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1	Package:·python-xarray-doc	1	Package:·python-xarray-doc
2	Source:·python-xarray	2	Source:·python-xarray
3	Version:·2025.03.1-8	3	Version:·2025.03.1-8
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>
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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 15, 18 lines modified		Offset 15, 18 lines modified
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Offset 86, 18 lines modified		Offset 86, 18 lines modified
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Offset 166, 18 lines modified		Offset 166, 18 lines modified
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31	················{	31	················{
32	····················"ename":·"ModuleNotFoundError",	32	····················"ename":·"ModuleNotFoundError",
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Offset 87, 18 lines modified		Offset 87, 18 lines modified
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98	················}	98	················}
99	············},	99	············},
100	············"outputs":·[	100	············"outputs":·[
101	················{	101	················{
102	····················"ename":·"NameError",	102	····················"ename":·"NameError",
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Offset 137, 18 lines modified		Offset 137, 18 lines modified
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148	················}	148	················}
149	············},	149	············},
150	············"outputs":·[	150	············"outputs":·[
151	················{	151	················{
152	····················"ename":·"NameError",	152	····················"ename":·"NameError",
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Offset 182, 18 lines modified		Offset 182, 18 lines modified
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195	············},	195	············},
196	············"outputs":·[	196	············"outputs":·[
197	················{	197	················{
198	····················"ename":·"NameError",	198	····················"ename":·"NameError",
199	····················"evalue":·"name·'ds'·is·not·defined",	199	····················"evalue":·"name·'ds'·is·not·defined",
Offset 218, 18 lines modified		Offset 218, 18 lines modified
218	············]	218	············]
219	········},	219	········},
220	········{	220	········{
221	············"cell_type":·"code",	221	············"cell_type":·"code",
222	············"execution_count":·5,	222	············"execution_count":·5,
223	············"metadata":·{	223	············"metadata":·{
224	················"execution":·{	224	················"execution":·{
225	····················"iopub.execute_input":·"2025-05-21T13:01:26.~~910303~~Z",	225	····················"iopub.execute_input":·"2025-05-21T15:01:47.849634Z",
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229	················}	229	················}
230	············},	230	············},
231	············"outputs":·[	231	············"outputs":·[
232	················{	232	················{
233	····················"ename":·"NameError",	233	····················"ename":·"NameError",
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Offset 257, 18 lines modified		Offset 257, 18 lines modified
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262	············"metadata":·{	262	············"metadata":·{
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267	····················"shell.execute_reply":·"2025-05-21T13:01:27.139949Z"	267	····················"shell.execute_reply":·"2025-05-21T15:01:47.944593Z"
268	················}	268	················}
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271	················{	271	················{
272	····················"ename":·"NameError",	272	····················"ename":·"NameError",
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Offset 292, 18 lines modified		Offset 292, 18 lines modified
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297	············"metadata":·{	297	············"metadata":·{
298	················"execution":·{	298	················"execution":·{
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302	····················"shell.execute_reply":·"2025-05-21T13:01:27.~~818121~~Z"	302	····················"shell.execute_reply":·"2025-05-21T15:01:48.193977Z"
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Offset 36, 18 lines modified		Offset 36, 18 lines modified
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40	····················"start_time":·"2020-01-15T14:45:50.528742Z"	40	····················"start_time":·"2020-01-15T14:45:50.528742Z"
41	················},	41	················},
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43	····················"iopub.execute_input":·"2025-05-21T13:01:39.509398Z",	43	····················"iopub.execute_input":·"2025-05-21T15:01:52.845932Z",
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47	················}	47	················}
48	············},	48	············},
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50	················{	50	················{
51	····················"ename":·"ModuleNotFoundError",	51	····················"ename":·"ModuleNotFoundError",
52	····················"evalue":·"No·module·named·'xarray'",	52	····················"evalue":·"No·module·named·'xarray'",
53	····················"output_type":·"error",	53	····················"output_type":·"error",
Offset 85, 18 lines modified		Offset 85, 18 lines modified
85	············"execution_count":·2,	85	············"execution_count":·2,
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88	····················"end_time":·"2020-01-15T14:45:55.431708Z",	88	····················"end_time":·"2020-01-15T14:45:55.431708Z",
89	····················"start_time":·"2020-01-15T14:45:55.104701Z"	89	····················"start_time":·"2020-01-15T14:45:55.104701Z"
90	················},	90	················},
91	················"execution":·{	91	················"execution":·{
92	····················"iopub.execute_input":·"2025-05-21T13:01:40.987908Z",	92	····················"iopub.execute_input":·"2025-05-21T15:01:53.393699Z",
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96	················}	96	················}
97	············},	97	············},
98	············"outputs":·[	98	············"outputs":·[
99	················{	99	················{
100	····················"ename":·"NameError",	100	····················"ename":·"NameError",
101	····················"evalue":·"name·'np'·is·not·defined",	101	····················"evalue":·"name·'np'·is·not·defined",
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Offset 125, 18 lines modified		Offset 125, 18 lines modified
125	············"execution_count":·3,	125	············"execution_count":·3,
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131	················"execution":·{	131	················"execution":·{
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136	················}	136	················}
137	············},	137	············},
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139	················{	139	················{
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Offset 184, 18 lines modified		Offset 184, 18 lines modified
184	············"execution_count":·4,	184	············"execution_count":·4,
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187	····················"end_time":·"2020-01-15T14:45:59.768626Z",	187	····················"end_time":·"2020-01-15T14:45:59.768626Z",
188	····················"start_time":·"2020-01-15T14:45:59.543808Z"	188	····················"start_time":·"2020-01-15T14:45:59.543808Z"
189	················},	189	················},
190	················"execution":·{	190	················"execution":·{
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194	····················"shell.execute_reply":·"2025-05-21T13:01:41.33~~0554~~Z"	194	····················"shell.execute_reply":·"2025-05-21T15:01:53.538993Z"
195	················}	195	················}
196	············},	196	············},
197	············"outputs":·[	197	············"outputs":·[
198	················{	198	················{
199	····················"ename":·"NameError",	199	····················"ename":·"NameError",
200	····················"evalue":·"name·'xr'·is·not·defined",	200	····················"evalue":·"name·'xr'·is·not·defined",
201	····················"output_type":·"error",	201	····················"output_type":·"error",
Offset 250, 18 lines modified		Offset 250, 18 lines modified
250	············"execution_count":·5,	250	············"execution_count":·5,
251	············"metadata":·{	251	············"metadata":·{
252	················"ExecuteTime":·{	252	················"ExecuteTime":·{
253	····················"end_time":·"2020-01-15T14:46:02.187012Z",	253	····················"end_time":·"2020-01-15T14:46:02.187012Z",
254	····················"start_time":·"2020-01-15T14:46:02.105563Z"	254	····················"start_time":·"2020-01-15T14:46:02.105563Z"
255	················},	255	················},
256	················"execution":·{	256	················"execution":·{
257	····················"iopub.execute_input":·"2025-05-21T13:01:41.34~~8601~~Z",	257	····················"iopub.execute_input":·"2025-05-21T15:01:53.547587Z",
258	····················"iopub.status.busy":·"2025-05-21T13:01:41.34~~7069~~Z",	258	····················"iopub.status.busy":·"2025-05-21T15:01:53.546336Z",
259	····················"iopub.status.idle":·"2025-05-21T13:01:41.45~~564~~5Z",	259	····················"iopub.status.idle":·"2025-05-21T15:01:53.591056Z",
260	····················"shell.execute_reply":·"2025-05-21T13:01:41.451728Z"	260	····················"shell.execute_reply":·"2025-05-21T15:01:53.589205Z"
261	················}	261	················}
262	············},	262	············},
263	············"outputs":·[	263	············"outputs":·[
264	················{	264	················{
265	····················"ename":·"NameError",	265	····················"ename":·"NameError",
266	····················"evalue":·"name·'xr'·is·not·defined",	266	····················"evalue":·"name·'xr'·is·not·defined",
267	····················"output_type":·"error",	267	····················"output_type":·"error",
Offset 328, 18 lines modified		Offset 328, 18 lines modified
328	············"execution_count":·6,	328	············"execution_count":·6,
329	············"metadata":·{	329	············"metadata":·{
330	················"ExecuteTime":·{	330	················"ExecuteTime":·{
331	····················"end_time":·"2020-01-15T14:46:05.031672Z",	331	····················"end_time":·"2020-01-15T14:46:05.031672Z",
332	····················"start_time":·"2020-01-15T14:46:04.947588Z"	332	····················"start_time":·"2020-01-15T14:46:04.947588Z"
333	················},	333	················},
334	················"execution":·{	334	················"execution":·{
335	····················"iopub.execute_input":·"2025-05-21T13:01:41.~~46992~~2Z",	335	····················"iopub.execute_input":·"2025-05-21T15:01:53.597462Z",
336	····················"iopub.status.busy":·"2025-05-21T13:01:41.~~4683~~57Z",	336	····················"iopub.status.busy":·"2025-05-21T15:01:53.596256Z",
337	····················"iopub.status.idle":·"2025-05-21T13:01:41.~~579695~~Z",	337	····················"iopub.status.idle":·"2025-05-21T15:01:53.642704Z",
338	····················"shell.execute_reply":·"2025-05-21T13:01:41.~~576015~~Z"	338	····················"shell.execute_reply":·"2025-05-21T15:01:53.640949Z"
339	················}	339	················}
340	············},	340	············},
341	············"outputs":·[	341	············"outputs":·[
342	················{	342	················{
343	····················"ename":·"NameError",	343	····················"ename":·"NameError",
344	····················"evalue":·"name·'xr'·is·not·defined",	344	····················"evalue":·"name·'xr'·is·not·defined",
345	····················"output_type":·"error",	345	····················"output_type":·"error",
Offset 374, 18 lines modified		Offset 374, 18 lines modified
374	············"execution_count":·7,	374	············"execution_count":·7,
375	············"metadata":·{	375	············"metadata":·{
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377	····················"end_time":·"2020-01-15T14:46:09.325218Z",	377	····················"end_time":·"2020-01-15T14:46:09.325218Z",
378	····················"start_time":·"2020-01-15T14:46:09.303020Z"	378	····················"start_time":·"2020-01-15T14:46:09.303020Z"
379	················},	379	················},
380	················"execution":·{	380	················"execution":·{
381	····················"iopub.execute_input":·"2025-05-21T13:01:41.~~59349~~4Z",	381	····················"iopub.execute_input":·"2025-05-21T15:01:53.649254Z",
382	····················"iopub.status.busy":·"2025-05-21T13:01:41.~~59197~~4Z",	382	····················"iopub.status.busy":·"2025-05-21T15:01:53.647884Z",
383	····················"iopub.status.idle":·"2025-05-21T13:01:41.~~707471~~Z",	383	····················"iopub.status.idle":·"2025-05-21T15:01:53.696142Z",
384	····················"shell.execute_reply":·"2025-05-21T13:01:41.~~703623~~Z"	384	····················"shell.execute_reply":·"2025-05-21T15:01:53.694315Z"
385	················}	385	················}
386	············},	386	············},
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Offset 28, 18 lines modified		Offset 28, 18 lines modified
28	············"execution_count":·1,	28	············"execution_count":·1,
29	············"metadata":·{	29	············"metadata":·{
30	················"ExecuteTime":·{	30	················"ExecuteTime":·{
31	····················"end_time":·"2020-03-17T14:43:57.222351Z",	31	····················"end_time":·"2020-03-17T14:43:57.222351Z",
32	····················"start_time":·"2020-03-17T14:43:56.147541Z"	32	····················"start_time":·"2020-03-17T14:43:56.147541Z"
33	················},	33	················},
34	················"execution":·{	34	················"execution":·{
35	····················"iopub.execute_input":·"2025-05-21T13:01:58.378~~347~~Z",	35	····················"iopub.execute_input":·"2025-05-21T15:02:00.648621Z",
36	····················"iopub.status.busy":·"2025-05-21T13:01:58.~~373384~~Z",	36	····················"iopub.status.busy":·"2025-05-21T15:02:00.647095Z",
37	····················"iopub.status.idle":·"2025-05-21T13:02:03.7~~82538~~Z",	37	····················"iopub.status.idle":·"2025-05-21T15:02:02.736107Z",
38	····················"shell.execute_reply":·"2025-05-21T13:02:03.7~~78434~~Z"	38	····················"shell.execute_reply":·"2025-05-21T15:02:02.734022Z"
39	················}	39	················}
40	············},	40	············},
41	············"outputs":·[	41	············"outputs":·[
42	················{	42	················{
43	····················"ename":·"ModuleNotFoundError",	43	····················"ename":·"ModuleNotFoundError",
44	····················"evalue":·"No·module·named·'xarray'",	44	····················"evalue":·"No·module·named·'xarray'",
45	····················"output_type":·"error",	45	····················"output_type":·"error",
Offset 75, 18 lines modified		Offset 75, 18 lines modified
75	············"execution_count":·2,	75	············"execution_count":·2,
76	············"metadata":·{	76	············"metadata":·{
77	················"ExecuteTime":·{	77	················"ExecuteTime":·{
78	····················"end_time":·"2020-03-17T14:43:57.831734Z",	78	····················"end_time":·"2020-03-17T14:43:57.831734Z",
79	····················"start_time":·"2020-03-17T14:43:57.651845Z"	79	····················"start_time":·"2020-03-17T14:43:57.651845Z"
80	················},	80	················},
81	················"execution":·{	81	················"execution":·{
82	····················"iopub.execute_input":·"2025-05-21T13:02:03.7~~963~~88Z",	82	····················"iopub.execute_input":·"2025-05-21T15:02:02.743086Z",
83	····················"iopub.status.busy":·"2025-05-21T13:02:03.794787Z",	83	····················"iopub.status.busy":·"2025-05-21T15:02:02.741767Z",
84	····················"iopub.status.idle":·"2025-05-21T13:02:03.905427Z",	84	····················"iopub.status.idle":·"2025-05-21T15:02:02.788543Z",
85	····················"shell.execute_reply":·"2025-05-21T13:02:03.~~901~~585Z"	85	····················"shell.execute_reply":·"2025-05-21T15:02:02.786526Z"
86	················}	86	················}
87	············},	87	············},
88	············"outputs":·[	88	············"outputs":·[
89	················{	89	················{
90	····················"ename":·"NameError",	90	····················"ename":·"NameError",
91	····················"evalue":·"name·'xr'·is·not·defined",	91	····················"evalue":·"name·'xr'·is·not·defined",
92	····················"output_type":·"error",	92	····················"output_type":·"error",
Offset 122, 18 lines modified		Offset 122, 18 lines modified
122	············"execution_count":·3,	122	············"execution_count":·3,
123	············"metadata":·{	123	············"metadata":·{
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125	····················"end_time":·"2020-03-17T14:43:59.887120Z",	125	····················"end_time":·"2020-03-17T14:43:59.887120Z",
126	····················"start_time":·"2020-03-17T14:43:59.582894Z"	126	····················"start_time":·"2020-03-17T14:43:59.582894Z"
127	················},	127	················},
128	················"execution":·{	128	················"execution":·{
129	····················"iopub.execute_input":·"2025-05-21T13:02:03.~~918976~~Z",	129	····················"iopub.execute_input":·"2025-05-21T15:02:02.795108Z",
130	····················"iopub.status.busy":·"2025-05-21T13:02:03.~~917348~~Z",	130	····················"iopub.status.busy":·"2025-05-21T15:02:02.793821Z",
131	····················"iopub.status.idle":·"2025-05-21T13:02:04.~~561086~~Z",	131	····················"iopub.status.idle":·"2025-05-21T15:02:03.042355Z",
132	····················"shell.execute_reply":·"2025-05-21T13:02:04.~~557024~~Z"	132	····················"shell.execute_reply":·"2025-05-21T15:02:03.040488Z"
133	················}	133	················}
134	············},	134	············},
135	············"outputs":·[	135	············"outputs":·[
136	················{	136	················{
137	····················"ename":·"NameError",	137	····················"ename":·"NameError",
138	····················"evalue":·"name·'air'·is·not·defined",	138	····················"evalue":·"name·'air'·is·not·defined",
139	····················"output_type":·"error",	139	····················"output_type":·"error",
Offset 178, 18 lines modified		Offset 178, 18 lines modified
178	············"execution_count":·4,	178	············"execution_count":·4,
179	············"metadata":·{	179	············"metadata":·{
180	················"ExecuteTime":·{	180	················"ExecuteTime":·{
181	····················"end_time":·"2020-03-17T14:44:18.777092Z",	181	····················"end_time":·"2020-03-17T14:44:18.777092Z",
182	····················"start_time":·"2020-03-17T14:44:18.736587Z"	182	····················"start_time":·"2020-03-17T14:44:18.736587Z"
183	················},	183	················},
184	················"execution":·{	184	················"execution":·{
185	····················"iopub.execute_input":·"2025-05-21T13:02:04.574908Z",	185	····················"iopub.execute_input":·"2025-05-21T15:02:03.049428Z",
186	····················"iopub.status.busy":·"2025-05-21T13:02:04.~~573224~~Z",	186	····················"iopub.status.busy":·"2025-05-21T15:02:03.047969Z",
187	····················"iopub.status.idle":·"2025-05-21T13:02:04.~~683216~~Z",	187	····················"iopub.status.idle":·"2025-05-21T15:02:03.095151Z",
188	····················"shell.execute_reply":·"2025-05-21T13:02:04.679329Z"	188	····················"shell.execute_reply":·"2025-05-21T15:02:03.093249Z"
189	················}	189	················}
190	············},	190	············},
191	············"outputs":·[	191	············"outputs":·[
192	················{	192	················{
193	····················"ename":·"NameError",	193	····················"ename":·"NameError",
194	····················"evalue":·"name·'air'·is·not·defined",	194	····················"evalue":·"name·'air'·is·not·defined",
195	····················"output_type":·"error",	195	····················"output_type":·"error",
Offset 219, 18 lines modified		Offset 219, 18 lines modified
219	············"execution_count":·5,	219	············"execution_count":·5,
220	············"metadata":·{	220	············"metadata":·{
221	················"ExecuteTime":·{	221	················"ExecuteTime":·{
222	····················"end_time":·"2020-03-17T14:44:52.607120Z",	222	····················"end_time":·"2020-03-17T14:44:52.607120Z",
223	····················"start_time":·"2020-03-17T14:44:52.564674Z"	223	····················"start_time":·"2020-03-17T14:44:52.564674Z"
224	················},	224	················},
225	················"execution":·{	225	················"execution":·{
226	····················"iopub.execute_input":·"2025-05-21T13:02:04.~~6968~~41Z",	226	····················"iopub.execute_input":·"2025-05-21T15:02:03.101444Z",
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228	····················"iopub.status.idle":·"2025-05-21T13:02:04.793~~860~~Z",	228	····················"iopub.status.idle":·"2025-05-21T15:02:03.143528Z",
229	····················"shell.execute_reply":·"2025-05-21T13:02:04.~~790067~~Z"	229	····················"shell.execute_reply":·"2025-05-21T15:02:03.141649Z"
230	················}	230	················}
231	············},	231	············},
232	············"outputs":·[	232	············"outputs":·[
233	················{	233	················{
234	····················"ename":·"NameError",	234	····················"ename":·"NameError",
235	····················"evalue":·"name·'air'·is·not·defined",	235	····················"evalue":·"name·'air'·is·not·defined",
236	····················"output_type":·"error",	236	····················"output_type":·"error",
Offset 252, 18 lines modified		Offset 252, 18 lines modified
252	············"execution_count":·6,	252	············"execution_count":·6,
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254	················"ExecuteTime":·{	254	················"ExecuteTime":·{
255	····················"end_time":·"2020-03-17T14:44:54.334279Z",	255	····················"end_time":·"2020-03-17T14:44:54.334279Z",
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257	················},	257	················},
258	················"execution":·{	258	················"execution":·{
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262	····················"shell.execute_reply":·"2025-05-21T13:02:04.~~904062~~Z"	262	····················"shell.execute_reply":·"2025-05-21T15:02:03.189343Z"
263	················}	263	················}
264	············},	264	············},
265	············"outputs":·[	265	············"outputs":·[
266	················{	266	················{
267	····················"ename":·"NameError",	267	····················"ename":·"NameError",
268	····················"evalue":·"name·'air_weighted'·is·not·defined",	268	····················"evalue":·"name·'air_weighted'·is·not·defined",
269	····················"output_type":·"error",	269	····················"output_type":·"error",
Offset 294, 18 lines modified		Offset 294, 18 lines modified
294	············"execution_count":·7,	294	············"execution_count":·7,
295	············"metadata":·{	295	············"metadata":·{
296	················"ExecuteTime":·{	296	················"ExecuteTime":·{
297	····················"end_time":·"2020-03-17T14:45:08.877307Z",	297	····················"end_time":·"2020-03-17T14:45:08.877307Z",
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299	················},	299	················},
300	················"execution":·{	300	················"execution":·{
301	····················"iopub.execute_input":·"2025-05-21T13:02:04.921412Z",	301	····················"iopub.execute_input":·"2025-05-21T15:02:03.197346Z",
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304	····················"shell.execute_reply":·"2025-05-21T13:02:05.~~022790~~Z"	304	····················"shell.execute_reply":·"2025-05-21T15:02:03.239149Z"
305	················}	305	················}
306	············},	306	············},
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Offset 12, 18 lines modified		Offset 12, 18 lines modified
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17	············"metadata":·{	17	············"metadata":·{
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22	····················"shell.execute_reply":·"2025-05-21T13:02:17.790909Z"	22	····················"shell.execute_reply":·"2025-05-21T15:02:08.395911Z"
23	················}	23	················}
24	············},	24	············},
25	············"outputs":·[	25	············"outputs":·[
26	················{	26	················{
27	····················"ename":·"ModuleNotFoundError",	27	····················"ename":·"ModuleNotFoundError",
28	····················"evalue":·"No·module·named·'xarray'",	28	····················"evalue":·"No·module·named·'xarray'",
29	····················"output_type":·"error",	29	····················"output_type":·"error",


Offset 19, 18 lines modified		Offset 19, 18 lines modified
19	············"execution_count":·1,	19	············"execution_count":·1,
20	············"metadata":·{	20	············"metadata":·{
21	················"ExecuteTime":·{	21	················"ExecuteTime":·{
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23	····················"start_time":·"2018-11-28T20:51:35.936966Z"	23	····················"start_time":·"2018-11-28T20:51:35.936966Z"
24	················},	24	················},
25	················"execution":·{	25	················"execution":·{
26	····················"iopub.execute_input":·"2025-05-21T13:02:27.177~~933~~Z",	26	····················"iopub.execute_input":·"2025-05-21T15:02:12.077867Z",
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29	····················"shell.execute_reply":·"2025-05-21T13:02:34.~~109175~~Z"	29	····················"shell.execute_reply":·"2025-05-21T15:02:14.778969Z"
30	················}	30	················}
31	············},	31	············},
32	············"outputs":·[	32	············"outputs":·[
33	················{	33	················{
34	····················"ename":·"ModuleNotFoundError",	34	····················"ename":·"ModuleNotFoundError",
35	····················"evalue":·"No·module·named·'xarray'",	35	····················"evalue":·"No·module·named·'xarray'",
36	····················"output_type":·"error",	36	····················"output_type":·"error",
Offset 62, 18 lines modified		Offset 62, 18 lines modified
62	············"execution_count":·2,	62	············"execution_count":·2,
63	············"metadata":·{	63	············"metadata":·{
64	················"ExecuteTime":·{	64	················"ExecuteTime":·{
65	····················"end_time":·"2018-11-28T20:51:36.072316Z",	65	····················"end_time":·"2018-11-28T20:51:36.072316Z",
66	····················"start_time":·"2018-11-28T20:51:36.016594Z"	66	····················"start_time":·"2018-11-28T20:51:36.016594Z"
67	················},	67	················},
68	················"execution":·{	68	················"execution":·{
69	····················"iopub.execute_input":·"2025-05-21T13:02:34.~~140~~966Z",	69	····················"iopub.execute_input":·"2025-05-21T15:02:14.787915Z",
70	····················"iopub.status.busy":·"2025-05-21T13:02:34.~~135353~~Z",	70	····················"iopub.status.busy":·"2025-05-21T15:02:14.786611Z",
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72	····················"shell.execute_reply":·"2025-05-21T13:02:34.~~250433~~Z"	72	····················"shell.execute_reply":·"2025-05-21T15:02:14.829526Z"
73	················}	73	················}
74	············},	74	············},
75	············"outputs":·[	75	············"outputs":·[
76	················{	76	················{
77	····················"ename":·"NameError",	77	····················"ename":·"NameError",
78	····················"evalue":·"name·'xr'·is·not·defined",	78	····················"evalue":·"name·'xr'·is·not·defined",
79	····················"output_type":·"error",	79	····················"output_type":·"error",
Offset 103, 18 lines modified		Offset 103, 18 lines modified
103	············]	103	············]
104	········},	104	········},
105	········{	105	········{
106	············"cell_type":·"code",	106	············"cell_type":·"code",
107	············"execution_count":·3,	107	············"execution_count":·3,
108	············"metadata":·{	108	············"metadata":·{
109	················"execution":·{	109	················"execution":·{
110	····················"iopub.execute_input":·"2025-05-21T13:02:34.~~271994~~Z",	110	····················"iopub.execute_input":·"2025-05-21T15:02:14.837707Z",
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112	····················"iopub.status.idle":·"2025-05-21T13:02:34.378535Z",	112	····················"iopub.status.idle":·"2025-05-21T15:02:14.879153Z",
113	····················"shell.execute_reply":·"2025-05-21T13:02:34.374796Z"	113	····················"shell.execute_reply":·"2025-05-21T15:02:14.877263Z"
114	················}	114	················}
115	············},	115	············},
116	············"outputs":·[	116	············"outputs":·[
117	················{	117	················{
118	····················"ename":·"NameError",	118	····················"ename":·"NameError",
119	····················"evalue":·"name·'ds'·is·not·defined",	119	····················"evalue":·"name·'ds'·is·not·defined",
120	····················"output_type":·"error",	120	····················"output_type":·"error",
Offset 136, 18 lines modified		Offset 136, 18 lines modified
136	············"execution_count":·4,	136	············"execution_count":·4,
137	············"metadata":·{	137	············"metadata":·{
138	················"ExecuteTime":·{	138	················"ExecuteTime":·{
139	····················"end_time":·"2018-11-28T20:51:36.132413Z",	139	····················"end_time":·"2018-11-28T20:51:36.132413Z",
140	····················"start_time":·"2018-11-28T20:51:36.073708Z"	140	····················"start_time":·"2018-11-28T20:51:36.073708Z"
141	················},	141	················},
142	················"execution":·{	142	················"execution":·{
143	····················"iopub.execute_input":·"2025-05-21T13:02:34.~~391836~~Z",	143	····················"iopub.execute_input":·"2025-05-21T15:02:14.885517Z",
144	····················"iopub.status.busy":·"2025-05-21T13:02:34.~~390269~~Z",	144	····················"iopub.status.busy":·"2025-05-21T15:02:14.884136Z",
145	····················"iopub.status.idle":·"2025-05-21T13:02:34.~~519299~~Z",	145	····················"iopub.status.idle":·"2025-05-21T15:02:14.933125Z",
146	····················"shell.execute_reply":·"2025-05-21T13:02:34.~~5154~~94Z"	146	····················"shell.execute_reply":·"2025-05-21T15:02:14.931297Z"
147	················}	147	················}
148	············},	148	············},
149	············"outputs":·[	149	············"outputs":·[
150	················{	150	················{
151	····················"ename":·"NameError",	151	····················"ename":·"NameError",
152	····················"evalue":·"name·'month_length'·is·not·defined",	152	····················"evalue":·"name·'month_length'·is·not·defined",
153	····················"output_type":·"error",	153	····················"output_type":·"error",
Offset 177, 18 lines modified		Offset 177, 18 lines modified
177	············"execution_count":·5,	177	············"execution_count":·5,
178	············"metadata":·{	178	············"metadata":·{
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180	····················"end_time":·"2018-11-28T20:51:36.152913Z",	180	····················"end_time":·"2018-11-28T20:51:36.152913Z",
181	····················"start_time":·"2018-11-28T20:51:36.133997Z"	181	····················"start_time":·"2018-11-28T20:51:36.133997Z"
182	················},	182	················},
183	················"execution":·{	183	················"execution":·{
184	····················"iopub.execute_input":·"2025-05-21T13:02:34.53~~2612~~Z",	184	····················"iopub.execute_input":·"2025-05-21T15:02:14.939778Z",
185	····················"iopub.status.busy":·"2025-05-21T13:02:34.53~~1032~~Z",	185	····················"iopub.status.busy":·"2025-05-21T15:02:14.938251Z",
186	····················"iopub.status.idle":·"2025-05-21T13:02:34.~~631310~~Z",	186	····················"iopub.status.idle":·"2025-05-21T15:02:14.980177Z",
187	····················"shell.execute_reply":·"2025-05-21T13:02:34.~~627~~396Z"	187	····················"shell.execute_reply":·"2025-05-21T15:02:14.978303Z"
188	················}	188	················}
189	············},	189	············},
190	············"outputs":·[	190	············"outputs":·[
191	················{	191	················{
192	····················"ename":·"NameError",	192	····················"ename":·"NameError",
193	····················"evalue":·"name·'ds_weighted'·is·not·defined",	193	····················"evalue":·"name·'ds_weighted'·is·not·defined",
194	····················"output_type":·"error",	194	····················"output_type":·"error",
Offset 209, 18 lines modified		Offset 209, 18 lines modified
209	············"execution_count":·6,	209	············"execution_count":·6,
210	············"metadata":·{	210	············"metadata":·{
211	················"ExecuteTime":·{	211	················"ExecuteTime":·{
212	····················"end_time":·"2018-11-28T20:51:36.190765Z",	212	····················"end_time":·"2018-11-28T20:51:36.190765Z",
213	····················"start_time":·"2018-11-28T20:51:36.154416Z"	213	····················"start_time":·"2018-11-28T20:51:36.154416Z"
214	················},	214	················},
215	················"execution":·{	215	················"execution":·{
216	····················"iopub.execute_input":·"2025-05-21T13:02:34.~~644~~650Z",	216	····················"iopub.execute_input":·"2025-05-21T15:02:14.986615Z",
217	····················"iopub.status.busy":·"2025-05-21T13:02:34.~~643085~~Z",	217	····················"iopub.status.busy":·"2025-05-21T15:02:14.985250Z",
218	····················"iopub.status.idle":·"2025-05-21T13:02:34.~~75568~~8Z",	218	····················"iopub.status.idle":·"2025-05-21T15:02:15.028558Z",
219	····················"shell.execute_reply":·"2025-05-21T13:02:34.7~~518~~72Z"	219	····················"shell.execute_reply":·"2025-05-21T15:02:15.026723Z"
220	················}	220	················}
221	············},	221	············},
222	············"outputs":·[	222	············"outputs":·[
223	················{	223	················{
224	····················"ename":·"NameError",	224	····················"ename":·"NameError",
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Offset 243, 18 lines modified		Offset 243, 18 lines modified
243	············"execution_count":·7,	243	············"execution_count":·7,
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246	····················"end_time":·"2018-11-28T20:51:40.264871Z",	246	····················"end_time":·"2018-11-28T20:51:40.264871Z",
247	····················"start_time":·"2018-11-28T20:51:36.192467Z"	247	····················"start_time":·"2018-11-28T20:51:36.192467Z"
248	················},	248	················},
249	················"execution":·{	249	················"execution":·{
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253	····················"shell.execute_reply":·"2025-05-21T13:02:34.~~973476~~Z"	253	····················"shell.execute_reply":·"2025-05-21T15:02:15.131085Z"
254	················}	254	················}
255	············},	255	············},
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Offset 16, 18 lines modified		Offset 16, 18 lines modified
16	············"execution_count":·1,	16	············"execution_count":·1,
17	············"metadata":·{	17	············"metadata":·{
18	················"ExecuteTime":·{	18	················"ExecuteTime":·{
19	····················"end_time":·"2018-11-28T20:49:56.068395Z",	19	····················"end_time":·"2018-11-28T20:49:56.068395Z",
20	····················"start_time":·"2018-11-28T20:49:56.035349Z"	20	····················"start_time":·"2018-11-28T20:49:56.035349Z"
21	················},	21	················},
22	················"execution":·{	22	················"execution":·{
23	····················"iopub.execute_input":·"2025-05-21T13:02:46.706673Z",	23	····················"iopub.execute_input":·"2025-05-21T15:02:19.476823Z",
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25	····················"iopub.status.idle":·"2025-05-21T13:02:54.1~~12432~~Z",	25	····················"iopub.status.idle":·"2025-05-21T15:02:22.195270Z",
26	····················"shell.execute_reply":·"2025-05-21T13:02:54.1~~07869~~Z"	26	····················"shell.execute_reply":·"2025-05-21T15:02:22.193346Z"
27	················}	27	················}
28	············},	28	············},
29	············"outputs":·[	29	············"outputs":·[
30	················{	30	················{
31	····················"ename":·"ModuleNotFoundError",	31	····················"ename":·"ModuleNotFoundError",
32	····················"evalue":·"No·module·named·'xarray'",	32	····················"evalue":·"No·module·named·'xarray'",
33	····················"output_type":·"error",	33	····················"output_type":·"error",
Offset 60, 18 lines modified		Offset 60, 18 lines modified
60	············"execution_count":·2,	60	············"execution_count":·2,
61	············"metadata":·{	61	············"metadata":·{
62	················"ExecuteTime":·{	62	················"ExecuteTime":·{
63	····················"end_time":·"2018-11-28T20:50:13.629720Z",	63	····················"end_time":·"2018-11-28T20:50:13.629720Z",
64	····················"start_time":·"2018-11-28T20:50:13.484542Z"	64	····················"start_time":·"2018-11-28T20:50:13.484542Z"
65	················},	65	················},
66	················"execution":·{	66	················"execution":·{
67	····················"iopub.execute_input":·"2025-05-21T13:02:54.~~135344~~Z",	67	····················"iopub.execute_input":·"2025-05-21T15:02:22.202268Z",
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69	····················"iopub.status.idle":·"2025-05-21T13:02:54.24~~4561~~Z",	69	····················"iopub.status.idle":·"2025-05-21T15:02:22.245805Z",
70	····················"shell.execute_reply":·"2025-05-21T13:02:54.238085Z"	70	····················"shell.execute_reply":·"2025-05-21T15:02:22.244040Z"
71	················}	71	················}
72	············},	72	············},
73	············"outputs":·[	73	············"outputs":·[
74	················{	74	················{
75	····················"ename":·"NameError",	75	····················"ename":·"NameError",
76	····················"evalue":·"name·'xr'·is·not·defined",	76	····················"evalue":·"name·'xr'·is·not·defined",
77	····················"output_type":·"error",	77	····················"output_type":·"error",
Offset 100, 18 lines modified		Offset 100, 18 lines modified
100	············"execution_count":·3,	100	············"execution_count":·3,
101	············"metadata":·{	101	············"metadata":·{
102	················"ExecuteTime":·{	102	················"ExecuteTime":·{
103	····················"end_time":·"2018-11-28T20:50:15.836061Z",	103	····················"end_time":·"2018-11-28T20:50:15.836061Z",
104	····················"start_time":·"2018-11-28T20:50:15.768376Z"	104	····················"start_time":·"2018-11-28T20:50:15.768376Z"
105	················},	105	················},
106	················"execution":·{	106	················"execution":·{
107	····················"iopub.execute_input":·"2025-05-21T13:02:54.2~~60650~~Z",	107	····················"iopub.execute_input":·"2025-05-21T15:02:22.252195Z",
108	····················"iopub.status.busy":·"2025-05-21T13:02:54.258972Z",	108	····················"iopub.status.busy":·"2025-05-21T15:02:22.250933Z",
109	····················"iopub.status.idle":·"2025-05-21T13:02:54.~~370~~805Z",	109	····················"iopub.status.idle":·"2025-05-21T15:02:22.294830Z",
110	····················"shell.execute_reply":·"2025-05-21T13:02:54.~~366~~502Z"	110	····················"shell.execute_reply":·"2025-05-21T15:02:22.293050Z"
111	················}	111	················}
112	············},	112	············},
113	············"outputs":·[	113	············"outputs":·[
114	················{	114	················{
115	····················"ename":·"NameError",	115	····················"ename":·"NameError",
116	····················"evalue":·"name·'ds'·is·not·defined",	116	····················"evalue":·"name·'ds'·is·not·defined",
117	····················"output_type":·"error",	117	····················"output_type":·"error",
Offset 142, 18 lines modified		Offset 142, 18 lines modified
142	············"execution_count":·4,	142	············"execution_count":·4,
143	············"metadata":·{	143	············"metadata":·{
144	················"ExecuteTime":·{	144	················"ExecuteTime":·{
145	····················"end_time":·"2018-11-28T20:50:17.928556Z",	145	····················"end_time":·"2018-11-28T20:50:17.928556Z",
146	····················"start_time":·"2018-11-28T20:50:17.031211Z"	146	····················"start_time":·"2018-11-28T20:50:17.031211Z"
147	················},	147	················},
148	················"execution":·{	148	················"execution":·{
149	····················"iopub.execute_input":·"2025-05-21T13:02:54.3~~85696~~Z",	149	····················"iopub.execute_input":·"2025-05-21T15:02:22.301330Z",
150	····················"iopub.status.busy":·"2025-05-21T13:02:54.~~3840~~59Z",	150	····················"iopub.status.busy":·"2025-05-21T15:02:22.299953Z",
151	····················"iopub.status.idle":·"2025-05-21T13:02:54.504692Z",	151	····················"iopub.status.idle":·"2025-05-21T15:02:22.346029Z",
152	····················"shell.execute_reply":·"2025-05-21T13:02:54.~~50011~~2Z"	152	····················"shell.execute_reply":·"2025-05-21T15:02:22.344252Z"
153	················}	153	················}
154	············},	154	············},
155	············"outputs":·[	155	············"outputs":·[
156	················{	156	················{
157	····················"ename":·"NameError",	157	····················"ename":·"NameError",
158	····················"evalue":·"name·'plt'·is·not·defined",	158	····················"evalue":·"name·'plt'·is·not·defined",
159	····················"output_type":·"error",	159	····················"output_type":·"error",
Offset 185, 18 lines modified		Offset 185, 18 lines modified
185	············"execution_count":·5,	185	············"execution_count":·5,
186	············"metadata":·{	186	············"metadata":·{
187	················"ExecuteTime":·{	187	················"ExecuteTime":·{
188	····················"end_time":·"2018-11-28T20:50:20.567749Z",	188	····················"end_time":·"2018-11-28T20:50:20.567749Z",
189	····················"start_time":·"2018-11-28T20:50:19.999393Z"	189	····················"start_time":·"2018-11-28T20:50:19.999393Z"
190	················},	190	················},
191	················"execution":·{	191	················"execution":·{
192	····················"iopub.execute_input":·"2025-05-21T13:02:54.522~~956~~Z",	192	····················"iopub.execute_input":·"2025-05-21T15:02:22.352587Z",
193	····················"iopub.status.busy":·"2025-05-21T13:02:54.521190Z",	193	····················"iopub.status.busy":·"2025-05-21T15:02:22.351186Z",
194	····················"iopub.status.idle":·"2025-05-21T13:02:54.~~643684~~Z",	194	····················"iopub.status.idle":·"2025-05-21T15:02:22.394027Z",
195	····················"shell.execute_reply":·"2025-05-21T13:02:54.~~638363~~Z"	195	····················"shell.execute_reply":·"2025-05-21T15:02:22.392278Z"
196	················}	196	················}
197	············},	197	············},
198	············"outputs":·[	198	············"outputs":·[
199	················{	199	················{
200	····················"ename":·"NameError",	200	····················"ename":·"NameError",
201	····················"evalue":·"name·'ds'·is·not·defined",	201	····················"evalue":·"name·'ds'·is·not·defined",
202	····················"output_type":·"error",	202	····················"output_type":·"error",
Offset 224, 18 lines modified		Offset 224, 18 lines modified
224	············"execution_count":·6,	224	············"execution_count":·6,
225	············"metadata":·{	225	············"metadata":·{
226	················"ExecuteTime":·{	226	················"ExecuteTime":·{
227	····················"end_time":·"2018-11-28T20:50:31.131708Z",	227	····················"end_time":·"2018-11-28T20:50:31.131708Z",
228	····················"start_time":·"2018-11-28T20:50:30.444697Z"	228	····················"start_time":·"2018-11-28T20:50:30.444697Z"
229	················},	229	················},
230	················"execution":·{	230	················"execution":·{
231	····················"iopub.execute_input":·"2025-05-21T13:02:54.~~667744~~Z",	231	····················"iopub.execute_input":·"2025-05-21T15:02:22.400618Z",
232	····················"iopub.status.busy":·"2025-05-21T13:02:54.~~665439~~Z",	232	····················"iopub.status.busy":·"2025-05-21T15:02:22.399213Z",
233	····················"iopub.status.idle":·"2025-05-21T13:02:54.~~80955~~5Z",	233	····················"iopub.status.idle":·"2025-05-21T15:02:22.450175Z",
234	····················"shell.execute_reply":·"2025-05-21T13:02:54.~~805083~~Z"	234	····················"shell.execute_reply":·"2025-05-21T15:02:22.448427Z"
235	················}	235	················}
236	············},	236	············},
237	············"outputs":·[	237	············"outputs":·[
238	················{	238	················{
239	····················"ename":·"NameError",	239	····················"ename":·"NameError",
240	····················"evalue":·"name·'plt'·is·not·defined",	240	····················"evalue":·"name·'plt'·is·not·defined",
241	····················"output_type":·"error",	241	····················"output_type":·"error",
Offset 272, 18 lines modified		Offset 272, 18 lines modified
272	············"execution_count":·7,	272	············"execution_count":·7,
273	············"metadata":·{	273	············"metadata":·{
274	················"ExecuteTime":·{	274	················"ExecuteTime":·{
275	····················"end_time":·"2018-11-28T20:50:43.670463Z",	275	····················"end_time":·"2018-11-28T20:50:43.670463Z",
276	····················"start_time":·"2018-11-28T20:50:43.245501Z"	276	····················"start_time":·"2018-11-28T20:50:43.245501Z"
277	················},	277	················},
278	················"execution":·{	278	················"execution":·{
279	····················"iopub.execute_input":·"2025-05-21T13:02:54.~~8313~~50Z",	279	····················"iopub.execute_input":·"2025-05-21T15:02:22.456556Z",
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281	····················"iopub.status.idle":·"2025-05-21T13:02:55.00~~0821~~Z",	281	····················"iopub.status.idle":·"2025-05-21T15:02:22.504104Z",
282	····················"shell.execute_reply":·"2025-05-21T13:02:54.~~993809~~Z"	282	····················"shell.execute_reply":·"2025-05-21T15:02:22.502244Z"
283	················}	283	················}
284	············},	284	············},
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Offset 10, 18 lines modified		Offset 10, 18 lines modified
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15	············"metadata":·{	15	············"metadata":·{
16	················"execution":·{	16	················"execution":·{
17	····················"iopub.execute_input":·"2025-05-21T13:03:07.426386Z",	17	····················"iopub.execute_input":·"2025-05-21T15:02:27.141039Z",
18	····················"iopub.status.busy":·"2025-05-21T13:03:07.~~4246~~62Z",	18	····················"iopub.status.busy":·"2025-05-21T15:02:27.140365Z",
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20	····················"shell.execute_reply":·"2025-05-21T13:03:12.~~976208~~Z"	20	····················"shell.execute_reply":·"2025-05-21T15:02:29.212535Z"
21	················}	21	················}
22	············},	22	············},
23	············"outputs":·[	23	············"outputs":·[
24	················{	24	················{
25	····················"ename":·"ModuleNotFoundError",	25	····················"ename":·"ModuleNotFoundError",
26	····················"evalue":·"No·module·named·'xarray'",	26	····················"evalue":·"No·module·named·'xarray'",
27	····················"output_type":·"error",	27	····················"output_type":·"error",
Offset 49, 18 lines modified		Offset 49, 18 lines modified
49	············]	49	············]
50	········},	50	········},
51	········{	51	········{
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53	············"execution_count":·2,	53	············"execution_count":·2,
54	············"metadata":·{	54	············"metadata":·{
55	················"execution":·{	55	················"execution":·{
56	····················"iopub.execute_input":·"2025-05-21T13:03:13.001~~514~~Z",	56	····················"iopub.execute_input":·"2025-05-21T15:02:29.221227Z",
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59	····················"shell.execute_reply":·"2025-05-21T13:03:13.~~104375~~Z"	59	····················"shell.execute_reply":·"2025-05-21T15:02:29.262824Z"
60	················}	60	················}
61	············},	61	············},
62	············"outputs":·[	62	············"outputs":·[
63	················{	63	················{
64	····················"ename":·"NameError",	64	····················"ename":·"NameError",
65	····················"evalue":·"name·'xr'·is·not·defined",	65	····················"evalue":·"name·'xr'·is·not·defined",
66	····················"output_type":·"error",	66	····················"output_type":·"error",
Offset 91, 18 lines modified		Offset 91, 18 lines modified
91	············]	91	············]
92	········},	92	········},
93	········{	93	········{
94	············"cell_type":·"code",	94	············"cell_type":·"code",
95	············"execution_count":·3,	95	············"execution_count":·3,
96	············"metadata":·{	96	············"metadata":·{
97	················"execution":·{	97	················"execution":·{
98	····················"iopub.execute_input":·"2025-05-21T13:03:13.~~12667~~5Z",	98	····················"iopub.execute_input":·"2025-05-21T15:02:29.271405Z",
99	····················"iopub.status.busy":·"2025-05-21T13:03:13.12~~469~~1Z",	99	····················"iopub.status.busy":·"2025-05-21T15:02:29.270113Z",
100	····················"iopub.status.idle":·"2025-05-21T13:03:13.~~2607~~03Z",	100	····················"iopub.status.idle":·"2025-05-21T15:02:29.325608Z",
101	····················"shell.execute_reply":·"2025-05-21T13:03:13.~~256~~889Z"	101	····················"shell.execute_reply":·"2025-05-21T15:02:29.323840Z"
102	················}	102	················}
103	············},	103	············},
104	············"outputs":·[	104	············"outputs":·[
105	················{	105	················{
106	····················"ename":·"NameError",	106	····················"ename":·"NameError",
107	····················"evalue":·"name·'ds'·is·not·defined",	107	····················"evalue":·"name·'ds'·is·not·defined",
108	····················"output_type":·"error",	108	····················"output_type":·"error",
Offset 144, 18 lines modified		Offset 144, 18 lines modified
144	············]	144	············]
145	········},	145	········},
146	········{	146	········{
147	············"cell_type":·"code",	147	············"cell_type":·"code",
148	············"execution_count":·4,	148	············"execution_count":·4,
149	············"metadata":·{	149	············"metadata":·{
150	················"execution":·{	150	················"execution":·{
151	····················"iopub.execute_input":·"2025-05-21T13:03:13.~~274545~~Z",	151	····················"iopub.execute_input":·"2025-05-21T15:02:29.331968Z",
152	····················"iopub.status.busy":·"2025-05-21T13:03:13.~~272886~~Z",	152	····················"iopub.status.busy":·"2025-05-21T15:02:29.330677Z",
153	····················"iopub.status.idle":·"2025-05-21T13:03:13.434800Z",	153	····················"iopub.status.idle":·"2025-05-21T15:02:29.393411Z",
154	····················"shell.execute_reply":·"2025-05-21T13:03:13.431~~037~~Z"	154	····················"shell.execute_reply":·"2025-05-21T15:02:29.391605Z"
155	················}	155	················}
156	············},	156	············},
157	············"outputs":·[	157	············"outputs":·[
158	················{	158	················{
159	····················"ename":·"NameError",	159	····················"ename":·"NameError",
160	····················"evalue":·"name·'ds'·is·not·defined",	160	····················"evalue":·"name·'ds'·is·not·defined",
161	····················"output_type":·"error",	161	····················"output_type":·"error",
Offset 208, 18 lines modified		Offset 208, 18 lines modified
208	············]	208	············]
209	········},	209	········},
210	········{	210	········{
211	············"cell_type":·"code",	211	············"cell_type":·"code",
212	············"execution_count":·5,	212	············"execution_count":·5,
213	············"metadata":·{	213	············"metadata":·{
214	················"execution":·{	214	················"execution":·{
215	····················"iopub.execute_input":·"2025-05-21T13:03:13.4~~48618~~Z",	215	····················"iopub.execute_input":·"2025-05-21T15:02:29.400066Z",
216	····················"iopub.status.busy":·"2025-05-21T13:03:13.~~447071~~Z",	216	····················"iopub.status.busy":·"2025-05-21T15:02:29.398397Z",
217	····················"iopub.status.idle":·"2025-05-21T13:03:13.~~642707~~Z",	217	····················"iopub.status.idle":·"2025-05-21T15:02:29.473622Z",
218	····················"shell.execute_reply":·"2025-05-21T13:03:13.~~638763~~Z"	218	····················"shell.execute_reply":·"2025-05-21T15:02:29.471857Z"
219	················}	219	················}
220	············},	220	············},
221	············"outputs":·[	221	············"outputs":·[
222	················{	222	················{
223	····················"ename":·"NameError",	223	····················"ename":·"NameError",
224	····················"evalue":·"name·'ds'·is·not·defined",	224	····················"evalue":·"name·'ds'·is·not·defined",
225	····················"output_type":·"error",	225	····················"output_type":·"error",
Offset 264, 18 lines modified		Offset 264, 18 lines modified
264	············]	264	············]
265	········},	265	········},
266	········{	266	········{
267	············"cell_type":·"code",	267	············"cell_type":·"code",
268	············"execution_count":·6,	268	············"execution_count":·6,
269	············"metadata":·{	269	············"metadata":·{
270	················"execution":·{	270	················"execution":·{
271	····················"iopub.execute_input":·"2025-05-21T13:03:13.~~656406~~Z",	271	····················"iopub.execute_input":·"2025-05-21T15:02:29.480169Z",
272	····················"iopub.status.busy":·"2025-05-21T13:03:13.~~654~~856Z",	272	····················"iopub.status.busy":·"2025-05-21T15:02:29.478874Z",
273	····················"iopub.status.idle":·"2025-05-21T13:03:13.~~7879~~50Z",	273	····················"iopub.status.idle":·"2025-05-21T15:02:29.534056Z",
274	····················"shell.execute_reply":·"2025-05-21T13:03:13.~~78405~~0Z"	274	····················"shell.execute_reply":·"2025-05-21T15:02:29.532320Z"
275	················}	275	················}
276	············},	276	············},
277	············"outputs":·[	277	············"outputs":·[
278	················{	278	················{
279	····················"ename":·"NameError",	279	····················"ename":·"NameError",
280	····················"evalue":·"name·'ds'·is·not·defined",	280	····················"evalue":·"name·'ds'·is·not·defined",
281	····················"output_type":·"error",	281	····················"output_type":·"error",


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·0x~~a8699~~0e8></span>	331	<span·class="gh">Out[37]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0xe93860e8></span>
332	</pre></div>	332	</pre></div>
333	</div>	333	</div>
334	<img·alt="../_images/plotting_quick_overview.png"·src="../_images/plotting_quick_overview.png"·/>	334	<img·alt="../_images/plotting_quick_overview.png"·src="../_images/plotting_quick_overview.png"·/>
335	<p>Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata·attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see·<a·class="reference·internal"·href="../user-guide/plotting.html#plotting"><span·class="std·std-ref">Plotting</span></a>.</p>	335	<p>Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata·attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see·<a·class="reference·internal"·href="../user-guide/plotting.html#plotting"><span·class="std·std-ref">Plotting</span></a>.</p>
336	</section>	336	</section>
337	<section·id="pandas">	337	<section·id="pandas">
338	<h2>pandas<a·class="headerlink"·href="#pandas"·title="Link·to·this·heading">¶</a></h2>	338	<h2>pandas<a·class="headerlink"·href="#pandas"·title="Link·to·this·heading">¶</a></h2>


Offset 253, 15 lines modified		Offset 253, 15 lines modified
253	·······[0.37342613,·1.49497537,·1.33584385]])	253	·······[0.37342613,·1.49497537,·1.33584385]])
254	Coordinates:	254	Coordinates:
255	··*·x········(x)·int32·8B·10·20	255	··*·x········(x)·int32·8B·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·0x~~a8699~~0e8>	260	Out[37]:·<matplotlib.collections.QuadMesh·at·0xe93860e8>
261	[../_images/plotting_quick_overview.png]	261	[../_images/plotting_quick_overview.png]
262	Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata	262	Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata
263	attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see	263	attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see
264	_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g.	264	_\x8P_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g.
265	\x8\x8\x8\x8\x8·p\x8pa\x8an\x8nd\x8da\x8as\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8	265	\x8\x8\x8\x8\x8·p\x8pa\x8an\x8nd\x8da\x8as\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8
266	Xarray·objects·can·be·easily·converted·to·and·from·pandas·objects·using·the	266	Xarray·objects·can·be·easily·converted·to·and·from·pandas·objects·using·the
267	to_series(),·to_dataframe()·and·_\x8t_\x8o_\x8__\x8x_\x8a_\x8r_\x8r_\x8a_\x8y_\x8(_\x8)·methods:	267	to_series(),·to_dataframe()·and·_\x8t_\x8o_\x8__\x8x_\x8a_\x8r_\x8r_\x8a_\x8y_\x8(_\x8)·methods:


Offset 184, 15 lines modified		Offset 184, 15 lines modified

184	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in	184	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in
185	HTTPConnection._new_conn(self)	185	HTTPConnection._new_conn(self)
186	····204·except·socket.gaierror·as·e:	186	····204·except·socket.gaierror·as·e:
187	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e	187	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e
188	····206·except·SocketTimeout·as·e:	188	····206·except·SocketTimeout·as·e:

189	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at·0x~~a69e5~~c90>:	189	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at·0xe76d4c90>:
190	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	190	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
191	resolution)	191	resolution)

192	The·above·exception·was·the·direct·cause·of·the·following·exception:	192	The·above·exception·was·the·direct·cause·of·the·following·exception:

193	MaxRetryError·····························Traceback·(most·recent·call·last)	193	MaxRetryError·····························Traceback·(most·recent·call·last)
194	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in	194	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in
Offset 228, 15 lines modified		Offset 228, 15 lines modified
228	····518·····reason·=·error·or·ResponseError(cause)	228	····518·····reason·=·error·or·ResponseError(cause)
229	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore	229	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore
230	[arg-type]	230	[arg-type]
231	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)	231	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)

232	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	232	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
233	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	233	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
234	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x~~a69e5~~c90>:	234	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe76d4c90>:
235	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	235	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
236	resolution)"))	236	resolution)"))

237	During·handling·of·the·above·exception,·another·exception·occurred:	237	During·handling·of·the·above·exception,·another·exception·occurred:

238	ConnectionError···························Traceback·(most·recent·call·last)	238	ConnectionError···························Traceback·(most·recent·call·last)
239	Cell·In[1],·line·1	239	Cell·In[1],·line·1
Offset 332, 15 lines modified		Offset 332, 15 lines modified
332	····698·········raise·SSLError(e,·request=request)	332	····698·········raise·SSLError(e,·request=request)
333	-->·700·····raise·ConnectionError(e,·request=request)	333	-->·700·····raise·ConnectionError(e,·request=request)
334	····702·except·ClosedPoolError·as·e:	334	····702·except·ClosedPoolError·as·e:
335	····703·····raise·ConnectionError(e,·request=request)	335	····703·····raise·ConnectionError(e,·request=request)

336	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	336	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
337	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	337	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
338	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x~~a69e5~~c90>:	338	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe76d4c90>:
339	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	339	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
340	resolution)"))	340	resolution)"))

341	In·[2]:·var·=·da.variable	341	In·[2]:·var·=·da.variable
342	---------------------------------------------------------------------------	342	---------------------------------------------------------------------------
343	AttributeError····························Traceback·(most·recent·call·last)	343	AttributeError····························Traceback·(most·recent·call·last)
344	Cell·In[2],·line·1	344	Cell·In[2],·line·1
Offset 459, 15 lines modified		Offset 459, 15 lines modified

459	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in	459	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in
460	HTTPConnection._new_conn(self)	460	HTTPConnection._new_conn(self)
461	····204·except·socket.gaierror·as·e:	461	····204·except·socket.gaierror·as·e:
462	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e	462	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e
463	····206·except·SocketTimeout·as·e:	463	····206·except·SocketTimeout·as·e:

464	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at·0x~~a67f1~~be0>:	464	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at·0xe74e0be0>:
465	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	465	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
466	resolution)	466	resolution)

467	The·above·exception·was·the·direct·cause·of·the·following·exception:	467	The·above·exception·was·the·direct·cause·of·the·following·exception:

468	MaxRetryError·····························Traceback·(most·recent·call·last)	468	MaxRetryError·····························Traceback·(most·recent·call·last)
469	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in	469	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in
Offset 503, 15 lines modified		Offset 503, 15 lines modified
503	····518·····reason·=·error·or·ResponseError(cause)	503	····518·····reason·=·error·or·ResponseError(cause)
504	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore	504	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore
505	[arg-type]	505	[arg-type]
506	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)	506	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)

507	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	507	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
508	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	508	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
509	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x~~a67f1~~be0>:	509	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe74e0be0>:
510	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	510	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
511	resolution)"))	511	resolution)"))

512	During·handling·of·the·above·exception,·another·exception·occurred:	512	During·handling·of·the·above·exception,·another·exception·occurred:

513	ConnectionError···························Traceback·(most·recent·call·last)	513	ConnectionError···························Traceback·(most·recent·call·last)
514	Cell·In[7],·line·1	514	Cell·In[7],·line·1
Offset 607, 15 lines modified		Offset 607, 15 lines modified
607	····698·········raise·SSLError(e,·request=request)	607	····698·········raise·SSLError(e,·request=request)
608	-->·700·····raise·ConnectionError(e,·request=request)	608	-->·700·····raise·ConnectionError(e,·request=request)
609	····702·except·ClosedPoolError·as·e:	609	····702·except·ClosedPoolError·as·e:
610	····703·····raise·ConnectionError(e,·request=request)	610	····703·····raise·ConnectionError(e,·request=request)

611	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	611	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
612	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	612	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
613	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x~~a67f1~~be0>:	613	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe74e0be0>:
614	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	614	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
615	resolution)"))	615	resolution)"))

616	In·[8]:·var·=·da.variable	616	In·[8]:·var·=·da.variable
617	---------------------------------------------------------------------------	617	---------------------------------------------------------------------------
618	AttributeError····························Traceback·(most·recent·call·last)	618	AttributeError····························Traceback·(most·recent·call·last)
619	Cell·In[8],·line·1	619	Cell·In[8],·line·1


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225	<span·class="g·g-Whitespace">····</span><span·class="mi">705</span>·<span·class="n">server_hostname</span><span·class="p">:</span>·<span·class="nb">str</span>·<span·class="o">=</span>·<span·class="bp">self</span><span·class="o">.</span><span·class="n">host</span>	225	<span·class="g·g-Whitespace">····</span><span·class="mi">705</span>·<span·class="n">server_hostname</span><span·class="p">:</span>·<span·class="nb">str</span>·<span·class="o">=</span>·<span·class="bp">self</span><span·class="o">.</span><span·class="n">host</span>

226	<span·class="nn">File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,</span>·in·<span·class="ni">HTTPConnection._new_conn</span><span·class="nt">(self)</span>	226	<span·class="nn">File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,</span>·in·<span·class="ni">HTTPConnection._new_conn</span><span·class="nt">(self)</span>
227	<span·class="g·g-Whitespace">····</span><span·class="mi">204</span>·<span·class="k">except</span>·<span·class="n">socket</span><span·class="o">.</span><span·class="n">gaierror</span>·<span·class="k">as</span>·<span·class="n">e</span><span·class="p">:</span>	227	<span·class="g·g-Whitespace">····</span><span·class="mi">204</span>·<span·class="k">except</span>·<span·class="n">socket</span><span·class="o">.</span><span·class="n">gaierror</span>·<span·class="k">as</span>·<span·class="n">e</span><span·class="p">:</span>
228	<span·class="ne">-->·</span><span·class="mi">205</span>·····<span·class="k">raise</span>·<span·class="n">NameResolutionError</span><span·class="p">(</span><span·class="bp">self</span><span·class="o">.</span><span·class="n">host</span><span·class="p">,</span>·<span·class="bp">self</span><span·class="p">,</span>·<span·class="n">e</span><span·class="p">)</span>·<span·class="kn">from</span>·<span·class="nn">e</span>	228	<span·class="ne">-->·</span><span·class="mi">205</span>·····<span·class="k">raise</span>·<span·class="n">NameResolutionError</span><span·class="p">(</span><span·class="bp">self</span><span·class="o">.</span><span·class="n">host</span><span·class="p">,</span>·<span·class="bp">self</span><span·class="p">,</span>·<span·class="n">e</span><span·class="p">)</span>·<span·class="kn">from</span>·<span·class="nn">e</span>
229	<span·class="g·g-Whitespace">····</span><span·class="mi">206</span>·<span·class="k">except</span>·<span·class="n">SocketTimeout</span>·<span·class="k">as</span>·<span·class="n">e</span><span·class="p">:</span>	229	<span·class="g·g-Whitespace">····</span><span·class="mi">206</span>·<span·class="k">except</span>·<span·class="n">SocketTimeout</span>·<span·class="k">as</span>·<span·class="n">e</span><span·class="p">:</span>

230	<span·class="ne">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0x~~a69e5~~c90>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)	230	<span·class="ne">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xe76d4c90>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)

231	<span·class="n">The</span>·<span·class="n">above</span>·<span·class="n">exception</span>·<span·class="n">was</span>·<span·class="n">the</span>·<span·class="n">direct</span>·<span·class="n">cause</span>·<span·class="n">of</span>·<span·class="n">the</span>·<span·class="n">following</span>·<span·class="n">exception</span><span·class="p">:</span>	231	<span·class="n">The</span>·<span·class="n">above</span>·<span·class="n">exception</span>·<span·class="n">was</span>·<span·class="n">the</span>·<span·class="n">direct</span>·<span·class="n">cause</span>·<span·class="n">of</span>·<span·class="n">the</span>·<span·class="n">following</span>·<span·class="n">exception</span><span·class="p">:</span>

232	<span·class="ne">MaxRetryError</span><span·class="g·g-Whitespace">·····························</span>Traceback·(most·recent·call·last)	232	<span·class="ne">MaxRetryError</span><span·class="g·g-Whitespace">·····························</span>Traceback·(most·recent·call·last)
233	<span·class="nn">File·/usr/lib/python3/dist-packages/requests/adapters.py:667,</span>·in·<span·class="ni">HTTPAdapter.send</span><span·class="nt">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>	233	<span·class="nn">File·/usr/lib/python3/dist-packages/requests/adapters.py:667,</span>·in·<span·class="ni">HTTPAdapter.send</span><span·class="nt">(self,·request,·stream,·timeout,·verify,·cert,·proxies)</span>
234	<span·class="g·g-Whitespace">····</span><span·class="mi">666</span>·<span·class="k">try</span><span·class="p">:</span>	234	<span·class="g·g-Whitespace">····</span><span·class="mi">666</span>·<span·class="k">try</span><span·class="p">:</span>
235	<span·class="ne">-->·</span><span·class="mi">667</span>·····<span·class="n">resp</span>·<span·class="o">=</span>·<span·class="n">conn</span><span·class="o">.</span><span·class="n">urlopen</span><span·class="p">(</span>	235	<span·class="ne">-->·</span><span·class="mi">667</span>·····<span·class="n">resp</span>·<span·class="o">=</span>·<span·class="n">conn</span><span·class="o">.</span><span·class="n">urlopen</span><span·class="p">(</span>
Offset 259, 15 lines modified		Offset 259, 15 lines modified
259	<span·class="g·g-Whitespace">····</span><span·class="mi">844</span>·<span·class="n">retries</span><span·class="o">.</span><span·class="n">sleep</span><span·class="p">()</span>	259	<span·class="g·g-Whitespace">····</span><span·class="mi">844</span>·<span·class="n">retries</span><span·class="o">.</span><span·class="n">sleep</span><span·class="p">()</span>

260	<span·class="nn">File·/usr/lib/python3/dist-packages/urllib3/util/retry.py:519,</span>·in·<span·class="ni">Retry.increment</span><span·class="nt">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>	260	<span·class="nn">File·/usr/lib/python3/dist-packages/urllib3/util/retry.py:519,</span>·in·<span·class="ni">Retry.increment</span><span·class="nt">(self,·method,·url,·response,·error,·_pool,·_stacktrace)</span>
261	<span·class="g·g-Whitespace">····</span><span·class="mi">518</span>·····<span·class="n">reason</span>·<span·class="o">=</span>·<span·class="n">error</span>·<span·class="ow">or</span>·<span·class="n">ResponseError</span><span·class="p">(</span><span·class="n">cause</span><span·class="p">)</span>	261	<span·class="g·g-Whitespace">····</span><span·class="mi">518</span>·····<span·class="n">reason</span>·<span·class="o">=</span>·<span·class="n">error</span>·<span·class="ow">or</span>·<span·class="n">ResponseError</span><span·class="p">(</span><span·class="n">cause</span><span·class="p">)</span>
262	<span·class="ne">-->·</span><span·class="mi">519</span>·····<span·class="k">raise</span>·<span·class="n">MaxRetryError</span><span·class="p">(</span><span·class="n">_pool</span><span·class="p">,</span>·<span·class="n">url</span><span·class="p">,</span>·<span·class="n">reason</span><span·class="p">)</span>·<span·class="kn">from</span>·<span·class="nn">reason</span>··<span·class="c1">#·type:·ignore[arg-type]</span>	262	<span·class="ne">-->·</span><span·class="mi">519</span>·····<span·class="k">raise</span>·<span·class="n">MaxRetryError</span><span·class="p">(</span><span·class="n">_pool</span><span·class="p">,</span>·<span·class="n">url</span><span·class="p">,</span>·<span·class="n">reason</span><span·class="p">)</span>·<span·class="kn">from</span>·<span·class="nn">reason</span>··<span·class="c1">#·type:·ignore[arg-type]</span>
263	<span·class="g·g-Whitespace">····</span><span·class="mi">521</span>·<span·class="n">log</span><span·class="o">.</span><span·class="n">debug</span><span·class="p">(</span><span·class="s2">"Incremented·Retry·for·(url='</span><span·class="si">%s</span><span·class="s2">'):·</span><span·class="si">%r</span><span·class="s2">"</span><span·class="p">,</span>·<span·class="n">url</span><span·class="p">,</span>·<span·class="n">new_retry</span><span·class="p">)</span>	263	<span·class="g·g-Whitespace">····</span><span·class="mi">521</span>·<span·class="n">log</span><span·class="o">.</span><span·class="n">debug</span><span·class="p">(</span><span·class="s2">"Incremented·Retry·for·(url='</span><span·class="si">%s</span><span·class="s2">'):·</span><span·class="si">%r</span><span·class="s2">"</span><span·class="p">,</span>·<span·class="n">url</span><span·class="p">,</span>·<span·class="n">new_retry</span><span·class="p">)</span>

264	<span·class="ne">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x~~a69e5~~c90>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	264	<span·class="ne">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe76d4c90>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))

265	<span·class="n">During</span>·<span·class="n">handling</span>·<span·class="n">of</span>·<span·class="n">the</span>·<span·class="n">above</span>·<span·class="n">exception</span><span·class="p">,</span>·<span·class="n">another</span>·<span·class="n">exception</span>·<span·class="n">occurred</span><span·class="p">:</span>	265	<span·class="n">During</span>·<span·class="n">handling</span>·<span·class="n">of</span>·<span·class="n">the</span>·<span·class="n">above</span>·<span·class="n">exception</span><span·class="p">,</span>·<span·class="n">another</span>·<span·class="n">exception</span>·<span·class="n">occurred</span><span·class="p">:</span>

266	<span·class="ne">ConnectionError</span><span·class="g·g-Whitespace">···························</span>Traceback·(most·recent·call·last)	266	<span·class="ne">ConnectionError</span><span·class="g·g-Whitespace">···························</span>Traceback·(most·recent·call·last)
267	<span·class="n">Cell</span>·<span·class="n">In</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">],</span>·<span·class="n">line</span>·<span·class="mi">1</span>	267	<span·class="n">Cell</span>·<span·class="n">In</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">],</span>·<span·class="n">line</span>·<span·class="mi">1</span>
268	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">da</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)[</span><span·class="s2">"air"</span><span·class="p">]</span>	268	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">da</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)[</span><span·class="s2">"air"</span><span·class="p">]</span>

Offset 345, 15 lines modified		Offset 345, 15 lines modified
345	<span·class="g·g-Whitespace">····</span><span·class="mi">696</span>·····<span·class="k">if</span>·<span·class="nb">isinstance</span><span·class="p">(</span><span·class="n">e</span><span·class="o">.</span><span·class="n">reason</span><span·class="p">,</span>·<span·class="n">_SSLError</span><span·class="p">):</span>	345	<span·class="g·g-Whitespace">····</span><span·class="mi">696</span>·····<span·class="k">if</span>·<span·class="nb">isinstance</span><span·class="p">(</span><span·class="n">e</span><span·class="o">.</span><span·class="n">reason</span><span·class="p">,</span>·<span·class="n">_SSLError</span><span·class="p">):</span>
346	<span·class="g·g-Whitespace">····</span><span·class="mi">697</span>·········<span·class="c1">#·This·branch·is·for·urllib3·v1.22·and·later.</span>	346	<span·class="g·g-Whitespace">····</span><span·class="mi">697</span>·········<span·class="c1">#·This·branch·is·for·urllib3·v1.22·and·later.</span>
347	<span·class="g·g-Whitespace">····</span><span·class="mi">698</span>·········<span·class="k">raise</span>·<span·class="n">SSLError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span>	347	<span·class="g·g-Whitespace">····</span><span·class="mi">698</span>·········<span·class="k">raise</span>·<span·class="n">SSLError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span>
348	<span·class="ne">-->·</span><span·class="mi">700</span>·····<span·class="k">raise</span>·<span·class="ne">ConnectionError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span>	348	<span·class="ne">-->·</span><span·class="mi">700</span>·····<span·class="k">raise</span>·<span·class="ne">ConnectionError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span>
349	<span·class="g·g-Whitespace">····</span><span·class="mi">702</span>·<span·class="k">except</span>·<span·class="n">ClosedPoolError</span>·<span·class="k">as</span>·<span·class="n">e</span><span·class="p">:</span>	349	<span·class="g·g-Whitespace">····</span><span·class="mi">702</span>·<span·class="k">except</span>·<span·class="n">ClosedPoolError</span>·<span·class="k">as</span>·<span·class="n">e</span><span·class="p">:</span>
350	<span·class="g·g-Whitespace">····</span><span·class="mi">703</span>·····<span·class="k">raise</span>·<span·class="ne">ConnectionError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span>	350	<span·class="g·g-Whitespace">····</span><span·class="mi">703</span>·····<span·class="k">raise</span>·<span·class="ne">ConnectionError</span><span·class="p">(</span><span·class="n">e</span><span·class="p">,</span>·<span·class="n">request</span><span·class="o">=</span><span·class="n">request</span><span·class="p">)</span>


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

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

172	<span·class="ne">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0x~~a5870~~190>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)	172	<span·class="ne">NameResolutionError</span>:·<urllib3.connection.HTTPSConnection·object·at·0xe6563190>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)

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

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

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

206	<span·class="ne">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x~~a5870~~190>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))	206	<span·class="ne">MaxRetryError</span>:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe6563190>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))

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

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

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


Offset 2436, 54 lines modified		Offset 2436, 53 lines modified
2436	········"00010301":·54,	2436	········"00010301":·54,
2437	········"0002":·[32,·54],	2437	········"0002":·[32,·54],
2438	········"00021001":·54,	2438	········"00021001":·54,
2439	········"00021101":·54,	2439	········"00021101":·54,
2440	········"00021201":·54,	2440	········"00021201":·54,
2441	········"000e":·[49,·52],	2441	········"000e":·[49,·52],
2442	········"000j":·52,	2442	········"000j":·52,
2443	········"001":·[3~~2,·5~~2],	2443	········"001":·32,
2444	········"001901901":·32,	2444	········"001901901":·32,
2445	········"001e":·38,	2445	········"001e":·38,
2446	········"001j":·52,	2446	········"001j":·52,
2447	········"003000":·32,	2447	········"003000":·32,
2448	········"005":·52,
2449	········"005036":·41,	2448	········"005036":·41,
2450	········"005e":·38,	2449	········"005e":·38,
		2450	········"005j":·52,
2451	········"00688889":·37,	2451	········"00688889":·37,
2452	········"006e":·38,	2452	········"006e":·38,
2453	········"007":·52,	2453	········"007":·52,
2454	········"007e":·52,	2454	········"007e":·52,
2455	········"00914929":·37,	2455	········"00914929":·37,
2456	········"00941742":·37,	2456	········"00941742":·37,
2457	········"00968205":·37,	2457	········"00968205":·37,
2458	········"00973567":·37,	2458	········"00973567":·37,
		2459	········"00j":·52,
2459	········"01":·[14,·16,·20,·32,·38,·39,·42,·44,·45,·46,·48,·49,·53,·54],	2460	········"01":·[14,·16,·20,·32,·38,·39,·42,·44,·45,·46,·48,·49,·53,·54],
2460	········"01082401":·37,	2461	········"01082401":·37,
2461	········"01183847":·37,	2462	········"01183847":·37,
2462	········"012":·52,
2463	········"015":·52,
2464	········"016":·52,	2463	········"016":·52,
2465	········"01636376":·37,	2464	········"01636376":·37,
2466	········"01652688":·37,	2465	········"01652688":·37,
2467	········"01652764":·37,	2466	········"01652764":·37,
2468	········"0165891":·37,	2467	········"0165891":·37,
2469	········"01670071":·37,	2468	········"01670071":·37,
2470	········"01670121":·37,	2469	········"01670121":·37,
2471	········"01671269":·37,	2470	········"01671269":·37,


Offset 123, 15 lines modified		Offset 123, 15 lines modified

123	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in	123	File·/usr/lib/python3/dist-packages/urllib3/connection.py:205,·in
124	HTTPConnection._new_conn(self)	124	HTTPConnection._new_conn(self)
125	····204·except·socket.gaierror·as·e:	125	····204·except·socket.gaierror·as·e:
126	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e	126	-->·205·····raise·NameResolutionError(self.host,·self,·e)·from·e
127	····206·except·SocketTimeout·as·e:	127	····206·except·SocketTimeout·as·e:

128	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at·0x~~a5870~~190>:	128	NameResolutionError:·<urllib3.connection.HTTPSConnection·object·at·0xe6563190>:
129	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	129	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
130	resolution)	130	resolution)

131	The·above·exception·was·the·direct·cause·of·the·following·exception:	131	The·above·exception·was·the·direct·cause·of·the·following·exception:

132	MaxRetryError·····························Traceback·(most·recent·call·last)	132	MaxRetryError·····························Traceback·(most·recent·call·last)
133	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in	133	File·/usr/lib/python3/dist-packages/requests/adapters.py:667,·in
Offset 167, 15 lines modified		Offset 167, 15 lines modified
167	····518·····reason·=·error·or·ResponseError(cause)	167	····518·····reason·=·error·or·ResponseError(cause)
168	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore	168	-->·519·····raise·MaxRetryError(_pool,·url,·reason)·from·reason··#·type:·ignore
169	[arg-type]	169	[arg-type]
170	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)	170	····521·log.debug("Incremented·Retry·for·(url='%s'):·%r",·url,·new_retry)

171	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	171	MaxRetryError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
172	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by	172	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by
173	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x~~a5870~~190>:	173	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe6563190>:
174	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	174	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
175	resolution)"))	175	resolution)"))

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

177	ConnectionError···························Traceback·(most·recent·call·last)	177	ConnectionError···························Traceback·(most·recent·call·last)
178	Cell·In[4],·line·1	178	Cell·In[4],·line·1
Offset 284, 20 lines modified		Offset 284, 20 lines modified
284	····698·········raise·SSLError(e,·request=request)	284	····698·········raise·SSLError(e,·request=request)
285	-->·700·····raise·ConnectionError(e,·request=request)	285	-->·700·····raise·ConnectionError(e,·request=request)
286	····702·except·ClosedPoolError·as·e:	286	····702·except·ClosedPoolError·as·e:
287	····703·····raise·ConnectionError(e,·request=request)	287	····703·····raise·ConnectionError(e,·request=request)

288	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	288	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
289	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by	289	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by
290	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x~~a5870~~190>:	290	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe6563190>:
291	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	291	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
292	resolution)"))	292	resolution)"))

293	In·[5]:·ds.to_zarr("rasm.zarr",·mode="w")	293	In·[5]:·ds.to_zarr("rasm.zarr",·mode="w")
294	Out[5]:·<xarray.backends.zarr.ZarrStore·at·0x~~a8693~~6e8>	294	Out[5]:·<xarray.backends.zarr.ZarrStore·at·0xe937d6e8>

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

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

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


Offset 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·0x~~a3a38~~450>]</span>	738	<span·class="gh">Out[64]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xe4726450>]</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·0x~~a3a38~~3a0>]</span>	740	<span·class="gh">Out[65]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xe47263a0>]</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·0x~~a3a38~~450>]	592	Out[64]:·[<matplotlib.lines.Line2D·at·0xe4726450>]

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·0x~~a3a38~~3a0>]	595	Out[65]:·[<matplotlib.lines.Line2D·at·0xe47263a0>]
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 983, 15 lines modified		Offset 983, 15 lines modified
983	<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	<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!
984	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	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.
985	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	This·allows·us·to·provide·features·like·<a·class="reference·internal"·href="#coordinate-inheritance"><span·class="std·std-ref">Coordinate·Inheritance</span></a>.</p>
986	</div>	986	</div>
987	<p>To·demonstrate,·let’s·first·generate·some·example·datasets·which·are·not·aligned·with·one·another:</p>	987	<p>To·demonstrate,·let’s·first·generate·some·example·datasets·which·are·not·aligned·with·one·another:</p>
988	<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	<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>
989	<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="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>
990	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xa4~~26a~~be0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>	990	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe4f51be0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>


991	<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="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>
992	<span·class="go">KeyError:·"No·variable·named·'time'.·Variables·on·the·dataset·include·['foo',·'x',·'letters']"</span>	992	<span·class="go">KeyError:·"No·variable·named·'time'.·Variables·on·the·dataset·include·['foo',·'x',·'letters']"</span>


993	<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>	993	<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 1055, 15 lines modified		Offset 1055, 15 lines modified
1055	<span·class="go">····└──·Group:·/b/B</span>	1055	<span·class="go">····└──·Group:·/b/B</span>
1056	</pre></div>	1056	</pre></div>
1057	</div>	1057	</div>
1058	<p>Now·we·have·a·valid·<code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataTree</span></code>·structure·which·contains·all·the·data·at·each·different·time·frequency,·stored·in·a·separate·group.</p>	1058	<p>Now·we·have·a·valid·<code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataTree</span></code>·structure·which·contains·all·the·data·at·each·different·time·frequency,·stored·in·a·separate·group.</p>
1059	<p>This·is·a·useful·way·to·organise·our·data·because·we·can·still·operate·on·all·the·groups·at·once.	1059	<p>This·is·a·useful·way·to·organise·our·data·because·we·can·still·operate·on·all·the·groups·at·once.
1060	For·example·we·can·extract·all·three·timeseries·at·a·specific·lat-lon·location:</p>	1060	For·example·we·can·extract·all·three·timeseries·at·a·specific·lat-lon·location:</p>
1061	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[100]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">lat</span><span·class="o">=</span><span·class="mi">75</span><span·class="p">,</span>·<span·class="n">lon</span><span·class="o">=</span><span·class="mi">300</span><span·class="p">)</span>	1061	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[100]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">lat</span><span·class="o">=</span><span·class="mi">75</span><span·class="p">,</span>·<span·class="n">lon</span><span·class="o">=</span><span·class="mi">300</span><span·class="p">)</span>
1062	<span·class="go">ValueError:·Dimensions·{'lon',·'lat'}·do·not·exist.·Expected·one·or·more·of·set()</span>	1062	<span·class="go">ValueError:·Dimensions·{'lat',·'lon'}·do·not·exist.·Expected·one·or·more·of·set()</span>
1063	</pre></div>	1063	</pre></div>
1064	</div>	1064	</div>
1065	<p>or·compute·the·standard·deviation·of·each·timeseries·to·find·out·how·it·varies·with·sampling·frequency:</p>	1065	<p>or·compute·the·standard·deviation·of·each·timeseries·to·find·out·how·it·varies·with·sampling·frequency:</p>
1066	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[101]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">std</span><span·class="p">(</span><span·class="n">dim</span><span·class="o">=</span><span·class="s2">"time"</span><span·class="p">)</span>	1066	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[101]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">std</span><span·class="p">(</span><span·class="n">dim</span><span·class="o">=</span><span·class="s2">"time"</span><span·class="p">)</span>
1067	<span·class="go">ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()</span>	1067	<span·class="go">ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()</span>
1068	</pre></div>	1068	</pre></div>
1069	</div>	1069	</div>
Offset 1129, 15 lines modified		Offset 1129, 15 lines modified
1129	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[107]:·</span><span·class="nb">print</span><span·class="p">(</span><span·class="n">dt</span><span·class="p">[</span><span·class="s2">"/daily"</span><span·class="p">])</span>	1129	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[107]:·</span><span·class="nb">print</span><span·class="p">(</span><span·class="n">dt</span><span·class="p">[</span><span·class="s2">"/daily"</span><span·class="p">])</span>
1130	<span·class="go">KeyError:·'Could·not·find·node·at·/daily'</span>	1130	<span·class="go">KeyError:·'Could·not·find·node·at·/daily'</span>
1131	</pre></div>	1131	</pre></div>
1132	</div>	1132	</div>
1133	<p>This·helps·to·differentiate·which·variables·are·defined·on·the·datatree·node·that·you·are·currently·looking·at,·and·which·were·defined·somewhere·above·it.</p>	1133	<p>This·helps·to·differentiate·which·variables·are·defined·on·the·datatree·node·that·you·are·currently·looking·at,·and·which·were·defined·somewhere·above·it.</p>
1134	<p>We·can·also·still·perform·all·the·same·operations·on·the·whole·tree:</p>	1134	<p>We·can·also·still·perform·all·the·same·operations·on·the·whole·tree:</p>
1135	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[108]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">lat</span><span·class="o">=</span><span·class="p">[</span><span·class="mi">75</span><span·class="p">],</span>·<span·class="n">lon</span><span·class="o">=</span><span·class="p">[</span><span·class="mi">300</span><span·class="p">])</span>	1135	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[108]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">lat</span><span·class="o">=</span><span·class="p">[</span><span·class="mi">75</span><span·class="p">],</span>·<span·class="n">lon</span><span·class="o">=</span><span·class="p">[</span><span·class="mi">300</span><span·class="p">])</span>
1136	<span·class="go">ValueError:·Dimensions·{'lon',·'lat'}·do·not·exist.·Expected·one·or·more·of·set()</span>	1136	<span·class="go">ValueError:·Dimensions·{'lat',·'lon'}·do·not·exist.·Expected·one·or·more·of·set()</span>


1137	<span·class="gp">In·[109]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">std</span><span·class="p">(</span><span·class="n">dim</span><span·class="o">=</span><span·class="s2">"time"</span><span·class="p">)</span>	1137	<span·class="gp">In·[109]:·</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">std</span><span·class="p">(</span><span·class="n">dim</span><span·class="o">=</span><span·class="s2">"time"</span><span·class="p">)</span>
1138	<span·class="go">ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()</span>	1138	<span·class="go">ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()</span>
1139	</pre></div>	1139	</pre></div>
1140	</div>	1140	</div>
1141	</section>	1141	</section>


Offset 870, 15 lines modified		Offset 870, 15 lines modified
870	_\x8C_\x8o_\x8o_\x8r_\x8d_\x8i_\x8n_\x8a_\x8t_\x8e_\x8·_\x8I_\x8n_\x8h_\x8e_\x8r_\x8i_\x8t_\x8a_\x8n_\x8c_\x8e.	870	_\x8C_\x8o_\x8o_\x8r_\x8d_\x8i_\x8n_\x8a_\x8t_\x8e_\x8·_\x8I_\x8n_\x8h_\x8e_\x8r_\x8i_\x8t_\x8a_\x8n_\x8c_\x8e.
871	To·demonstrate,·let’s·first·generate·some·example·datasets·which·are·not	871	To·demonstrate,·let’s·first·generate·some·example·datasets·which·are·not
872	aligned·with·one·another:	872	aligned·with·one·another:
873	#·(drop·the·attributes·just·to·make·the·printed·representation·shorter)	873	#·(drop·the·attributes·just·to·make·the·printed·representation·shorter)
874	In·[89]:·ds·=·xr.tutorial.open_dataset("air_temperature").drop_attrs()	874	In·[89]:·ds·=·xr.tutorial.open_dataset("air_temperature").drop_attrs()
875	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	875	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
876	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	876	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
877	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xa4~~26a~~be0>:	877	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe4f51be0>:
878	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	878	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
879	resolution)"))	879	resolution)"))


880	In·[90]:·ds_daily·=·ds.resample(time="D").mean("time")	880	In·[90]:·ds_daily·=·ds.resample(time="D").mean("time")
881	KeyError:·"No·variable·named·'time'.·Variables·on·the·dataset·include·['foo',	881	KeyError:·"No·variable·named·'time'.·Variables·on·the·dataset·include·['foo',
882	'x',·'letters']"	882	'x',·'letters']"
Offset 947, 15 lines modified		Offset 947, 15 lines modified
947	····└──·Group:·/b/B	947	····└──·Group:·/b/B
948	Now·we·have·a·valid·DataTree·structure·which·contains·all·the·data·at·each	948	Now·we·have·a·valid·DataTree·structure·which·contains·all·the·data·at·each
949	different·time·frequency,·stored·in·a·separate·group.	949	different·time·frequency,·stored·in·a·separate·group.
950	This·is·a·useful·way·to·organise·our·data·because·we·can·still·operate·on·all	950	This·is·a·useful·way·to·organise·our·data·because·we·can·still·operate·on·all
951	the·groups·at·once.·For·example·we·can·extract·all·three·timeseries·at·a	951	the·groups·at·once.·For·example·we·can·extract·all·three·timeseries·at·a
952	specific·lat-lon·location:	952	specific·lat-lon·location:
953	In·[100]:·dt.sel(lat=75,·lon=300)	953	In·[100]:·dt.sel(lat=75,·lon=300)
954	ValueError:·Dimensions·{'lon',·'lat'}·do·not·exist.·Expected·one·or·more·of·set	954	ValueError:·Dimensions·{'lat',·'lon'}·do·not·exist.·Expected·one·or·more·of·set
955	()	955	()
956	or·compute·the·standard·deviation·of·each·timeseries·to·find·out·how·it·varies	956	or·compute·the·standard·deviation·of·each·timeseries·to·find·out·how·it·varies
957	with·sampling·frequency:	957	with·sampling·frequency:
958	In·[101]:·dt.std(dim="time")	958	In·[101]:·dt.std(dim="time")
959	ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()	959	ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()
960	\x8\x8\x8\x8·C\x8Co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8e·I\x8In\x8nh\x8he\x8er\x8ri\x8it\x8ta\x8an\x8nc\x8ce\x8e_\x8?\x8¶·\x8\x8\x8\x8	960	\x8\x8\x8\x8·C\x8Co\x8oo\x8or\x8rd\x8di\x8in\x8na\x8at\x8te\x8e·I\x8In\x8nh\x8he\x8er\x8ri\x8it\x8ta\x8an\x8nc\x8ce\x8e_\x8?\x8¶·\x8\x8\x8\x8
961	Notice·that·in·the·trees·we·constructed·above·there·is·some·redundancy·-·the	961	Notice·that·in·the·trees·we·constructed·above·there·is·some·redundancy·-·the
Offset 1019, 15 lines modified		Offset 1019, 15 lines modified
1019	coordinates,·but·explicitly·mark·them·as·such:	1019	coordinates,·but·explicitly·mark·them·as·such:
1020	In·[107]:·print(dt["/daily"])	1020	In·[107]:·print(dt["/daily"])
1021	KeyError:·'Could·not·find·node·at·/daily'	1021	KeyError:·'Could·not·find·node·at·/daily'
1022	This·helps·to·differentiate·which·variables·are·defined·on·the·datatree·node	1022	This·helps·to·differentiate·which·variables·are·defined·on·the·datatree·node
1023	that·you·are·currently·looking·at,·and·which·were·defined·somewhere·above·it.	1023	that·you·are·currently·looking·at,·and·which·were·defined·somewhere·above·it.
1024	We·can·also·still·perform·all·the·same·operations·on·the·whole·tree:	1024	We·can·also·still·perform·all·the·same·operations·on·the·whole·tree:
1025	In·[108]:·dt.sel(lat=[75],·lon=[300])	1025	In·[108]:·dt.sel(lat=[75],·lon=[300])
1026	ValueError:·Dimensions·{'lon',·'lat'}·do·not·exist.·Expected·one·or·more·of·set	1026	ValueError:·Dimensions·{'lat',·'lon'}·do·not·exist.·Expected·one·or·more·of·set
1027	()	1027	()


1028	In·[109]:·dt.std(dim="time")	1028	In·[109]:·dt.std(dim="time")
1029	ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()	1029	ValueError:·Dimension(s)·'time'·do·not·exist.·Expected·one·or·more·of·set()
1030	_\x8[_\x8L_\x8o_\x8g_\x8o_\x8·_\x8o_\x8f_\x8·_\x8x_\x8a_\x8r_\x8r_\x8a_\x8y_\x8]	1030	_\x8[_\x8L_\x8o_\x8g_\x8o_\x8·_\x8o_\x8f_\x8·_\x8x_\x8a_\x8r_\x8r_\x8a_\x8y_\x8]
1031	\x8\x8\x8\x8\x8\x8·_\x8x\x8x_\x8a\x8a_\x8r\x8r_\x8r\x8r_\x8a\x8a_\x8y\x8y·\x8\x8\x8\x8\x8\x8	1031	\x8\x8\x8\x8\x8\x8·_\x8x\x8x_\x8a\x8a_\x8r\x8r_\x8r\x8r_\x8a\x8a_\x8y\x8y·\x8\x8\x8\x8\x8\x8


Offset 653, 15 lines modified		Offset 653, 15 lines modified
653	to·a·collection·specified·weather·station·latitudes·and·longitudes.	653	to·a·collection·specified·weather·station·latitudes·and·longitudes.
654	To·trigger·vectorized·indexing·behavior	654	To·trigger·vectorized·indexing·behavior
655	you·will·need·to·provide·the·selection·dimensions·with·a·new	655	you·will·need·to·provide·the·selection·dimensions·with·a·new
656	shared·output·dimension·name.·In·the·example·below,·the·selections	656	shared·output·dimension·name.·In·the·example·below,·the·selections
657	of·the·closest·latitude·and·longitude·are·renamed·to·an·output	657	of·the·closest·latitude·and·longitude·are·renamed·to·an·output
658	dimension·named·“points”:</p>	658	dimension·named·“points”:</p>
659	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[52]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span>	659	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[52]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span>
660	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xa4~~26a~~710>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>	660	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe4f51710>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>


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

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

Offset 697, 15 lines modified		Offset 697, 15 lines modified
697	</div>	697	</div>
698	</section>	698	</section>
699	<section·id="assigning-values-with-indexing">	699	<section·id="assigning-values-with-indexing">
700	<span·id="assigning-values"></span><h2>Assigning·values·with·indexing<a·class="headerlink"·href="#assigning-values-with-indexing"·title="Link·to·this·heading">¶</a></h2>	700	<span·id="assigning-values"></span><h2>Assigning·values·with·indexing<a·class="headerlink"·href="#assigning-values-with-indexing"·title="Link·to·this·heading">¶</a></h2>
701	<p>To·select·and·assign·values·to·a·portion·of·a·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataArray()</span></code>·you	701	<p>To·select·and·assign·values·to·a·portion·of·a·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataArray()</span></code>·you
702	can·use·indexing·with·<code·class="docutils·literal·notranslate"><span·class="pre">.loc</span></code>·:</p>	702	can·use·indexing·with·<code·class="docutils·literal·notranslate"><span·class="pre">.loc</span></code>·:</p>
703	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[57]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span>	703	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[57]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)</span>
704	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xa4~~1fa~~9d0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>	704	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe4ee99d0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>


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


Offset 869, 15 lines modified		Offset 869, 15 lines modified
869	</div>	869	</div>
870	</div>	870	</div>
871	<p>You·can·also·assign·values·to·all·variables·of·a·<code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">Dataset</span></code>·at·once:</p>	871	<p>You·can·also·assign·values·to·all·variables·of·a·<code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">Dataset</span></code>·at·once:</p>
872	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[83]:·</span><span·class="n">ds_org</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"eraint_uvz"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span>	872	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[83]:·</span><span·class="n">ds_org</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"eraint_uvz"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span>
873	<span·class="gp">···....:·</span>····<span·class="n">latitude</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">56</span><span·class="p">,</span>·<span·class="mi">59</span><span·class="p">),</span>·<span·class="n">longitude</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">255</span><span·class="p">,</span>·<span·class="mi">258</span><span·class="p">),</span>·<span·class="n">level</span><span·class="o">=</span><span·class="mi">0</span>	873	<span·class="gp">···....:·</span>····<span·class="n">latitude</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">56</span><span·class="p">,</span>·<span·class="mi">59</span><span·class="p">),</span>·<span·class="n">longitude</span><span·class="o">=</span><span·class="nb">slice</span><span·class="p">(</span><span·class="mi">255</span><span·class="p">,</span>·<span·class="mi">258</span><span·class="p">),</span>·<span·class="n">level</span><span·class="o">=</span><span·class="mi">0</span>
874	<span·class="gp">···....:·</span><span·class="p">)</span>	874	<span·class="gp">···....:·</span><span·class="p">)</span>
875	<span·class="gp">···....:·</span>	875	<span·class="gp">···....:·</span>
876	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/eraint_uvz.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xa4~~1fa~~ea0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>	876	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/eraint_uvz.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe4ee9ea0>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>


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


Offset 475, 15 lines modified		Offset 475, 15 lines modified
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	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	480	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
481	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	481	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
482	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xa4~~26a~~710>:	482	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe4f51710>:
483	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	483	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
484	resolution)"))	484	resolution)"))


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

Offset 515, 15 lines modified		Offset 515, 15 lines modified
515	dimensions·with·.loc/.sel).·Otherwise,·IndexError·will·be·raised.	515	dimensions·with·.loc/.sel).·Otherwise,·IndexError·will·be·raised.
516	\x8\x8\x8\x8\x8·A\x8As\x8ss\x8si\x8ig\x8gn\x8ni\x8in\x8ng\x8g·v\x8va\x8al\x8lu\x8ue\x8es\x8s·w\x8wi\x8it\x8th\x8h·i\x8in\x8nd\x8de\x8ex\x8xi\x8in\x8ng\x8g_\x8?\x8¶·\x8\x8\x8\x8\x8	516	\x8\x8\x8\x8\x8·A\x8As\x8ss\x8si\x8ig\x8gn\x8ni\x8in\x8ng\x8g·v\x8va\x8al\x8lu\x8ue\x8es\x8s·w\x8wi\x8it\x8th\x8h·i\x8in\x8nd\x8de\x8ex\x8xi\x8in\x8ng\x8g_\x8?\x8¶·\x8\x8\x8\x8\x8
517	To·select·and·assign·values·to·a·portion·of·a·DataArray()·you·can·use·indexing	517	To·select·and·assign·values·to·a·portion·of·a·DataArray()·you·can·use·indexing
518	with·.loc·:	518	with·.loc·:
519	In·[57]:·ds·=·xr.tutorial.open_dataset("air_temperature")	519	In·[57]:·ds·=·xr.tutorial.open_dataset("air_temperature")
520	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	520	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
521	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	521	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
522	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xa4~~1fa~~9d0>:	522	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe4ee99d0>:
523	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	523	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
524	resolution)"))	524	resolution)"))


525	#·add·an·empty·2D·dataarray	525	#·add·an·empty·2D·dataarray
526	In·[58]:·ds["empty"]·=·xr.full_like(ds.air.mean("time"),·fill_value=0)	526	In·[58]:·ds["empty"]·=·xr.full_like(ds.air.mean("time"),·fill_value=0)
527	AttributeError:·'Dataset'·object·has·no·attribute·'air'	527	AttributeError:·'Dataset'·object·has·no·attribute·'air'
Offset 677, 15 lines modified		Offset 677, 15 lines modified
677	You·can·also·assign·values·to·all·variables·of·a·Dataset·at·once:	677	You·can·also·assign·values·to·all·variables·of·a·Dataset·at·once:
678	In·[83]:·ds_org·=·xr.tutorial.open_dataset("eraint_uvz").isel(	678	In·[83]:·ds_org·=·xr.tutorial.open_dataset("eraint_uvz").isel(
679	···....:·····latitude=slice(56,·59),·longitude=slice(255,·258),·level=0	679	···....:·····latitude=slice(56,·59),·longitude=slice(255,·258),·level=0
680	···....:·)	680	···....:·)
681	···....:	681	···....:
682	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	682	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
683	exceeded·with·url:·/pydata/xarray-data/raw/master/eraint_uvz.nc·(Caused·by	683	exceeded·with·url:·/pydata/xarray-data/raw/master/eraint_uvz.nc·(Caused·by
684	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xa4~~1fa~~ea0>:	684	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe4ee9ea0>:
685	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	685	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
686	resolution)"))	686	resolution)"))


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


Offset 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·0x~~a86bd~~c90>]</span>	243	<span·class="gh">Out[17]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xe93acc90>]</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·0x~~a86bd~~be0>]</span>	245	<span·class="gh">Out[18]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xe93acbe0>]</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·0x~~a86bd~~b30>]</span>	247	<span·class="gh">Out[19]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xe93acb30>]</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·0x~~a8699~~258></span>	249	<span·class="gh">Out[20]:·</span><span·class="go"><matplotlib.legend.Legend·at·0xe9386258></span>
250	</pre></div>	250	</pre></div>
251	</div>	251	</div>
252	<a·class="reference·internal·image-reference"·href="../_images/interpolation_sample1.png"><img·alt="../_images/interpolation_sample1.png"·src="../_images/interpolation_sample1.png"·style="width:·4in;"·/>	252	<a·class="reference·internal·image-reference"·href="../_images/interpolation_sample1.png"><img·alt="../_images/interpolation_sample1.png"·src="../_images/interpolation_sample1.png"·style="width:·4in;"·/>
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">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x~~a8696~~920>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>	446	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe9384920>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</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 153, 26 lines modified		Offset 153, 26 lines modified
153	···....:·····np.sin(np.linspace(0,·2·*·np.pi,·10)),	153	···....:·····np.sin(np.linspace(0,·2·*·np.pi,·10)),
154	···....:·····dims="x",	154	···....:·····dims="x",
155	···....:·····coords={"x":·np.linspace(0,·1,·10)},	155	···....:·····coords={"x":·np.linspace(0,·1,·10)},
156	···....:·)	156	···....:·)
157	···....:	157	···....:

158	In·[17]:·da.plot.line("o",·label="original")	158	In·[17]:·da.plot.line("o",·label="original")
159	Out[17]:·[<matplotlib.lines.Line2D·at·0x~~a86bd~~c90>]	159	Out[17]:·[<matplotlib.lines.Line2D·at·0xe93acc90>]

160	In·[18]:·da.interp(x=np.linspace(0,·1,·100)).plot.line(label="linear	160	In·[18]:·da.interp(x=np.linspace(0,·1,·100)).plot.line(label="linear
161	(default)")	161	(default)")
162	Out[18]:·[<matplotlib.lines.Line2D·at·0x~~a86bd~~be0>]	162	Out[18]:·[<matplotlib.lines.Line2D·at·0xe93acbe0>]

163	In·[19]:·da.interp(x=np.linspace(0,·1,·100),·method="cubic").plot.line	163	In·[19]:·da.interp(x=np.linspace(0,·1,·100),·method="cubic").plot.line
164	(label="cubic")	164	(label="cubic")
165	Out[19]:·[<matplotlib.lines.Line2D·at·0x~~a86bd~~b30>]	165	Out[19]:·[<matplotlib.lines.Line2D·at·0xe93acb30>]

166	In·[20]:·plt.legend()	166	In·[20]:·plt.legend()
167	Out[20]:·<matplotlib.legend.Legend·at·0x~~a8699~~258>	167	Out[20]:·<matplotlib.legend.Legend·at·0xe9386258>
168	_\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x81_\x8._\x8p_\x8n_\x8g_\x8]	168	_\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8i_\x8n_\x8t_\x8e_\x8r_\x8p_\x8o_\x8l_\x8a_\x8t_\x8i_\x8o_\x8n_\x8__\x8s_\x8a_\x8m_\x8p_\x8l_\x8e_\x81_\x8._\x8p_\x8n_\x8g_\x8]
169	Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.	169	Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.
170	#·fill·0·for·the·outside·of·the·original·coordinates.	170	#·fill·0·for·the·outside·of·the·original·coordinates.
171	In·[21]:·da.interp(x=np.linspace(-0.5,·1.5,·10),·kwargs={"fill_value":·0.0})	171	In·[21]:·da.interp(x=np.linspace(-0.5,·1.5,·10),·kwargs={"fill_value":·0.0})
172	Out[21]:	172	Out[21]:
173	<xarray.DataArray·(x:·10)>·Size:·80B	173	<xarray.DataArray·(x:·10)>·Size:·80B
174	array([·0.···,··0.···,··0.···,··0.814,··0.604,·-0.604,·-0.814,··0.···,··0.···,	174	array([·0.···,··0.···,··0.···,··0.814,··0.604,·-0.604,·-0.814,··0.···,··0.···,
Offset 337, 15 lines modified		Offset 337, 15 lines modified
337	For·the·details·of·interpolate_na(),·see·_\x8M_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s.	337	For·the·details·of·interpolate_na(),·see·_\x8M_\x8i_\x8s_\x8s_\x8i_\x8n_\x8g_\x8·_\x8v_\x8a_\x8l_\x8u_\x8e_\x8s.
338	\x8\x8\x8\x8\x8·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8e_\x8?\x8¶·\x8\x8\x8\x8\x8	338	\x8\x8\x8\x8\x8·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8e_\x8?\x8¶·\x8\x8\x8\x8\x8
339	Let’s·see·how·interp()·works·on·real·data.	339	Let’s·see·how·interp()·works·on·real·data.
340	#·Raw·data	340	#·Raw·data
341	In·[44]:·ds·=·xr.tutorial.open_dataset("air_temperature").isel(time=0)	341	In·[44]:·ds·=·xr.tutorial.open_dataset("air_temperature").isel(time=0)
342	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	342	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
343	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	343	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
344	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x~~a8696~~920>:	344	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe9384920>:
345	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	345	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
346	resolution)"))	346	resolution)"))


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

348	In·[46]:·ds.air.plot(ax=axes[0])	348	In·[46]:·ds.air.plot(ax=axes[0])


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·0xa41dc1d8>	487	Out[13]:·<xarray.backends.zarr.ZarrStore·at·0xe4ecc388>
488	(The·suffix·.zarr·is·optional–just·a·reminder·that·a·zarr·store·lives·there.)	488	(The·suffix·.zarr·is·optional–just·a·reminder·that·a·zarr·store·lives·there.)
489	If·the·directory·does·not·exist,·it·will·be·created.·If·a·zarr·store·is·already	489	If·the·directory·does·not·exist,·it·will·be·created.·If·a·zarr·store·is·already
490	present·at·that·path,·an·error·will·be·raised,·preventing·it·from·being	490	present·at·that·path,·an·error·will·be·raised,·preventing·it·from·being
491	overwritten.·To·override·this·behavior·and·overwrite·an·existing·store,·add	491	overwritten.·To·override·this·behavior·and·overwrite·an·existing·store,·add
492	mode='w'·when·invoking·to_zarr().	492	mode='w'·when·invoking·to_zarr().
493	DataArrays·can·also·be·saved·to·disk·using·the·DataArray.to_zarr()·method,·and	493	DataArrays·can·also·be·saved·to·disk·using·the·DataArray.to_zarr()·method,·and
494	loaded·from·disk·using·the·open_dataarray()·function·with·engine='zarr'.	494	loaded·from·disk·using·the·open_dataarray()·function·with·engine='zarr'.
Offset 505, 19 lines modified		Offset 505, 19 lines modified
505	To·read·back·a·zarr·dataset·that·has·been·created·this·way,·we·use·the	505	To·read·back·a·zarr·dataset·that·has·been·created·this·way,·we·use·the
506	open_zarr()·method:	506	open_zarr()·method:
507	In·[14]:·ds_zarr·=·xr.open_zarr("path/to/directory.zarr")	507	In·[14]:·ds_zarr·=·xr.open_zarr("path/to/directory.zarr")

508	In·[15]:·ds_zarr	508	In·[15]:·ds_zarr
509	Out[15]:	509	Out[15]:
510	<xarray.Dataset>·Size:·232B	510	<xarray.Dataset>·Size:·232B
511	Dimensions:··(x:·4,·y:·5)	511	Dimensions:··(y:·5,·x:·4)
512	Coordinates:	512	Coordinates:
		513	··*·y········(y)·datetime64[ns]·40B·2000-01-01·2000-01-02·...·2000-01-05
513	····z········(x)·object·16B·dask.array<chunksize=(4,),·meta=np.ndarray>	514	····z········(x)·object·16B·dask.array<chunksize=(4,),·meta=np.ndarray>
514	··*·x········(x)·int32·16B·10·20·30·40	515	··*·x········(x)·int32·16B·10·20·30·40
515	··*·y········(y)·datetime64[ns]·40B·2000-01-01·2000-01-02·...·2000-01-05
516	Data·variables:	516	Data·variables:
517	····foo······(x,·y)·float64·160B·dask.array<chunksize=(4,·5),·meta=np.ndarray>	517	····foo······(x,·y)·float64·160B·dask.array<chunksize=(4,·5),·meta=np.ndarray>
518	\x8\x8\x8\x8·C\x8Cl\x8lo\x8ou\x8ud\x8d·S\x8St\x8to\x8or\x8ra\x8ag\x8ge\x8e·B\x8Bu\x8uc\x8ck\x8ke\x8et\x8ts\x8s_\x8?\x8¶·\x8\x8\x8\x8	518	\x8\x8\x8\x8·C\x8Cl\x8lo\x8ou\x8ud\x8d·S\x8St\x8to\x8or\x8ra\x8ag\x8ge\x8e·B\x8Bu\x8uc\x8ck\x8ke\x8et\x8ts\x8s_\x8?\x8¶·\x8\x8\x8\x8
519	It·is·possible·to·read·and·write·xarray·datasets·directly·from·/·to·cloud	519	It·is·possible·to·read·and·write·xarray·datasets·directly·from·/·to·cloud
520	storage·buckets·using·zarr.·This·example·uses·the·_\x8g_\x8c_\x8s_\x8f_\x8s·package·to·provide·an	520	storage·buckets·using·zarr.·This·example·uses·the·_\x8g_\x8c_\x8s_\x8f_\x8s·package·to·provide·an
521	interface·to·_\x8G_\x8o_\x8o_\x8g_\x8l_\x8e_\x8·_\x8C_\x8l_\x8o_\x8u_\x8d_\x8·_\x8S_\x8t_\x8o_\x8r_\x8a_\x8g_\x8e.	521	interface·to·_\x8G_\x8o_\x8o_\x8g_\x8l_\x8e_\x8·_\x8C_\x8l_\x8o_\x8u_\x8d_\x8·_\x8S_\x8t_\x8o_\x8r_\x8a_\x8g_\x8e.
522	General·_\x8f_\x8s_\x8s_\x8p_\x8e_\x8c·URLs,·those·that·begin·with·s3://·or·gcs://·for·example,·are	522	General·_\x8f_\x8s_\x8s_\x8p_\x8e_\x8c·URLs,·those·that·begin·with·s3://·or·gcs://·for·example,·are
Offset 562, 35 lines modified		Offset 562, 35 lines modified

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

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

564	#·Now·we·write·the·metadata·without·computing·any·array·values	564	#·Now·we·write·the·metadata·without·computing·any·array·values
565	In·[20]:·ds.to_zarr(path,·compute=False)	565	In·[20]:·ds.to_zarr(path,·compute=False)
566	Out[20]:·Delayed('_finalize_store-1c7~~2ec39~~-b37c-4~~a61~~-~~b665~~-~~c8a~~f~~b4b44923~~')	566	Out[20]:·Delayed('_finalize_store-f37e47b2-f3f2-443e-9089-a5cf5e5ab508')
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·0x~~a3c55~~2f8>	579	Out[22]:·<xarray.backends.zarr.ZarrStore·at·0xe49462f8>

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·0x~~a85e~~6~~bb0~~>	581	Out[23]:·<xarray.backends.zarr.ZarrStore·at·0xe4946c88>

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·0xa4~~1c3d60~~>	583	Out[24]:·<xarray.backends.zarr.ZarrStore·at·0xe4f44ec8>
584	Concurrent·writes·with·region·are·safe·as·long·as·they·modify·distinct·chunks	584	Concurrent·writes·with·region·are·safe·as·long·as·they·modify·distinct·chunks
585	in·the·underlying·Zarr·arrays·(or·use·an·appropriate·lock).	585	in·the·underlying·Zarr·arrays·(or·use·an·appropriate·lock).
586	As·a·safety·check·to·make·it·harder·to·inadvertently·override·existing·values,	586	As·a·safety·check·to·make·it·harder·to·inadvertently·override·existing·values,
587	if·you·set·region·then·a\x8al\x8ll\x8l·variables·included·in·a·Dataset·must·have·dimensions	587	if·you·set·region·then·a\x8al\x8ll\x8l·variables·included·in·a·Dataset·must·have·dimensions
588	included·in·region.·Other·variables·(typically·coordinates)·need·to·be	588	included·in·region.·Other·variables·(typically·coordinates)·need·to·be
589	explicitly·dropped·and/or·written·in·a·separate·calls·to·to_zarr·with·mode='a'.	589	explicitly·dropped·and/or·written·in·a·separate·calls·to·to_zarr·with·mode='a'.
590	\x8\x8\x8\x8·Z\x8Za\x8ar\x8rr\x8r·C\x8Co\x8om\x8mp\x8pr\x8re\x8es\x8ss\x8so\x8or\x8rs\x8s·a\x8an\x8nd\x8d·F\x8Fi\x8il\x8lt\x8te\x8er\x8rs\x8s_\x8?\x8¶·\x8\x8\x8\x8	590	\x8\x8\x8\x8·Z\x8Za\x8ar\x8rr\x8r·C\x8Co\x8om\x8mp\x8pr\x8re\x8es\x8ss\x8so\x8or\x8rs\x8s·a\x8an\x8nd\x8d·F\x8Fi\x8il\x8lt\x8te\x8er\x8rs\x8s_\x8?\x8¶·\x8\x8\x8\x8
Offset 636, 28 lines modified		Offset 636, 28 lines modified
636	···....:·········"y":·[1,·2,·3,·4,·5],	636	···....:·········"y":·[1,·2,·3,·4,·5],
637	···....:·········"t":·pd.date_range("2001-01-01",·periods=2),	637	···....:·········"t":·pd.date_range("2001-01-01",·periods=2),
638	···....:·····},	638	···....:·····},
639	···....:·)	639	···....:·)
640	···....:	640	···....:

641	In·[30]:·ds1.to_zarr("path/to/directory.zarr")	641	In·[30]:·ds1.to_zarr("path/to/directory.zarr")
642	Out[30]:·<xarray.backends.zarr.ZarrStore·at·0x~~a3869~~f58>	642	Out[30]:·<xarray.backends.zarr.ZarrStore·at·0xe455af10>

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

652	In·[32]:·ds2.to_zarr("path/to/directory.zarr",·append_dim="t")	652	In·[32]:·ds2.to_zarr("path/to/directory.zarr",·append_dim="t")
653	Out[32]:·<xarray.backends.zarr.ZarrStore·at·0x~~a387~~9580>	653	Out[32]:·<xarray.backends.zarr.ZarrStore·at·0xe93b93d0>
654	\x8\x8\x8\x8·S\x8Sp\x8pe\x8ec\x8ci\x8if\x8fy\x8yi\x8in\x8ng\x8g·c\x8ch\x8hu\x8un\x8nk\x8ks\x8s·i\x8in\x8n·a\x8a·z\x8za\x8ar\x8rr\x8r·s\x8st\x8to\x8or\x8re\x8e_\x8?\x8¶·\x8\x8\x8\x8	654	\x8\x8\x8\x8·S\x8Sp\x8pe\x8ec\x8ci\x8if\x8fy\x8yi\x8in\x8ng\x8g·c\x8ch\x8hu\x8un\x8nk\x8ks\x8s·i\x8in\x8n·a\x8a·z\x8za\x8ar\x8rr\x8r·s\x8st\x8to\x8or\x8re\x8e_\x8?\x8¶·\x8\x8\x8\x8
655	Chunk·sizes·may·be·specified·in·one·of·three·ways·when·writing·to·a·zarr·store:	655	Chunk·sizes·may·be·specified·in·one·of·three·ways·when·writing·to·a·zarr·store:
656	···1.·Manual·chunk·sizing·through·the·use·of·the·encoding·argument·in	656	···1.·Manual·chunk·sizing·through·the·use·of·the·encoding·argument·in
657	······Dataset.to_zarr():	657	······Dataset.to_zarr():
658	···2.·Automatic·chunking·based·on·chunks·in·dask·arrays	658	···2.·Automatic·chunking·based·on·chunks·in·dask·arrays
659	···3.·Default·chunk·behavior·determined·by·the·zarr·library	659	···3.·Default·chunk·behavior·determined·by·the·zarr·library
660	The·resulting·chunks·will·be·determined·based·on·the·order·of·the·above·list;	660	The·resulting·chunks·will·be·determined·based·on·the·order·of·the·above·list;
Offset 677, 15 lines modified		Offset 677, 15 lines modified
677	differently-ordered·dimensions·within·a·single·Dataset.	677	differently-ordered·dimensions·within·a·single·Dataset.
678	For·example,·let’s·say·we’re·working·with·a·dataset·with·dimensions·('time',	678	For·example,·let’s·say·we’re·working·with·a·dataset·with·dimensions·('time',
679	'x',·'y'),·a·variable·Tair·which·is·chunked·in·x·and·y,·and·two·multi-	679	'x',·'y'),·a·variable·Tair·which·is·chunked·in·x·and·y,·and·two·multi-
680	dimensional·coordinates·xc·and·yc:	680	dimensional·coordinates·xc·and·yc:
681	In·[33]:·ds·=·xr.tutorial.open_dataset("rasm")	681	In·[33]:·ds·=·xr.tutorial.open_dataset("rasm")
682	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	682	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
683	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by	683	exceeded·with·url:·/pydata/xarray-data/raw/master/rasm.nc·(Caused·by
684	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x~~a3c8c~~f50>:	684	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe497ef50>:
685	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	685	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
686	resolution)"))	686	resolution)"))


687	In·[34]:·ds["Tair"]·=·ds["Tair"].chunk({"x":·100,·"y":·100})	687	In·[34]:·ds["Tair"]·=·ds["Tair"].chunk({"x":·100,·"y":·100})
688	KeyError:·"No·variable·named·'Tair'.·Variables·on·the·dataset·include·['foo',	688	KeyError:·"No·variable·named·'Tair'.·Variables·on·the·dataset·include·['foo',
689	'x']"	689	'x']"
Offset 699, 15 lines modified		Offset 699, 15 lines modified
699	··*·x········(x)·int32·120B·0·1·2·3·4·5·6·7·8·9·...·21·22·23·24·25·26·27·28·29	699	··*·x········(x)·int32·120B·0·1·2·3·4·5·6·7·8·9·...·21·22·23·24·25·26·27·28·29
700	Data·variables:	700	Data·variables:
701	····foo······(x)·int32·120B·0·1·2·3·4·5·6·7·8·9·...·21·22·23·24·25·26·27·28·29	701	····foo······(x)·int32·120B·0·1·2·3·4·5·6·7·8·9·...·21·22·23·24·25·26·27·28·29
702	These·multi-dimensional·coordinates·are·only·two-dimensional·and·take·up·very	702	These·multi-dimensional·coordinates·are·only·two-dimensional·and·take·up·very
703	little·space·on·disk·or·in·memory,·yet·when·writing·to·disk·the·default·zarr	703	little·space·on·disk·or·in·memory,·yet·when·writing·to·disk·the·default·zarr
704	behavior·is·to·split·them·into·chunks:	704	behavior·is·to·split·them·into·chunks:
705	In·[36]:·ds.to_zarr("path/to/directory.zarr",·mode="w")	705	In·[36]:·ds.to_zarr("path/to/directory.zarr",·mode="w")
706	Out[36]:·<xarray.backends.zarr.ZarrStore·at·0x~~a3c5bad~~8>	706	Out[36]:·<xarray.backends.zarr.ZarrStore·at·0xe45a2418>

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Offset 31, 15 lines modified		Offset 31, 15 lines modified
31	In·[3]:·import·matplotlib.pyplot·as·plt	31	In·[3]:·import·matplotlib.pyplot·as·plt

32	In·[4]:·import·xarray·as·xr	32	In·[4]:·import·xarray·as·xr
33	For·these·examples·we’ll·use·the·North·American·air·temperature·dataset.	33	For·these·examples·we’ll·use·the·North·American·air·temperature·dataset.
34	In·[5]:·airtemps·=·xr.tutorial.open_dataset("air_temperature")	34	In·[5]:·airtemps·=·xr.tutorial.open_dataset("air_temperature")
35	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	35	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
36	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	36	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
37	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xa2~~298~~0e0>:	37	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe2f870e0>:
38	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	38	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
39	resolution)"))	39	resolution)"))


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

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

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


297	In·[51]:·b.plot()	297	In·[51]:·b.plot()
298	Out[51]:·[<matplotlib.lines.Line2D·at·0xa2~~087~~710>]	298	Out[51]:·[<matplotlib.lines.Line2D·at·0xe2d78710>]
299	_\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8p_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8__\x8n_\x8o_\x8n_\x8u_\x8n_\x8i_\x8f_\x8o_\x8r_\x8m_\x8__\x8c_\x8o_\x8o_\x8r_\x8d_\x8s_\x8._\x8p_\x8n_\x8g_\x8]	299	_\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8p_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8__\x8n_\x8o_\x8n_\x8u_\x8n_\x8i_\x8f_\x8o_\x8r_\x8m_\x8__\x8c_\x8o_\x8o_\x8r_\x8d_\x8s_\x8._\x8p_\x8n_\x8g_\x8]
300	\x8\x8\x8·O\x8Ot\x8th\x8he\x8er\x8r·t\x8ty\x8yp\x8pe\x8es\x8s·o\x8of\x8f·p\x8pl\x8lo\x8ot\x8t_\x8?\x8¶·\x8\x8\x8	300	\x8\x8\x8·O\x8Ot\x8th\x8he\x8er\x8r·t\x8ty\x8yp\x8pe\x8es\x8s·o\x8of\x8f·p\x8pl\x8lo\x8ot\x8t_\x8?\x8¶·\x8\x8\x8
301	There·are·several·other·options·for·plotting·2D·data.	301	There·are·several·other·options·for·plotting·2D·data.
302	Contour·plot·using·DataArray.plot.contour()	302	Contour·plot·using·DataArray.plot.contour()
303	In·[52]:·air2d.plot.contour()	303	In·[52]:·air2d.plot.contour()
304	NameError:·name·'air2d'·is·not·defined	304	NameError:·name·'air2d'·is·not·defined
305	_\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8p_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8__\x8c_\x8o_\x8n_\x8t_\x8o_\x8u_\x8r_\x8._\x8p_\x8n_\x8g_\x8]	305	_\x8[_\x8._\x8._\x8/_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8p_\x8l_\x8o_\x8t_\x8t_\x8i_\x8n_\x8g_\x8__\x8c_\x8o_\x8n_\x8t_\x8o_\x8u_\x8r_\x8._\x8p_\x8n_\x8g_\x8]
Offset 615, 93 lines modified		Offset 615, 93 lines modified
615	··*·y········(y)·float64·88B·0.0·0.1·0.2·0.3·0.4·0.5·0.6·0.7·0.8·0.9·1.0	615	··*·y········(y)·float64·88B·0.0·0.1·0.2·0.3·0.4·0.5·0.6·0.7·0.8·0.9·1.0
616	··*·z········(z)·int32·16B·0·1·2·3	616	··*·z········(z)·int32·16B·0·1·2·3
617	··*·w········(w)·<U5·80B·'one'·'two'·'three'·'five'	617	··*·w········(w)·<U5·80B·'one'·'two'·'three'·'five'
618	Attributes:	618	Attributes:
619	····units:····Aunits	619	····units:····Aunits

620	In·[99]:·ds.A.plot.scatter(x="y")	620	In·[99]:·ds.A.plot.scatter(x="y")
621	Out[99]:·<matplotlib.collections.PathCollection·at·0xa4~~19a~~760>	621	Out[99]:·<matplotlib.collections.PathCollection·at·0xe4e8d760>
622	[../_images/da_A_y.png]	622	[../_images/da_A_y.png]
623	Same·plot·can·be·displayed·using·the·dataset:	623	Same·plot·can·be·displayed·using·the·dataset:
624	In·[100]:·ds.plot.scatter(x="y",·y="A")	624	In·[100]:·ds.plot.scatter(x="y",·y="A")
625	Out[100]:·<matplotlib.collections.PathCollection·at·0x~~a1ec4~~500>	625	Out[100]:·<matplotlib.collections.PathCollection·at·0xe2bb6500>
626	[../_images/ds_A_y.png]	626	[../_images/ds_A_y.png]
627	Now·suppose·we·want·to·scatter·the·A·DataArray·against·the·B·DataArray	627	Now·suppose·we·want·to·scatter·the·A·DataArray·against·the·B·DataArray
628	In·[101]:·ds.plot.scatter(x="A",·y="B")	628	In·[101]:·ds.plot.scatter(x="A",·y="B")
629	Out[101]:·<matplotlib.collections.PathCollection·at·0xa2~~1fe~~2f0>	629	Out[101]:·<matplotlib.collections.PathCollection·at·0xe2eed2f0>
630	[../_images/ds_simple_scatter.png]	630	[../_images/ds_simple_scatter.png]
631	The·hue·kwarg·lets·you·vary·the·color·by·variable·value	631	The·hue·kwarg·lets·you·vary·the·color·by·variable·value
632	In·[102]:·ds.plot.scatter(x="A",·y="B",·hue="w")	632	In·[102]:·ds.plot.scatter(x="A",·y="B",·hue="w")
633	Out[102]:·<matplotlib.collections.PathCollection·at·0x~~a1eb~~6710>	633	Out[102]:·<matplotlib.collections.PathCollection·at·0xe2ba6710>
634	[../_images/ds_hue_scatter.png]	634	[../_images/ds_hue_scatter.png]
635	You·can·force·a·legend·instead·of·a·colorbar·by·setting·add_legend=True,	635	You·can·force·a·legend·instead·of·a·colorbar·by·setting·add_legend=True,
636	add_colorbar=False.	636	add_colorbar=False.
637	In·[103]:·ds.plot.scatter(x="A",·y="B",·hue="w",·add_legend=True,	637	In·[103]:·ds.plot.scatter(x="A",·y="B",·hue="w",·add_legend=True,
638	add_colorbar=False)	638	add_colorbar=False)
639	Out[103]:·<matplotlib.collections.PathCollection·at·0x~~a1d2524~~0>	639	Out[103]:·<matplotlib.collections.PathCollection·at·0xe2a10030>
640	[../_images/ds_discrete_legend_hue_scatter.png]	640	[../_images/ds_discrete_legend_hue_scatter.png]
641	In·[104]:·ds.plot.scatter(x="A",·y="B",·hue="w",·add_legend=False,	641	In·[104]:·ds.plot.scatter(x="A",·y="B",·hue="w",·add_legend=False,
642	add_colorbar=True)	642	add_colorbar=True)
643	Out[104]:·<matplotlib.collections.PathCollection·at·0x~~a1cd~~f500>	643	Out[104]:·<matplotlib.collections.PathCollection·at·0xe29cf500>
644	[../_images/ds_discrete_colorbar_hue_scatter.png]	644	[../_images/ds_discrete_colorbar_hue_scatter.png]
645	The·markersize·kwarg·lets·you·vary·the·point’s·size·by·variable·value.·You·can	645	The·markersize·kwarg·lets·you·vary·the·point’s·size·by·variable·value.·You·can
646	additionally·pass·size_norm·to·control·how·the·variable’s·values·are·mapped·to	646	additionally·pass·size_norm·to·control·how·the·variable’s·values·are·mapped·to
647	point·sizes.	647	point·sizes.
648	In·[105]:·ds.plot.scatter(x="A",·y="B",·hue="y",·markersize="z")	648	In·[105]:·ds.plot.scatter(x="A",·y="B",·hue="y",·markersize="z")
649	Out[105]:·<matplotlib.collections.PathCollection·at·0x~~a1c7~~9ea0>	649	Out[105]:·<matplotlib.collections.PathCollection·at·0xe2969ea0>
650	[../_images/ds_hue_size_scatter.png]	650	[../_images/ds_hue_size_scatter.png]
651	The·z·kwarg·lets·you·plot·the·data·along·the·z-axis·as·well.	651	The·z·kwarg·lets·you·plot·the·data·along·the·z-axis·as·well.
652	In·[106]:·ds.plot.scatter(x="A",·y="B",·z="z",·hue="y",·markersize="x")	652	In·[106]:·ds.plot.scatter(x="A",·y="B",·z="z",·hue="y",·markersize="x")
653	Out[106]:·<mpl_toolkits.mplot3d.art3d.Path3DCollection·at·0x~~a1bdc~~190>	653	Out[106]:·<mpl_toolkits.mplot3d.art3d.Path3DCollection·at·0xe28ca190>
654	[../_images/ds_hue_size_scatter_z.png]	654	[../_images/ds_hue_size_scatter_z.png]
655	Faceting·is·also·possible	655	Faceting·is·also·possible
656	In·[107]:·ds.plot.scatter(x="A",·y="B",·hue="y",·markersize="x",·row="x",	656	In·[107]:·ds.plot.scatter(x="A",·y="B",·hue="y",·markersize="x",·row="x",
657	col="w")	657	col="w")
658	Out[107]:·<xarray.plot.facetgrid.FacetGrid·at·0x~~a3885~~dd8>	658	Out[107]:·<xarray.plot.facetgrid.FacetGrid·at·0xe4574dd8>
659	[../_images/ds_facet_scatter.png]	659	[../_images/ds_facet_scatter.png]
660	And·adding·the·z-axis	660	And·adding·the·z-axis
661	In·[108]:·ds.plot.scatter(x="A",·y="B",·z="z",·hue="y",·markersize="x",	661	In·[108]:·ds.plot.scatter(x="A",·y="B",·z="z",·hue="y",·markersize="x",
662	row="x",·col="w")	662	row="x",·col="w")
663	Out[108]:·<xarray.plot.facetgrid.FacetGrid·at·0x~~a1671~~660>	663	Out[108]:·<xarray.plot.facetgrid.FacetGrid·at·0xe2360660>
664	[../_images/ds_facet_scatter_z.png]	664	[../_images/ds_facet_scatter_z.png]
665	For·more·advanced·scatter·plots,·we·recommend·converting·the·relevant·data	665	For·more·advanced·scatter·plots,·we·recommend·converting·the·relevant·data
666	variables·to·a·pandas·DataFrame·and·using·the·extensive·plotting·capabilities	666	variables·to·a·pandas·DataFrame·and·using·the·extensive·plotting·capabilities
667	of·seaborn.	667	of·seaborn.
668	\x8\x8\x8\x8·Q\x8Qu\x8ui\x8iv\x8ve\x8er\x8r_\x8?\x8¶·\x8\x8\x8\x8	668	\x8\x8\x8\x8·Q\x8Qu\x8ui\x8iv\x8ve\x8er\x8r_\x8?\x8¶·\x8\x8\x8\x8
669	Visualizing·vector·fields·is·supported·with·quiver·plots:	669	Visualizing·vector·fields·is·supported·with·quiver·plots:
670	In·[109]:·ds.isel(w=1,·z=1).plot.quiver(x="x",·y="y",·u="A",·v="B")	670	In·[109]:·ds.isel(w=1,·z=1).plot.quiver(x="x",·y="y",·u="A",·v="B")
671	Out[109]:·<matplotlib.quiver.Quiver·at·0xa4~~19a~~538>	671	Out[109]:·<matplotlib.quiver.Quiver·at·0xe4e8d538>
672	[../_images/ds_simple_quiver.png]	672	[../_images/ds_simple_quiver.png]
673	where·u·and·v·denote·the·x·and·y·direction·components·of·the·arrow·vectors.	673	where·u·and·v·denote·the·x·and·y·direction·components·of·the·arrow·vectors.
674	Again,·faceting·is·also·possible:	674	Again,·faceting·is·also·possible:
675	In·[110]:·ds.plot.quiver(x="x",·y="y",·u="A",·v="B",·col="w",·row="z",·scale=4)	675	In·[110]:·ds.plot.quiver(x="x",·y="y",·u="A",·v="B",·col="w",·row="z",·scale=4)
676	Out[110]:·<xarray.plot.facetgrid.FacetGrid·at·0x~~a3ea9~~618>	676	Out[110]:·<xarray.plot.facetgrid.FacetGrid·at·0xe4d7d618>
677	[../_images/ds_facet_quiver.png]	677	[../_images/ds_facet_quiver.png]
678	scale·is·required·for·faceted·quiver·plots.·The·scale·determines·the·number·of	678	scale·is·required·for·faceted·quiver·plots.·The·scale·determines·the·number·of
679	data·units·per·arrow·length·unit,·i.e.·a·smaller·scale·parameter·makes·the	679	data·units·per·arrow·length·unit,·i.e.·a·smaller·scale·parameter·makes·the
680	arrow·longer.	680	arrow·longer.
681	\x8\x8\x8\x8·S\x8St\x8tr\x8re\x8ea\x8am\x8mp\x8pl\x8lo\x8ot\x8t_\x8?\x8¶·\x8\x8\x8\x8	681	\x8\x8\x8\x8·S\x8St\x8tr\x8re\x8ea\x8am\x8mp\x8pl\x8lo\x8ot\x8t_\x8?\x8¶·\x8\x8\x8\x8
682	Visualizing·vector·fields·is·also·supported·with·streamline·plots:	682	Visualizing·vector·fields·is·also·supported·with·streamline·plots:
683	In·[111]:·ds.isel(w=1,·z=1).plot.streamplot(x="x",·y="y",·u="A",·v="B")	683	In·[111]:·ds.isel(w=1,·z=1).plot.streamplot(x="x",·y="y",·u="A",·v="B")
684	Out[111]:·<matplotlib.collections.LineCollection·at·0x~~a185e~~9d0>	684	Out[111]:·<matplotlib.collections.LineCollection·at·0xe254d9d0>
685	[../_images/ds_simple_streamplot.png]	685	[../_images/ds_simple_streamplot.png]
686	where·u·and·v·denote·the·x·and·y·direction·components·of·the·vectors·tangent·to	686	where·u·and·v·denote·the·x·and·y·direction·components·of·the·vectors·tangent·to
687	the·streamlines.·Again,·faceting·is·also·possible:	687	the·streamlines.·Again,·faceting·is·also·possible:
688	In·[112]:·ds.plot.streamplot(x="x",·y="y",·u="A",·v="B",·col="w",·row="z")	688	In·[112]:·ds.plot.streamplot(x="x",·y="y",·u="A",·v="B",·col="w",·row="z")
689	Out[112]:·<xarray.plot.facetgrid.FacetGrid·at·0x~~a3898~~8b8>	689	Out[112]:·<xarray.plot.facetgrid.FacetGrid·at·0xe45858b8>
690	[../_images/ds_facet_streamplot.png]	690	[../_images/ds_facet_streamplot.png]
691	\x8\x8\x8\x8\x8·M\x8Ma\x8ap\x8ps\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8	691	\x8\x8\x8\x8\x8·M\x8Ma\x8ap\x8ps\x8s_\x8?\x8¶·\x8\x8\x8\x8\x8
692	To·follow·this·section·you’ll·need·to·have·Cartopy·installed·and·working.	692	To·follow·this·section·you’ll·need·to·have·Cartopy·installed·and·working.
693	This·script·will·plot·the·air·temperature·on·a·map.	693	This·script·will·plot·the·air·temperature·on·a·map.
694	In·[113]:·import·cartopy.crs·as·ccrs	694	In·[113]:·import·cartopy.crs·as·ccrs

695	In·[114]:·air·=·xr.tutorial.open_dataset("air_temperature").air	695	In·[114]:·air·=·xr.tutorial.open_dataset("air_temperature").air
696	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	696	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
697	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	697	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
698	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0x~~a1799~~be0>:	698	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe248abe0>:
699	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	699	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
700	resolution)"))	700	resolution)"))


701	In·[115]:·p·=·air.isel(time=0).plot(	701	In·[115]:·p·=·air.isel(time=0).plot(
702	···.....:·····subplot_kws=dict(projection=ccrs.Orthographic(-80,·35),	702	···.....:·····subplot_kws=dict(projection=ccrs.Orthographic(-80,·35),
703	facecolor="gray"),	703	facecolor="gray"),
Offset 749, 24 lines modified		Offset 749, 24 lines modified
749	In·[121]:·import·xarray.plot·as·xplt	749	In·[121]:·import·xarray.plot·as·xplt
Max diff block lines reached; 6584/13769 bytes (47.82%) of diff not shown.


Offset 554, 15 lines modified		Offset 554, 15 lines modified
554	<section·id="reshaping-via-coarsen">	554	<section·id="reshaping-via-coarsen">
555	<span·id="reshape-coarsen"></span><h2>Reshaping·via·coarsen<a·class="headerlink"·href="#reshaping-via-coarsen"·title="Link·to·this·heading">¶</a></h2>	555	<span·id="reshape-coarsen"></span><h2>Reshaping·via·coarsen<a·class="headerlink"·href="#reshaping-via-coarsen"·title="Link·to·this·heading">¶</a></h2>
556	<p>Whilst·<code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">coarsen</span></code>·is·normally·used·for·reducing·your·data’s·resolution·by·applying·a·reduction·function	556	<p>Whilst·<code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">coarsen</span></code>·is·normally·used·for·reducing·your·data’s·resolution·by·applying·a·reduction·function
557	(see·the·<a·class="reference·internal"·href="computation.html#compute-coarsen"><span·class="std·std-ref">page·on·computation</span></a>),	557	(see·the·<a·class="reference·internal"·href="computation.html#compute-coarsen"><span·class="std·std-ref">page·on·computation</span></a>),
558	it·can·also·be·used·to·reorganise·your·data·without·applying·a·computation·via·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">construct()</span></code>.</p>	558	it·can·also·be·used·to·reorganise·your·data·without·applying·a·computation·via·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">construct()</span></code>.</p>
559	<p>Taking·our·example·tutorial·air·temperature·dataset·over·the·Northern·US</p>	559	<p>Taking·our·example·tutorial·air·temperature·dataset·over·the·Northern·US</p>
560	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[56]:·</span><span·class="n">air</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)[</span><span·class="s2">"air"</span><span·class="p">]</span>	560	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[56]:·</span><span·class="n">air</span>·<span·class="o">=</span>·<span·class="n">xr</span><span·class="o">.</span><span·class="n">tutorial</span><span·class="o">.</span><span·class="n">open_dataset</span><span·class="p">(</span><span·class="s2">"air_temperature"</span><span·class="p">)[</span><span·class="s2">"air"</span><span·class="p">]</span>
561	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xa0e19d40>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>	561	<span·class="go">ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries·exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by·NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe1a34f50>:·Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name·resolution)"))</span>


562	<span·class="gp">In·[57]:·</span><span·class="n">air</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span><span·class="n">time</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="s2">"lon"</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="s2">"lat"</span><span·class="p">)</span>	562	<span·class="gp">In·[57]:·</span><span·class="n">air</span><span·class="o">.</span><span·class="n">isel</span><span·class="p">(</span><span·class="n">time</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="s2">"lon"</span><span·class="p">,</span>·<span·class="n">y</span><span·class="o">=</span><span·class="s2">"lat"</span><span·class="p">)</span>
563	<span·class="go">NameError:·name·'air'·is·not·defined</span>	563	<span·class="go">NameError:·name·'air'·is·not·defined</span>
564	</pre></div>	564	</pre></div>
565	</div>	565	</div>
566	<img·alt="../_images/pre_coarsening.png"·src="../_images/pre_coarsening.png"·/>	566	<img·alt="../_images/pre_coarsening.png"·src="../_images/pre_coarsening.png"·/>


Offset 441, 15 lines modified		Offset 441, 15 lines modified
441	Whilst·coarsen·is·normally·used·for·reducing·your·data’s·resolution·by·applying	441	Whilst·coarsen·is·normally·used·for·reducing·your·data’s·resolution·by·applying
442	a·reduction·function·(see·the·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8o_\x8n_\x8·_\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n),·it·can·also·be·used·to	442	a·reduction·function·(see·the·_\x8p_\x8a_\x8g_\x8e_\x8·_\x8o_\x8n_\x8·_\x8c_\x8o_\x8m_\x8p_\x8u_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n),·it·can·also·be·used·to
443	reorganise·your·data·without·applying·a·computation·via·construct().	443	reorganise·your·data·without·applying·a·computation·via·construct().
444	Taking·our·example·tutorial·air·temperature·dataset·over·the·Northern·US	444	Taking·our·example·tutorial·air·temperature·dataset·over·the·Northern·US
445	In·[56]:·air·=·xr.tutorial.open_dataset("air_temperature")["air"]	445	In·[56]:·air·=·xr.tutorial.open_dataset("air_temperature")["air"]
446	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries	446	ConnectionError:·HTTPSConnectionPool(host='github.com',·port=443):·Max·retries
447	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by	447	exceeded·with·url:·/pydata/xarray-data/raw/master/air_temperature.nc·(Caused·by
448	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xa0e19d40>:	448	NameResolutionError("<urllib3.connection.HTTPSConnection·object·at·0xe1a34f50>:
449	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name	449	Failed·to·resolve·'github.com'·([Errno·-3]·Temporary·failure·in·name
450	resolution)"))	450	resolution)"))


451	In·[57]:·air.isel(time=0).plot(x="lon",·y="lat")	451	In·[57]:·air.isel(time=0).plot(x="lon",·y="lat")
452	NameError:·name·'air'·is·not·defined	452	NameError:·name·'air'·is·not·defined
453	[../_images/pre_coarsening.png]	453	[../_images/pre_coarsening.png]


Offset 84, 63 lines modified		Offset 84, 68 lines modified
84	<h3>Generating·Examples<a·class="headerlink"·href="#generating-examples"·title="Link·to·this·heading">¶</a></h3>	84	<h3>Generating·Examples<a·class="headerlink"·href="#generating-examples"·title="Link·to·this·heading">¶</a></h3>
85	<p>To·see·an·example·of·what·each·of·these·strategies·might·produce,·you·can·call·one·followed·by·the·<code·class="docutils·literal·notranslate"><span·class="pre">.example()</span></code>·method,	85	<p>To·see·an·example·of·what·each·of·these·strategies·might·produce,·you·can·call·one·followed·by·the·<code·class="docutils·literal·notranslate"><span·class="pre">.example()</span></code>·method,
86	which·is·a·general·hypothesis·method·valid·for·all·strategies.</p>	86	which·is·a·general·hypothesis·method·valid·for·all·strategies.</p>
87	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[2]:·</span><span·class="kn">import</span>·<span·class="nn">xarray.testing.strategies</span>·<span·class="k">as</span>·<span·class="nn">xrst</span>	87	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[2]:·</span><span·class="kn">import</span>·<span·class="nn">xarray.testing.strategies</span>·<span·class="k">as</span>·<span·class="nn">xrst</span>

88	<span·class="gp">In·[3]:·</span><span·class="n">xrst</span><span·class="o">.</span><span·class="n">variables</span><span·class="p">()</span><span·class="o">.</span><span·class="n">example</span><span·class="p">()</span>	88	<span·class="gp">In·[3]:·</span><span·class="n">xrst</span><span·class="o">.</span><span·class="n">variables</span><span·class="p">()</span><span·class="o">.</span><span·class="n">example</span><span·class="p">()</span>
89	<span·class="gh">Out[3]:·</span>	89	<span·class="gh">Out[3]:·</span>
90	<span·class="go"><xarray.Variable·(Ūũ:·1~~,·ĸķŽø:·2~~)>·Size:·8B</span>	90	<span·class="go"><xarray.Variable·(Á7:·1)>·Size:·8B</span>
		91	<span·class="go">array([inf])</span>
91	<span·class="go">array([[3983055198,·3397777411]],·dtype=uint32)</span>
92	<span·class="go">Attributes:</span>
93	<span·class="go">····hĦmůſ:····{'²žAžg':·False,·'ĢŪ':·None,·'ſů½èf':·'²ŻċkŬ',·'ń':·False,·'Ŝùu...</span>
94	<span·class="go">····žıŔ:······{'æ':·None,·'Ô':·None,·'ſŜŏL':·True,·'TRUE':·False,·'ář':·array...</span>

95	<span·class="gp">In·[4]:·</span><span·class="n">xrst</span><span·class="o">.</span><span·class="n">variables</span><span·class="p">()</span><span·class="o">.</span><span·class="n">example</span><span·class="p">()</span>	92	<span·class="gp">In·[4]:·</span><span·class="n">xrst</span><span·class="o">.</span><span·class="n">variables</span><span·class="p">()</span><span·class="o">.</span><span·class="n">example</span><span·class="p">()</span>
96	<span·class="gh">Out[4]:·</span>	93	<span·class="gh">Out[4]:·</span>
97	<span·class="go"><xarray.Variable·(ð:·2,·Ė~~ŁżŠÛ~~:·1,·K:·1)>·Size:·8B</span>	94	<span·class="go"><xarray.Variable·(ßŽŜóò:·6,·äãøŽ:·3,·ßhſſ:·3)>·Size:·432B</span>
98	<span·class="go">array([[[··~~····nan]~~],</span>	95	<span·class="go">array([[[-6.104e-05,·-6.104e-05,·-6.104e-05],</span>
		96	<span·class="go">········[-6.104e-05,·-6.104e-05,·-6.104e-05],</span>
		97	<span·class="go">········[-6.104e-05,·-6.104e-05,·-6.104e-05]],</span>

99	<span·class="go">·······[[3.40~~3e+38]]],·dtype=float32)~~</span>	98	<span·class="go">·······[[-6.104e-05,·-6.104e-05,·-6.104e-05],</span>
		99	<span·class="go">········[-6.104e-05,·-6.104e-05,·-6.104e-05],</span>
		100	<span·class="go">········[-6.104e-05,·-6.104e-05,·-6.104e-05]],</span>

		101	<span·class="go">·······[[-6.104e-05,·-6.104e-05,·-6.104e-05],</span>
		102	<span·class="go">········[-6.104e-05,·-6.104e-05,·-6.104e-05],</span>
		103	<span·class="go">········[-6.104e-05,·-6.104e-05,·-6.104e-05]],</span>

		104	<span·class="go">·······[[-6.104e-05,·-6.104e-05,·-6.104e-05],</span>
		105	<span·class="go">········[-6.104e-05,·-6.104e-05,·-6.104e-05],</span>
		106	<span·class="go">········[-6.104e-05,·-6.104e-05,·-6.104e-05]],</span>

		107	<span·class="go">·······[[-6.104e-05,·-6.104e-05,·-6.104e-05],</span>
		108	<span·class="go">········[-6.104e-05,·-6.104e-05,·-6.104e-05],</span>
		109	<span·class="go">········[-6.104e-05,·-6.104e-05,·-6.104e-05]],</span>

		110	<span·class="go">·······[[-6.104e-05,·-6.104e-05,·-6.104e-05],</span>
		111	<span·class="go">········[-6.104e-05,·-6.104e-05,·-6.104e-05],</span>
		112	<span·class="go">········[-6.104e-05,·-6.104e-05,·-6.104e-05]]],·shape=(6,·3,·3))</span>
		113	<span·class="go">Attributes:</span>
		114	<span·class="go">····ĜèŶ³:·····{'ai':·False,·'å':·None,·'':·None}</span>

100	<span·class="gp">In·[5]:·</span><span·class="n">xrst</span><span·class="o">.</span><span·class="n">variables</span><span·class="p">()</span><span·class="o">.</span><span·class="n">example</span><span·class="p">()</span>	115	<span·class="gp">In·[5]:·</span><span·class="n">xrst</span><span·class="o">.</span><span·class="n">variables</span><span·class="p">()</span><span·class="o">.</span><span·class="n">example</span><span·class="p">()</span>
101	<span·class="gh">Out[5]:·</span>	116	<span·class="gh">Out[5]:·</span>
102	<span·class="go"><xarray.Variable·(şĘ:·4,·~~ÛſžŜ~~á:·5,·ŸCŽg:·5)>·Size:·~~200~~B</span>	117	<span·class="go"><xarray.Variable·(ŷ:·2,·Ŧ:·4,·Őĸ:·6)>·Size:·768B</span>
103	<span·class="go">array([[[·-9346,··30561,··30561,··30561,··30561],</span>
104	<span·class="go">········[·30561,··30561,··30561,··30561,··30561],</span>
105	<span·class="go">········[·30561,··30561,··30561,··30561,·-32768],</span>
106	<span·class="go">········[·30561,··30561,··30561,··30561,··30561],</span>
107	<span·class="go">········[-1763~~9,··~~305~~61,··3~~0~~561~~,··~~30561,··~~30561]],</span>	118	<span·class="go">array([[[·······nan+3.916e-117j,·-3.403e+38+5.000e-001j,········nan+3.916e-117j,</span>
		119	<span·class="go">················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-117j],</span>
		120	<span·class="go">········[·······nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-117j,</span>
		121	<span·class="go">················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-117j],</span>
		122	<span·class="go">········[·······nan+3.916e-117j,········nan+3.916e-117j,········nan·······+infj,</span>
		123	<span·class="go">················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-117j],</span>
		124	<span·class="go">········[·······nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-117j,</span>
		125	<span·class="go">················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-117j]],</span>

		126	<span·class="go">·······[[·······nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-117j,</span>
		127	<span·class="go">················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-117j],</span>
		128	<span·class="go">········[·······nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-117j,</span>
		129	<span·class="go">················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-117j],</span>
		130	<span·class="go">········[·······nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-117j,</span>
		131	<span·class="go">················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-117j],</span>
		132	<span·class="go">········[·······nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-117j,</span>
		133	<span·class="go">················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-117j]]],·shape=(2,·4,·6))</span>
108	<span·class="go">·······[[·30561,··30561,··30561,··30561,··30561],</span>
109	<span·class="go">········[·30561,··30561,··30561,··30561,··30561],</span>
110	<span·class="go">········[·30561,··30561,··30561,··14053,···5910],</span>
111	<span·class="go">········[·30561,··30561,··30561,··30561,··30561],</span>
112	<span·class="go">········[·30561,··30561,···8140,··30561,··30561]],</span>

113	<span·class="go">·······[[·30561,···8815,··30561,·-19110,··30561],</span>
114	<span·class="go">········[·30561,··30561,··30561,··30561,··30561],</span>
115	<span·class="go">········[·30561,··30561,··30561,··30561,··30561],</span>
116	<span·class="go">········[·30561,··30561,··30561,··30561,··30561],</span>
117	<span·class="go">········[·30561,··30561,··30561,··30561,··30561]],</span>

118	<span·class="go">·······[[·30561,··30561,··30561,··30561,··30561],</span>
119	<span·class="go">········[·30561,··12260,··30561,··30561,··30561],</span>
120	<span·class="go">········[·30561,··30561,··30561,··30561,··30561],</span>
121	<span·class="go">········[·30561,··30561,·-12902,··30561,··30561],</span>
122	<span·class="go">········[·30561,··30561,··30561,··-9648,··30561]]],·shape=(4,·5,·5),·dtype=int16)</span>
123	<span·class="go">Attributes:</span>	134	<span·class="go">Attributes:</span>
		135	<span·class="go">····ŧŧĩçj:····{'ŐŽŬżŗ':·False}</span>
124	<span·class="go">····Żò:·······True</span>
125	<span·class="go">····:·········ŽŽR</span>
126	<span·class="go">····ì:········None</span>
127	<span·class="go">····Ňžě0ŋ:····['-9223372036854773590'··················'NaT']</span>
128	<span·class="go">····ŪĨĲĿĽ:····[b'4x'·b'<\x13']</span>
129	<span·class="go">····żÀüFß:····[['NaT']]</span>
130	<span·class="go">····ò5Sſş:····False</span>
131	<span·class="go">····ſSc0:·····True</span>
132	<span·class="go">····Hę:·······[[b'Tj\xa5\xb2\x8b'·b'H']\n·[b'\x91\xe3\xec'·b'Tj\xa5\xb2\x8b']]</span>
133	</pre></div>	136	</pre></div>
134	</div>	137	</div>
135	<p>You·can·see·that·calling·<code·class="docutils·literal·notranslate"><span·class="pre">.example()</span></code>·multiple·times·will·generate·different·examples,·giving·you·an·idea·of·the·wide	138	<p>You·can·see·that·calling·<code·class="docutils·literal·notranslate"><span·class="pre">.example()</span></code>·multiple·times·will·generate·different·examples,·giving·you·an·idea·of·the·wide
136	range·of·data·that·the·xarray·strategies·can·generate.</p>	139	range·of·data·that·the·xarray·strategies·can·generate.</p>
137	<p>In·your·tests·however·you·should·not·use·<code·class="docutils·literal·notranslate"><span·class="pre">.example()</span></code>·-·instead·you·should·parameterize·your·tests·with·the	140	<p>In·your·tests·however·you·should·not·use·<code·class="docutils·literal·notranslate"><span·class="pre">.example()</span></code>·-·instead·you·should·parameterize·your·tests·with·the
138	<code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">hypothesis.given()</span></code>·decorator:</p>	141	<code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">hypothesis.given()</span></code>·decorator:</p>
139	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[6]:·</span><span·class="kn">from</span>·<span·class="nn">hypothesis</span>·<span·class="kn">import</span>·<span·class="n">given</span>	142	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[6]:·</span><span·class="kn">from</span>·<span·class="nn">hypothesis</span>·<span·class="kn">import</span>·<span·class="n">given</span>
Offset 158, 108 lines modified		Offset 163, 152 lines modified
158	<p>Xarray’s·strategies·can·accept·other·strategies·as·arguments,·allowing·you·to·customise·the·contents·of·the·generated	163	<p>Xarray’s·strategies·can·accept·other·strategies·as·arguments,·allowing·you·to·customise·the·contents·of·the·generated
159	examples.</p>	164	examples.</p>
160	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·generate·a·Variable·containing·an·array·with·a·complex·number·dtype,·but·all·other·details·still·arbitrary</span>	165	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·generate·a·Variable·containing·an·array·with·a·complex·number·dtype,·but·all·other·details·still·arbitrary</span>
161	<span·class="gp">In·[8]:·</span><span·class="kn">from</span>·<span·class="nn">hypothesis.extra.numpy</span>·<span·class="kn">import</span>·<span·class="n">complex_number_dtypes</span>	166	<span·class="gp">In·[8]:·</span><span·class="kn">from</span>·<span·class="nn">hypothesis.extra.numpy</span>·<span·class="kn">import</span>·<span·class="n">complex_number_dtypes</span>

162	<span·class="gp">In·[9]:·</span><span·class="n">xrst</span><span·class="o">.</span><span·class="n">variables</span><span·class="p">(</span><span·class="n">dtype</span><span·class="o">=</span><span·class="n">complex_number_dtypes</span><span·class="p">())</span><span·class="o">.</span><span·class="n">example</span><span·class="p">()</span>	167	<span·class="gp">In·[9]:·</span><span·class="n">xrst</span><span·class="o">.</span><span·class="n">variables</span><span·class="p">(</span><span·class="n">dtype</span><span·class="o">=</span><span·class="n">complex_number_dtypes</span><span·class="p">())</span><span·class="o">.</span><span·class="n">example</span><span·class="p">()</span>
163	<span·class="gh">Out[9]:·</span>	168	<span·class="gh">Out[9]:·</span>
164	<span·class="go"><xarray.Variable·(o:·5,·ŗ:·2)>·Size:·160B</span>	169	<span·class="go"><xarray.Variable·(ųy:·5,·ŴĭŐ:·4,·Íė:·5)>·Size:·800B</span>
165	<span·class="go">array([[·4.941e-324-2.220e-16j,·-7.106e+016+6.104e-05j],</span>
166	<span·class="go">·······[·3.333e-001-2.220e-16j,··1.000e+007······-infj],</span>
167	<span·class="go">~~·······~~[·1.000e+007······~~-inf~~j,·········nan······-~~infj]~~,</span>	170	<span·class="go">array([[[·3.403e+38······+nanj,········nan-1.401e-45j,········nan-1.401e-45j,</span>
		171	<span·class="go">················nan-1.401e-45j,········nan-1.401e-45j],</span>
		172	<span·class="go">········[·······nan-1.401e-45j,········nan-1.401e-45j,········nan-1.401e-45j,</span>
		173	<span·class="go">················nan-1.401e-45j,········nan-1.401e-45j],</span>
		174	<span·class="go">········[·······nan-1.401e-45j,········nan-1.401e-45j,·-1.192e-07-1.100e+00j,</span>
		175	<span·class="go">················nan-1.401e-45j,········nan-1.401e-45j],</span>
		176	<span·class="go">········[·······nan-1.401e-45j,··0.000e+00+1.000e+00j,········nan-1.401e-45j,</span>
		177	<span·class="go">················nan-1.401e-45j,·······-inf-0.000e+00j]],</span>

		178	<span·class="go">·······[[·······nan-1.401e-45j,··3.403e+38+6.060e+16j,········nan-1.401e-45j,</span>
		179	<span·class="go">················nan-1.401e-45j,·-0.000e+00+3.399e+16j],</span>
		180	<span·class="go">········[·2.000e+00+3.333e-01j,········nan-1.401e-45j,········nan-1.401e-45j,</span>
		181	<span·class="go">················nan-1.401e-45j,········nan-1.401e-45j],</span>
		182	<span·class="go">········[·······nan-1.401e-45j,········nan-1.401e-45j,········nan-1.401e-45j,</span>
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Offset 28, 66 lines modified		Offset 28, 84 lines modified
28	To·see·an·example·of·what·each·of·these·strategies·might·produce,·you·can·call	28	To·see·an·example·of·what·each·of·these·strategies·might·produce,·you·can·call
29	one·followed·by·the·.example()·method,·which·is·a·general·hypothesis·method	29	one·followed·by·the·.example()·method,·which·is·a·general·hypothesis·method
30	valid·for·all·strategies.	30	valid·for·all·strategies.
31	In·[2]:·import·xarray.testing.strategies·as·xrst	31	In·[2]:·import·xarray.testing.strategies·as·xrst

32	In·[3]:·xrst.variables().example()	32	In·[3]:·xrst.variables().example()
33	Out[3]:	33	Out[3]:
34	<xarray.Variable·(Ūũ:·1~~,·ĸķŽø:·2~~)>·Size:·8B	34	<xarray.Variable·(Á7:·1)>·Size:·8B
		35	array([inf])
35	array([[3983055198,·3397777411]],·dtype=uint32)
36	Attributes:
37	····hĦmůſ:····{'²žAžg':·False,·'ĢŪ':·None,·'ſů½èf':·'²ŻċkŬ',·'ń':·False,
38	'Ŝùu...
39	····žıŔ:······{'æ':·None,·'Ô':·None,·'ſŜŏL':·True,·'TRUE':·False,·'ář':
40	array...

41	In·[4]:·xrst.variables().example()	36	In·[4]:·xrst.variables().example()
42	Out[4]:	37	Out[4]:
43	<xarray.Variable·(ð:·2,·ĖŁżŠÛ:·1,·K:·1)>·Size:·8B
44	array(~~[[[~~······~~nan]],~~	38	<xarray.Variable·(ßŽŜóò:·6,·äãøŽ:·3,·ßhſſ:·3)>·Size:·432B
		39	array([[[-6.104e-05,·-6.104e-05,·-6.104e-05],
		40	········[-6.104e-05,·-6.104e-05,·-6.104e-05],
		41	········[-6.104e-05,·-6.104e-05,·-6.104e-05]],

45	·······[[3.40~~3e+38]]],·dtype=float32)~~	42	·······[[-6.104e-05,·-6.104e-05,·-6.104e-05],
		43	········[-6.104e-05,·-6.104e-05,·-6.104e-05],
		44	········[-6.104e-05,·-6.104e-05,·-6.104e-05]],

		45	·······[[-6.104e-05,·-6.104e-05,·-6.104e-05],
		46	········[-6.104e-05,·-6.104e-05,·-6.104e-05],
		47	········[-6.104e-05,·-6.104e-05,·-6.104e-05]],

		48	·······[[-6.104e-05,·-6.104e-05,·-6.104e-05],
		49	········[-6.104e-05,·-6.104e-05,·-6.104e-05],
		50	········[-6.104e-05,·-6.104e-05,·-6.104e-05]],

		51	·······[[-6.104e-05,·-6.104e-05,·-6.104e-05],
		52	········[-6.104e-05,·-6.104e-05,·-6.104e-05],
		53	········[-6.104e-05,·-6.104e-05,·-6.104e-05]],

		54	·······[[-6.104e-05,·-6.104e-05,·-6.104e-05],
		55	········[-6.104e-05,·-6.104e-05,·-6.104e-05],
		56	········[-6.104e-05,·-6.104e-05,·-6.104e-05]]],·shape=(6,·3,·3))
		57	Attributes:
		58	····ĜèŶ³:·····{'ai':·False,·'å':·None,·'':·None}

46	In·[5]:·xrst.variables().example()	59	In·[5]:·xrst.variables().example()
47	Out[5]:	60	Out[5]:
48	<xarray.Variable·(şĘ:·4,·ÛſžŜá:·5,·ŸCŽg:·5)>·Size:·200B
49	array([[[·-9346,··30561,··30561,··30561,··30561],
50	········[·30561,··30561,··30561,··30561,··30561],
51	········[·30561,··30561,··30561,··30561,·-32768],
52	········[·30561,··30561,··30561,··30561,··30561],
53	·~~·······[-17639,·~~·~~30561~~,··3~~0561~~,·~~·305~~61,·~~·30561]],~~	61	<xarray.Variable·(ŷ:·2,·Ŧ:·4,·Őĸ:·6)>·Size:·768B
		62	array([[[·······nan+3.916e-117j,·-3.403e+38+5.000e-001j,········nan+3.916e-
		63	117j,
		64	················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-
		65	117j],
		66	········[·······nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-
		67	117j,
		68	················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-
		69	117j],
		70	········[·······nan+3.916e-117j,········nan+3.916e-117j,········nan
		71	+infj,
		72	················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-
		73	117j],
		74	········[·······nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-
		75	117j,
		76	················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-
		77	117j]],

		78	·······[[·······nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-
		79	117j,
		80	················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-
		81	117j],
		82	········[·······nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-
		83	117j,
		84	················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-
		85	117j],
		86	········[·······nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-
		87	117j,
		88	················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-
		89	117j],
		90	········[·······nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-
		91	117j,
		92	················nan+3.916e-117j,········nan+3.916e-117j,········nan+3.916e-
		93	117j]]],·shape=(2,·4,·6))
54	·······[[·30561,··30561,··30561,··30561,··30561],
55	········[·30561,··30561,··30561,··30561,··30561],
56	········[·30561,··30561,··30561,··14053,···5910],
57	········[·30561,··30561,··30561,··30561,··30561],
58	········[·30561,··30561,···8140,··30561,··30561]],

59	·······[[·30561,···8815,··30561,·-19110,··30561],
60	········[·30561,··30561,··30561,··30561,··30561],
61	········[·30561,··30561,··30561,··30561,··30561],
62	········[·30561,··30561,··30561,··30561,··30561],
63	········[·30561,··30561,··30561,··30561,··30561]],

64	·······[[·30561,··30561,··30561,··30561,··30561],
65	········[·30561,··12260,··30561,··30561,··30561],
66	········[·30561,··30561,··30561,··30561,··30561],
67	········[·30561,··30561,·-12902,··30561,··30561],
68	········[·30561,··30561,··30561,··-9648,··30561]]],·shape=(4,·5,·5),
69	dtype=int16)
70	Attributes:	94	Attributes:
		95	····ŧŧĩçj:····{'ŐŽŬżŗ':·False}
71	····Żò:·······True
72	····:·········ŽŽR
73	····ì:········None
74	····Ňžě0ŋ:····['-9223372036854773590'··················'NaT']
75	····ŪĨĲĿĽ:····[b'4x'·b'<\x13']
76	····żÀüFß:····[['NaT']]
77	····ò5Sſş:····False
78	····ſSc0:·····True
79	····Hę:·······[[b'Tj\xa5\xb2\x8b'·b'H']\n·[b'\x91\xe3\xec'·b'Tj\xa5\xb2\x8b']]
80	You·can·see·that·calling·.example()·multiple·times·will·generate·different	96	You·can·see·that·calling·.example()·multiple·times·will·generate·different
81	examples,·giving·you·an·idea·of·the·wide·range·of·data·that·the·xarray	97	examples,·giving·you·an·idea·of·the·wide·range·of·data·that·the·xarray
82	strategies·can·generate.	98	strategies·can·generate.
83	In·your·tests·however·you·should·not·use·.example()·-·instead·you·should	99	In·your·tests·however·you·should·not·use·.example()·-·instead·you·should
84	parameterize·your·tests·with·the·hypothesis.given()·decorator:	100	parameterize·your·tests·with·the·hypothesis.given()·decorator:
85	In·[6]:·from·hypothesis·import·given	101	In·[6]:·from·hypothesis·import·given
86	In·[7]:·@given(xrst.variables())	102	In·[7]:·@given(xrst.variables())
Offset 99, 112 lines modified		Offset 117, 153 lines modified
99	customise·the·contents·of·the·generated·examples.	117	customise·the·contents·of·the·generated·examples.
100	#·generate·a·Variable·containing·an·array·with·a·complex·number·dtype,·but·all	118	#·generate·a·Variable·containing·an·array·with·a·complex·number·dtype,·but·all
101	other·details·still·arbitrary	119	other·details·still·arbitrary
Max diff block lines reached; 11082/16433 bytes (67.44%) of diff not shown.


Offset 8191, 15 lines modified		Offset 8191, 15 lines modified
8191	<li><p>New·<code·class="docutils·literal·notranslate"><span·class="pre">xray.Dataset.where</span></code>·method·for·masking·xray·objects·according	8191	<li><p>New·<code·class="docutils·literal·notranslate"><span·class="pre">xray.Dataset.where</span></code>·method·for·masking·xray·objects·according
8192	to·some·criteria.·This·works·particularly·well·with·multi-dimensional·data:</p>	8192	to·some·criteria.·This·works·particularly·well·with·multi-dimensional·data:</p>
8193	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[45]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xray</span><span·class="o">.</span><span·class="n">Dataset</span><span·class="p">(</span><span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"x"</span><span·class="p">:</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">100</span><span·class="p">),</span>·<span·class="s2">"y"</span><span·class="p">:</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">100</span><span·class="p">)})</span>	8193	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[45]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xray</span><span·class="o">.</span><span·class="n">Dataset</span><span·class="p">(</span><span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"x"</span><span·class="p">:</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">100</span><span·class="p">),</span>·<span·class="s2">"y"</span><span·class="p">:</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">100</span><span·class="p">)})</span>

8194	<span·class="gp">In·[46]:·</span><span·class="n">ds</span><span·class="p">[</span><span·class="s2">"distance"</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">sqrt</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">x</span><span·class="o"></span><span·class="mi">2</span>·<span·class="o">+</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">y</span><span·class="o"></span><span·class="mi">2</span><span·class="p">)</span>	8194	<span·class="gp">In·[46]:·</span><span·class="n">ds</span><span·class="p">[</span><span·class="s2">"distance"</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">sqrt</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">x</span><span·class="o"></span><span·class="mi">2</span>·<span·class="o">+</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">y</span><span·class="o"></span><span·class="mi">2</span><span·class="p">)</span>

8195	<span·class="gp">In·[47]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span><span·class="o">.</span><span·class="n">where</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span>·<span·class="o"><</span>·<span·class="mi">100</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>	8195	<span·class="gp">In·[47]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span><span·class="o">.</span><span·class="n">where</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span>·<span·class="o"><</span>·<span·class="mi">100</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>
8196	<span·class="gh">Out[47]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0xa3e7cb30></span>	8196	<span·class="gh">Out[47]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0xe2ee5b30></span>
8197	</pre></div>	8197	</pre></div>
8198	</div>	8198	</div>
8199	<a·class="reference·internal·image-reference"·href="_images/where_example.png"><img·alt="_images/where_example.png"·src="_images/where_example.png"·style="width:·4in;·height:·4in;"·/>	8199	<a·class="reference·internal·image-reference"·href="_images/where_example.png"><img·alt="_images/where_example.png"·src="_images/where_example.png"·style="width:·4in;·height:·4in;"·/>
8200	</a>	8200	</a>
8201	</li>	8201	</li>
8202	<li><p>Added·new·methods·<code·class="docutils·literal·notranslate"><span·class="pre">xray.DataArray.diff</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">xray.Dataset.diff</span></code>	8202	<li><p>Added·new·methods·<code·class="docutils·literal·notranslate"><span·class="pre">xray.DataArray.diff</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">xray.Dataset.diff</span></code>
8203	for·finite·difference·calculations·along·a·given·axis.</p></li>	8203	for·finite·difference·calculations·along·a·given·axis.</p></li>


Offset 5286, 15 lines modified		Offset 5286, 15 lines modified
5286	····*·New·xray.Dataset.where·method·for·masking·xray·objects·according·to·some	5286	····*·New·xray.Dataset.where·method·for·masking·xray·objects·according·to·some
5287	······criteria.·This·works·particularly·well·with·multi-dimensional·data:	5287	······criteria.·This·works·particularly·well·with·multi-dimensional·data:
5288	······In·[45]:·ds·=·xray.Dataset(coords={"x":·range(100),·"y":·range(100)})	5288	······In·[45]:·ds·=·xray.Dataset(coords={"x":·range(100),·"y":·range(100)})

5289	······In·[46]:·ds["distance"]·=·np.sqrt(ds.x2·+·ds.y2)	5289	······In·[46]:·ds["distance"]·=·np.sqrt(ds.x2·+·ds.y2)

5290	······In·[47]:·ds.distance.where(ds.distance·<·100).plot()	5290	······In·[47]:·ds.distance.where(ds.distance·<·100).plot()
5291	······Out[47]:·<matplotlib.collections.QuadMesh·at·0xa3e7cb30>	5291	······Out[47]:·<matplotlib.collections.QuadMesh·at·0xe2ee5b30>
5292	······_\x8[_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8w_\x8h_\x8e_\x8r_\x8e_\x8__\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8._\x8p_\x8n_\x8g_\x8]	5292	······_\x8[_\x8__\x8i_\x8m_\x8a_\x8g_\x8e_\x8s_\x8/_\x8w_\x8h_\x8e_\x8r_\x8e_\x8__\x8e_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8._\x8p_\x8n_\x8g_\x8]
5293	····*·Added·new·methods·xray.DataArray.diff·and·xray.Dataset.diff·for·finite	5293	····*·Added·new·methods·xray.DataArray.diff·and·xray.Dataset.diff·for·finite
5294	······difference·calculations·along·a·given·axis.	5294	······difference·calculations·along·a·given·axis.
5295	····*·New·xray.DataArray.to_masked_array·convenience·method·for·returning·a	5295	····*·New·xray.DataArray.to_masked_array·convenience·method·for·returning·a
5296	······numpy.ma.MaskedArray.	5296	······numpy.ma.MaskedArray.
5297	······In·[48]:·da·=·xray.DataArray(np.random.random_sample(size=(5,·4)))	5297	······In·[48]:·da·=·xray.DataArray(np.random.random_sample(size=(5,·4)))