[33]:·ds·=·xr.tutorial.open_dataset("rasm")
681	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not	681	PermissionError:·[Errno·13]·Permission·denied:·'/nonexistent'·\|·Pooch·could·not
682	create·data·cache·folder·'/nonexistent/~~first~~-build/.cache/	682	create·data·cache·folder·'/nonexistent/second-build/.cache/
683	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.	683	xarray_tutorial_data'.·Will·not·be·able·to·download·data·files.


684	In·[34]:·ds["Tair"]·=·ds["Tair"].chunk({"x":·100,·"y":·100})	684	In·[34]:·ds["Tair"]·=·ds["Tair"].chunk({"x":·100,·"y":·100})
685	KeyError:·"No·variable·named·'Tair'.·Variables·on·the·dataset·include·['foo',	685	KeyError:·"No·variable·named·'Tair'.·Variables·on·the·dataset·include·['foo',
686	'x']"	686	'x']"

Offset 696, 15 lines modified		Offset 696, 15 lines modified
696	··*·x········(x)·int64·240B·0·1·2·3·4·5·6·7·8·9·...·21·22·23·24·25·26·27·28·29	696	··*·x········(x)·int64·240B·0·1·2·3·4·5·6·7·8·9·...·21·22·23·24·25·26·27·28·29
697	Data·variables:	697	Data·variables:
698	····foo······(x)·int64·240B·0·1·2·3·4·5·6·7·8·9·...·21·22·23·24·25·26·27·28·29	698	····foo······(x)·int64·240B·0·1·2·3·4·5·6·7·8·9·...·21·22·23·24·25·26·27·28·29
699	These·multi-dimensional·coordinates·are·only·two-dimensional·and·take·up·very	699	These·multi-dimensional·coordinates·are·only·two-dimensional·and·take·up·very
700	little·space·on·disk·or·in·memory,·yet·when·writing·to·disk·the·default·zarr	700	little·space·on·disk·or·in·memory,·yet·when·writing·to·disk·the·default·zarr
701	behavior·is·to·split·them·into·chunks:	701	behavior·is·to·split·them·into·chunks:
702	In·[36]:·ds.to_zarr("path/to/directory.zarr",·mode="w")	702	In·[36]:·ds.to_zarr("path/to/directory.zarr",·mode="w")
703	Out[36]:·<xarray.backends.zarr.ZarrStore·at·0xffff76ae9bd0>	703	Out[36]:·<xarray.backends.zarr.ZarrStore·at·0xffff966d9bd0>

704	In·[37]:·!·ls·-R·path/to/directory.zarr	704	In·[37]:·!·ls·-R·path/to/directory.zarr
705	path/to/directory.zarr:	705	path/to/directory.zarr:
706	foo··x	706	foo··x

707	path/to/directory.zarr/foo:	707	path/to/directory.zarr/foo:
Max diff block lines reached; 768/7470 bytes (10.28%) of diff not shown.