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442	</div>	442	</div>
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446	<div·class="output_area·docutils·container">	446	<div·class="output_area·docutils·container">
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278	-rw-r--r--···0·root·········(0)·root·········(0)···198~~563~~·2023-02-19·00:50:57.000000·./usr/share/doc/python-xarray-doc/html/searchindex.js	278	-rw-r--r--···0·root·········(0)·root·········(0)···198602·2023-02-19·00:50:57.000000·./usr/share/doc/python-xarray-doc/html/searchindex.js
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283	-rw-r--r--···0·root·········(0)·root·········(0)····74~~640~~·2023-02-19·00:50:57.000000·./usr/share/doc/python-xarray-doc/html/user-guide/dask.html	283	-rw-r--r--···0·root·········(0)·root·········(0)····74829·2023-02-19·00:50:57.000000·./usr/share/doc/python-xarray-doc/html/user-guide/dask.html
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99	---->·7·plot·=·ds.t2m[0].plot(	99	---->·7·plot·=·ds.t2m[0].plot(
100	······8·····cmap=plt.cm.coolwarm,·transform=ccrs.PlateCarree(),·cbar_kwargs=	100	······8·····cmap=plt.cm.coolwarm,·transform=ccrs.PlateCarree(),·cbar_kwargs=
101	{"shrink":·0.6}	101	{"shrink":·0.6}
102	······9·)	102	······9·)
103	·····10·plt.title("ERA5·-·2m·temperature·British·Isles·March·2019")	103	·····10·plt.title("ERA5·-·2m·temperature·British·Isles·March·2019")

104	NameError:·name·'ds'·is·not·defined	104	NameError:·name·'ds'·is·not·defined
105	Error·in·callback·<function·_draw_all_if_interactive·at·0x~~ab993~~398>·(for	105	Error·in·callback·<function·_draw_all_if_interactive·at·0xec4c83e8>·(for
106	post_execute):	106	post_execute):
107	---------------------------------------------------------------------------	107	---------------------------------------------------------------------------
108	PermissionError···························Traceback·(most·recent·call·last)	108	PermissionError···························Traceback·(most·recent·call·last)
109	File·/usr/lib/python3/dist-packages/matplotlib/pyplot.py:119,·in	109	File·/usr/lib/python3/dist-packages/matplotlib/pyplot.py:119,·in
110	_draw_all_if_interactive()	110	_draw_all_if_interactive()
111	····117·def·_draw_all_if_interactive():	111	····117·def·_draw_all_if_interactive():
112	····118·····if·matplotlib.is_interactive():	112	····118·····if·matplotlib.is_interactive():


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15	············]	15	············]
16	········},	16	········},
17	········{	17	········{
18	············"cell_type":·"code",	18	············"cell_type":·"code",
19	············"execution_count":·1,	19	············"execution_count":·1,
20	············"metadata":·{	20	············"metadata":·{
21	················"execution":·{	21	················"execution":·{
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26	················}	26	················}
27	············},	27	············},
28	············"outputs":·[	28	············"outputs":·[
29	················{	29	················{
30	····················"name":·"stderr",	30	····················"name":·"stderr",
31	····················"output_type":·"stream",	31	····················"output_type":·"stream",
32	····················"text":·[	32	····················"text":·[
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54	············]	54	············]
55	········},	55	········},
56	········{	56	········{
57	············"cell_type":·"code",	57	············"cell_type":·"code",
58	············"execution_count":·2,	58	············"execution_count":·2,
59	············"metadata":·{	59	············"metadata":·{
60	················"execution":·{	60	················"execution":·{
61	····················"iopub.execute_input":·"2024-01-12T06:27:56.~~995943~~Z",	61	····················"iopub.execute_input":·"2024-01-12T07:12:00.186716Z",
62	····················"iopub.status.busy":·"2024-01-12T06:27:56.~~99479~~9Z",	62	····················"iopub.status.busy":·"2024-01-12T07:12:00.172439Z",
63	····················"iopub.status.idle":·"2024-01-12T06:27:58.~~504791~~Z",	63	····················"iopub.status.idle":·"2024-01-12T07:12:03.490813Z",
64	····················"shell.execute_reply":·"2024-01-12T06:27:58.4~~93195~~Z"	64	····················"shell.execute_reply":·"2024-01-12T07:12:03.481047Z"
65	················}	65	················}
66	············},	66	············},
67	············"outputs":·[	67	············"outputs":·[
68	················{	68	················{
69	····················"ename":·"ImportError",	69	····················"ename":·"ImportError",
70	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",	70	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",
71	····················"output_type":·"error",	71	····················"output_type":·"error",
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95	············]	95	············]
96	········},	96	········},
97	········{	97	········{
98	············"cell_type":·"code",	98	············"cell_type":·"code",
99	············"execution_count":·3,	99	············"execution_count":·3,
100	············"metadata":·{	100	············"metadata":·{
101	················"execution":·{	101	················"execution":·{
102	····················"iopub.execute_input":·"2024-01-12T06:27:58.53~~1900~~Z",	102	····················"iopub.execute_input":·"2024-01-12T07:12:03.530528Z",
103	····················"iopub.status.busy":·"2024-01-12T06:27:58.5~~309~~12Z",	103	····················"iopub.status.busy":·"2024-01-12T07:12:03.516818Z",
104	····················"iopub.status.idle":·"2024-01-12T06:27:58.668~~475~~Z",	104	····················"iopub.status.idle":·"2024-01-12T07:12:03.758827Z",
105	····················"shell.execute_reply":·"2024-01-12T06:27:58.65~~5996~~Z"	105	····················"shell.execute_reply":·"2024-01-12T07:12:03.752318Z"
106	················}	106	················}
107	············},	107	············},
108	············"outputs":·[	108	············"outputs":·[
109	················{	109	················{
110	····················"ename":·"NameError",	110	····················"ename":·"NameError",
111	····················"evalue":·"name·'ds'·is·not·defined",	111	····················"evalue":·"name·'ds'·is·not·defined",
112	····················"output_type":·"error",	112	····················"output_type":·"error",
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131	············]	131	············]
132	········},	132	········},
133	········{	133	········{
134	············"cell_type":·"code",	134	············"cell_type":·"code",
135	············"execution_count":·4,	135	············"execution_count":·4,
136	············"metadata":·{	136	············"metadata":·{
137	················"execution":·{	137	················"execution":·{
138	····················"iopub.execute_input":·"2024-01-12T06:27:58.~~688901~~Z",	138	····················"iopub.execute_input":·"2024-01-12T07:12:03.802179Z",
139	····················"iopub.status.busy":·"2024-01-12T06:27:58.68~~2330~~Z",	139	····················"iopub.status.busy":·"2024-01-12T07:12:03.788211Z",
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141	····················"shell.execute_reply":·"2024-01-12T06:28:07.90~~0757~~Z"	141	····················"shell.execute_reply":·"2024-01-12T07:12:43.409443Z"
142	················}	142	················}
143	············},	143	············},
144	············"outputs":·[	144	············"outputs":·[
145	················{	145	················{
146	····················"ename":·"NameError",	146	····················"ename":·"NameError",
147	····················"evalue":·"name·'ds'·is·not·defined",	147	····················"evalue":·"name·'ds'·is·not·defined",
148	····················"output_type":·"error",	148	····················"output_type":·"error",
Offset 153, 15 lines modified		Offset 153, 15 lines modified
153	························"\u001b[0;31mNameError\u001b[0m:·name·'ds'·is·not·defined"	153	························"\u001b[0;31mNameError\u001b[0m:·name·'ds'·is·not·defined"
154	····················]	154	····················]
155	················},	155	················},
156	················{	156	················{
157	····················"name":·"stdout",	157	····················"name":·"stdout",
158	····················"output_type":·"stream",	158	····················"output_type":·"stream",
159	····················"text":·[	159	····················"text":·[
160	························"Error·in·callback·<function·_draw_all_if_interactive·at·0x~~ab993~~398>·(for·post_execute):\n"	160	························"Error·in·callback·<function·_draw_all_if_interactive·at·0xec4c83e8>·(for·post_execute):\n"
161	····················]	161	····················]
162	················},	162	················},
163	················{	163	················{
164	····················"ename":·"PermissionError",	164	····················"ename":·"PermissionError",
165	····················"evalue":·"[Errno·13]·Permission·denied:·'/nonexistent'",	165	····················"evalue":·"[Errno·13]·Permission·denied:·'/nonexistent'",
166	····················"output_type":·"error",	166	····················"output_type":·"error",
167	····················"traceback":·[	167	····················"traceback":·[
Offset 262, 18 lines modified		Offset 262, 18 lines modified
262	············]	262	············]
263	········},	263	········},
264	········{	264	········{
265	············"cell_type":·"code",	265	············"cell_type":·"code",
266	············"execution_count":·5,	266	············"execution_count":·5,
267	············"metadata":·{	267	············"metadata":·{
268	················"execution":·{	268	················"execution":·{
269	····················"iopub.execute_input":·"2024-01-12T06:28:07.~~934908~~Z",	269	····················"iopub.execute_input":·"2024-01-12T07:12:43.491677Z",
270	····················"iopub.status.busy":·"2024-01-12T06:28:07.~~933593~~Z",	270	····················"iopub.status.busy":·"2024-01-12T07:12:43.476951Z",
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272	····················"shell.execute_reply":·"2024-01-12T06:28:08.~~014220~~Z"	272	····················"shell.execute_reply":·"2024-01-12T07:12:43.833471Z"
273	················}	273	················}
274	············},	274	············},
275	············"outputs":·[	275	············"outputs":·[
276	················{	276	················{
277	····················"ename":·"NameError",	277	····················"ename":·"NameError",
278	····················"evalue":·"name·'ds'·is·not·defined",	278	····················"evalue":·"name·'ds'·is·not·defined",
279	····················"output_type":·"error",	279	····················"output_type":·"error",


Offset 17, 18 lines modified		Offset 17, 18 lines modified
17	············]	17	············]
18	········},	18	········},
19	········{	19	········{
20	············"cell_type":·"code",	20	············"cell_type":·"code",
21	············"execution_count":·1,	21	············"execution_count":·1,
22	············"metadata":·{	22	············"metadata":·{
23	················"execution":·{	23	················"execution":·{
24	····················"iopub.execute_input":·"2024-01-12T06:28:20.~~016913~~Z",	24	····················"iopub.execute_input":·"2024-01-12T07:13:28.895559Z",
25	····················"iopub.status.busy":·"2024-01-12T06:28:20.~~015~~742Z",	25	····················"iopub.status.busy":·"2024-01-12T07:13:28.884752Z",
26	····················"iopub.status.idle":·"2024-01-12T06:28:26.~~407406~~Z",	26	····················"iopub.status.idle":·"2024-01-12T07:13:50.738928Z",
27	····················"shell.execute_reply":·"2024-01-12T06:28:26.~~400924~~Z"	27	····················"shell.execute_reply":·"2024-01-12T07:13:50.725448Z"
28	················}	28	················}
29	············},	29	············},
30	············"outputs":·[],	30	············"outputs":·[],
31	············"source":·[	31	············"source":·[
32	················"import·numpy·as·np\n",	32	················"import·numpy·as·np\n",
33	················"import·cartopy.crs·as·ccrs\n",	33	················"import·cartopy.crs·as·ccrs\n",
34	················"import·cartopy.feature·as·cfeature\n",	34	················"import·cartopy.feature·as·cfeature\n",
Offset 75, 18 lines modified		Offset 75, 18 lines modified
75	············]	75	············]
76	········},	76	········},
77	········{	77	········{
78	············"cell_type":·"code",	78	············"cell_type":·"code",
79	············"execution_count":·2,	79	············"execution_count":·2,
80	············"metadata":·{	80	············"metadata":·{
81	················"execution":·{	81	················"execution":·{
82	····················"iopub.execute_input":·"2024-01-12T06:28:26.~~451149~~Z",	82	····················"iopub.execute_input":·"2024-01-12T07:13:50.800417Z",
83	····················"iopub.status.busy":·"2024-01-12T06:28:26.~~444~~092Z",	83	····················"iopub.status.busy":·"2024-01-12T07:13:50.785000Z",
84	····················"iopub.status.idle":·"2024-01-12T06:28:27.~~880056~~Z",	84	····················"iopub.status.idle":·"2024-01-12T07:13:55.779942Z",
85	····················"shell.execute_reply":·"2024-01-12T06:28:27.876540Z"	85	····················"shell.execute_reply":·"2024-01-12T07:13:55.773502Z"
86	················}	86	················}
87	············},	87	············},
88	············"outputs":·[	88	············"outputs":·[
89	················{	89	················{
90	····················"ename":·"ImportError",	90	····················"ename":·"ImportError",
91	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",	91	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",
92	····················"output_type":·"error",	92	····················"output_type":·"error",
Offset 130, 18 lines modified		Offset 130, 18 lines modified
130	············]	130	············]
131	········},	131	········},
132	········{	132	········{
133	············"cell_type":·"code",	133	············"cell_type":·"code",
134	············"execution_count":·3,	134	············"execution_count":·3,
135	············"metadata":·{	135	············"metadata":·{
136	················"execution":·{	136	················"execution":·{
137	····················"iopub.execute_input":·"2024-01-12T06:28:27.~~905009~~Z",	137	····················"iopub.execute_input":·"2024-01-12T07:13:55.848873Z",
138	····················"iopub.status.busy":·"2024-01-12T06:28:27.~~9029~~10Z",	138	····················"iopub.status.busy":·"2024-01-12T07:13:55.846611Z",
139	····················"iopub.status.idle":·"2024-01-12T06:28:28.022945Z",	139	····················"iopub.status.idle":·"2024-01-12T07:13:56.399557Z",
140	····················"shell.execute_reply":·"2024-01-12T06:28:28.~~020466~~Z"	140	····················"shell.execute_reply":·"2024-01-12T07:13:56.393503Z"
141	················}	141	················}
142	············},	142	············},
143	············"outputs":·[	143	············"outputs":·[
144	················{	144	················{
145	····················"ename":·"NameError",	145	····················"ename":·"NameError",
146	····················"evalue":·"name·'ds'·is·not·defined",	146	····················"evalue":·"name·'ds'·is·not·defined",
147	····················"output_type":·"error",	147	····················"output_type":·"error",
Offset 175, 18 lines modified		Offset 175, 18 lines modified
175	············]	175	············]
176	········},	176	········},
177	········{	177	········{
178	············"cell_type":·"code",	178	············"cell_type":·"code",
179	············"execution_count":·4,	179	············"execution_count":·4,
180	············"metadata":·{	180	············"metadata":·{
181	················"execution":·{	181	················"execution":·{
182	····················"iopub.execute_input":·"2024-01-12T06:28:28.~~034440~~Z",	182	····················"iopub.execute_input":·"2024-01-12T07:13:56.460876Z",
183	····················"iopub.status.busy":·"2024-01-12T06:28:28.~~033593~~Z",	183	····················"iopub.status.busy":·"2024-01-12T07:13:56.458607Z",
184	····················"iopub.status.idle":·"2024-01-12T06:28:28.~~152468~~Z",	184	····················"iopub.status.idle":·"2024-01-12T07:13:56.836022Z",
185	····················"shell.execute_reply":·"2024-01-12T06:28:28.~~14707~~1Z"	185	····················"shell.execute_reply":·"2024-01-12T07:13:56.829521Z"
186	················},	186	················},
187	················"scrolled":·false	187	················"scrolled":·false
188	············},	188	············},
189	············"outputs":·[	189	············"outputs":·[
190	················{	190	················{
191	····················"ename":·"NameError",	191	····················"ename":·"NameError",
192	····················"evalue":·"name·'ds'·is·not·defined",	192	····················"evalue":·"name·'ds'·is·not·defined",
Offset 211, 18 lines modified		Offset 211, 18 lines modified
211	············]	211	············]
212	········},	212	········},
213	········{	213	········{
214	············"cell_type":·"code",	214	············"cell_type":·"code",
215	············"execution_count":·5,	215	············"execution_count":·5,
216	············"metadata":·{	216	············"metadata":·{
217	················"execution":·{	217	················"execution":·{
218	····················"iopub.execute_input":·"2024-01-12T06:28:28.~~166343~~Z",	218	····················"iopub.execute_input":·"2024-01-12T07:13:56.888719Z",
219	····················"iopub.status.busy":·"2024-01-12T06:28:28.~~165553~~Z",	219	····················"iopub.status.busy":·"2024-01-12T07:13:56.886430Z",
220	····················"iopub.status.idle":·"2024-01-12T06:28:28.233905Z",	220	····················"iopub.status.idle":·"2024-01-12T07:13:57.131933Z",
221	····················"shell.execute_reply":·"2024-01-12T06:28:28.~~231~~522Z"	221	····················"shell.execute_reply":·"2024-01-12T07:13:57.113508Z"
222	················}	222	················}
223	············},	223	············},
224	············"outputs":·[	224	············"outputs":·[
225	················{	225	················{
226	····················"ename":·"NameError",	226	····················"ename":·"NameError",
227	····················"evalue":·"name·'ds'·is·not·defined",	227	····················"evalue":·"name·'ds'·is·not·defined",
228	····················"output_type":·"error",	228	····················"output_type":·"error",
Offset 250, 18 lines modified		Offset 250, 18 lines modified
250	············]	250	············]
251	········},	251	········},
252	········{	252	········{
253	············"cell_type":·"code",	253	············"cell_type":·"code",
254	············"execution_count":·6,	254	············"execution_count":·6,
255	············"metadata":·{	255	············"metadata":·{
256	················"execution":·{	256	················"execution":·{
257	····················"iopub.execute_input":·"2024-01-12T06:28:28.~~245275~~Z",	257	····················"iopub.execute_input":·"2024-01-12T07:13:57.192900Z",
258	····················"iopub.status.busy":·"2024-01-12T06:28:28.~~2443~~59Z",	258	····················"iopub.status.busy":·"2024-01-12T07:13:57.190651Z",
259	····················"iopub.status.idle":·"2024-01-12T06:28:28.~~313242~~Z",	259	····················"iopub.status.idle":·"2024-01-12T07:13:57.571773Z",
260	····················"shell.execute_reply":·"2024-01-12T06:28:28.~~309~~503Z"	260	····················"shell.execute_reply":·"2024-01-12T07:13:57.565505Z"
261	················}	261	················}
262	············},	262	············},
263	············"outputs":·[	263	············"outputs":·[
264	················{	264	················{
265	····················"ename":·"NameError",	265	····················"ename":·"NameError",
266	····················"evalue":·"name·'ds'·is·not·defined",	266	····················"evalue":·"name·'ds'·is·not·defined",
267	····················"output_type":·"error",	267	····················"output_type":·"error",
Offset 285, 18 lines modified		Offset 285, 18 lines modified
285	············]	285	············]
286	········},	286	········},
287	········{	287	········{
288	············"cell_type":·"code",	288	············"cell_type":·"code",
289	············"execution_count":·7,	289	············"execution_count":·7,
290	············"metadata":·{	290	············"metadata":·{
291	················"execution":·{	291	················"execution":·{
292	····················"iopub.execute_input":·"2024-01-12T06:28:28.326428Z",	292	····················"iopub.execute_input":·"2024-01-12T07:13:57.638944Z",
293	····················"iopub.status.busy":·"2024-01-12T06:28:28.~~325587~~Z",	293	····················"iopub.status.busy":·"2024-01-12T07:13:57.636493Z",
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295	····················"shell.execute_reply":·"2024-01-12T06:28:29.2~~12455~~Z"	295	····················"shell.execute_reply":·"2024-01-12T07:14:01.289508Z"
296	················}	296	················}
297	············},	297	············},
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Offset 36, 18 lines modified		Offset 36, 18 lines modified
36	············"execution_count":·1,	36	············"execution_count":·1,
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38	················"ExecuteTime":·{	38	················"ExecuteTime":·{
39	····················"end_time":·"2020-01-15T14:45:51.659160Z",	39	····················"end_time":·"2020-01-15T14:45:51.659160Z",
40	····················"start_time":·"2020-01-15T14:45:50.528742Z"	40	····················"start_time":·"2020-01-15T14:45:50.528742Z"
41	················},	41	················},
42	················"execution":·{	42	················"execution":·{
43	····················"iopub.execute_input":·"2024-01-12T06:28:39.~~751~~599Z",	43	····················"iopub.execute_input":·"2024-01-12T07:14:40.539598Z",
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45	····················"iopub.status.idle":·"2024-01-12T06:28:44.~~092490~~Z",	45	····················"iopub.status.idle":·"2024-01-12T07:14:57.157626Z",
46	····················"shell.execute_reply":·"2024-01-12T06:28:44.~~076476~~Z"	46	····················"shell.execute_reply":·"2024-01-12T07:14:57.141523Z"
47	················}	47	················}
48	············},	48	············},
49	············"outputs":·[	49	············"outputs":·[
50	················{	50	················{
51	····················"ename":·"ImportError",	51	····················"ename":·"ImportError",
52	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",	52	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",
53	····················"output_type":·"error",	53	····················"output_type":·"error",
Offset 91, 18 lines modified		Offset 91, 18 lines modified
91	············"execution_count":·2,	91	············"execution_count":·2,
92	············"metadata":·{	92	············"metadata":·{
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94	····················"end_time":·"2020-01-15T14:45:55.431708Z",	94	····················"end_time":·"2020-01-15T14:45:55.431708Z",
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96	················},	96	················},
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101	····················"shell.execute_reply":·"2024-01-12T06:28:44.~~236806~~Z"	101	····················"shell.execute_reply":·"2024-01-12T07:14:57.617543Z"
102	················}	102	················}
103	············},	103	············},
104	············"outputs":·[	104	············"outputs":·[
105	················{	105	················{
106	····················"ename":·"NameError",	106	····················"ename":·"NameError",
107	····················"evalue":·"name·'air'·is·not·defined",	107	····················"evalue":·"name·'air'·is·not·defined",
108	····················"output_type":·"error",	108	····················"output_type":·"error",
Offset 131, 18 lines modified		Offset 131, 18 lines modified
131	············"execution_count":·3,	131	············"execution_count":·3,
132	············"metadata":·{	132	············"metadata":·{
133	················"ExecuteTime":·{	133	················"ExecuteTime":·{
134	····················"end_time":·"2020-01-15T14:45:57.889496Z",	134	····················"end_time":·"2020-01-15T14:45:57.889496Z",
135	····················"start_time":·"2020-01-15T14:45:57.792269Z"	135	····················"start_time":·"2020-01-15T14:45:57.792269Z"
136	················},	136	················},
137	················"execution":·{	137	················"execution":·{
138	····················"iopub.execute_input":·"2024-01-12T06:28:44.270162Z",	138	····················"iopub.execute_input":·"2024-01-12T07:14:57.701391Z",
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142	················}	142	················}
143	············},	143	············},
144	············"outputs":·[	144	············"outputs":·[
145	················{	145	················{
146	····················"ename":·"NameError",	146	····················"ename":·"NameError",
147	····················"evalue":·"name·'air'·is·not·defined",	147	····················"evalue":·"name·'air'·is·not·defined",
148	····················"output_type":·"error",	148	····················"output_type":·"error",
Offset 190, 18 lines modified		Offset 190, 18 lines modified
190	············"execution_count":·4,	190	············"execution_count":·4,
191	············"metadata":·{	191	············"metadata":·{
192	················"ExecuteTime":·{	192	················"ExecuteTime":·{
193	····················"end_time":·"2020-01-15T14:45:59.768626Z",	193	····················"end_time":·"2020-01-15T14:45:59.768626Z",
194	····················"start_time":·"2020-01-15T14:45:59.543808Z"	194	····················"start_time":·"2020-01-15T14:45:59.543808Z"
195	················},	195	················},
196	················"execution":·{	196	················"execution":·{
197	····················"iopub.execute_input":·"2024-01-12T06:28:44.~~385668~~Z",	197	····················"iopub.execute_input":·"2024-01-12T07:14:58.242575Z",
198	····················"iopub.status.busy":·"2024-01-12T06:28:44.~~384804~~Z",	198	····················"iopub.status.busy":·"2024-01-12T07:14:58.227957Z",
199	····················"iopub.status.idle":·"2024-01-12T06:28:44.~~477~~476Z",	199	····················"iopub.status.idle":·"2024-01-12T07:14:58.631494Z",
200	····················"shell.execute_reply":·"2024-01-12T06:28:44.~~471236~~Z"	200	····················"shell.execute_reply":·"2024-01-12T07:14:58.625504Z"
201	················}	201	················}
202	············},	202	············},
203	············"outputs":·[	203	············"outputs":·[
204	················{	204	················{
205	····················"ename":·"NameError",	205	····················"ename":·"NameError",
206	····················"evalue":·"name·'air'·is·not·defined",	206	····················"evalue":·"name·'air'·is·not·defined",
207	····················"output_type":·"error",	207	····················"output_type":·"error",
Offset 256, 18 lines modified		Offset 256, 18 lines modified
256	············"execution_count":·5,	256	············"execution_count":·5,
257	············"metadata":·{	257	············"metadata":·{
258	················"ExecuteTime":·{	258	················"ExecuteTime":·{
259	····················"end_time":·"2020-01-15T14:46:02.187012Z",	259	····················"end_time":·"2020-01-15T14:46:02.187012Z",
260	····················"start_time":·"2020-01-15T14:46:02.105563Z"	260	····················"start_time":·"2020-01-15T14:46:02.105563Z"
261	················},	261	················},
262	················"execution":·{	262	················"execution":·{
263	····················"iopub.execute_input":·"2024-01-12T06:28:44.~~501794~~Z",	263	····················"iopub.execute_input":·"2024-01-12T07:14:58.665407Z",
264	····················"iopub.status.busy":·"2024-01-12T06:28:44.~~500890~~Z",	264	····················"iopub.status.busy":·"2024-01-12T07:14:58.663024Z",
265	····················"iopub.status.idle":·"2024-01-12T06:28:44.~~575515~~Z",	265	····················"iopub.status.idle":·"2024-01-12T07:14:58.929278Z",
266	····················"shell.execute_reply":·"2024-01-12T06:28:44.~~571338~~Z"	266	····················"shell.execute_reply":·"2024-01-12T07:14:58.923146Z"
267	················}	267	················}
268	············},	268	············},
269	············"outputs":·[	269	············"outputs":·[
270	················{	270	················{
271	····················"ename":·"NameError",	271	····················"ename":·"NameError",
272	····················"evalue":·"name·'air'·is·not·defined",	272	····················"evalue":·"name·'air'·is·not·defined",
273	····················"output_type":·"error",	273	····················"output_type":·"error",
Offset 334, 18 lines modified		Offset 334, 18 lines modified
334	············"execution_count":·6,	334	············"execution_count":·6,
335	············"metadata":·{	335	············"metadata":·{
336	················"ExecuteTime":·{	336	················"ExecuteTime":·{
337	····················"end_time":·"2020-01-15T14:46:05.031672Z",	337	····················"end_time":·"2020-01-15T14:46:05.031672Z",
338	····················"start_time":·"2020-01-15T14:46:04.947588Z"	338	····················"start_time":·"2020-01-15T14:46:04.947588Z"
339	················},	339	················},
340	················"execution":·{	340	················"execution":·{
341	····················"iopub.execute_input":·"2024-01-12T06:28:44.~~587475~~Z",	341	····················"iopub.execute_input":·"2024-01-12T07:14:58.960788Z",
342	····················"iopub.status.busy":·"2024-01-12T06:28:44.586~~623~~Z",	342	····················"iopub.status.busy":·"2024-01-12T07:14:58.958714Z",
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344	····················"shell.execute_reply":·"2024-01-12T06:28:44.67~~833~~6Z"	344	····················"shell.execute_reply":·"2024-01-12T07:14:59.173256Z"
345	················}	345	················}
346	············},	346	············},
347	············"outputs":·[	347	············"outputs":·[
348	················{	348	················{
349	····················"ename":·"NameError",	349	····················"ename":·"NameError",
350	····················"evalue":·"name·'air'·is·not·defined",	350	····················"evalue":·"name·'air'·is·not·defined",
351	····················"output_type":·"error",	351	····················"output_type":·"error",
Offset 380, 18 lines modified		Offset 380, 18 lines modified
380	············"execution_count":·7,	380	············"execution_count":·7,
381	············"metadata":·{	381	············"metadata":·{
382	················"ExecuteTime":·{	382	················"ExecuteTime":·{
383	····················"end_time":·"2020-01-15T14:46:09.325218Z",	383	····················"end_time":·"2020-01-15T14:46:09.325218Z",
384	····················"start_time":·"2020-01-15T14:46:09.303020Z"	384	····················"start_time":·"2020-01-15T14:46:09.303020Z"
385	················},	385	················},
386	················"execution":·{	386	················"execution":·{
387	····················"iopub.execute_input":·"2024-01-12T06:28:44.~~694533~~Z",	387	····················"iopub.execute_input":·"2024-01-12T07:14:59.217092Z",
388	····················"iopub.status.busy":·"2024-01-12T06:28:44.~~691814~~Z",	388	····················"iopub.status.busy":·"2024-01-12T07:14:59.214657Z",
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390	····················"shell.execute_reply":·"2024-01-12T06:28:44.~~775113~~Z"	390	····················"shell.execute_reply":·"2024-01-12T07:14:59.428350Z"
391	················}	391	················}
392	············},	392	············},
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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":·"2024-01-12T06:28:59.089378Z",	35	····················"iopub.execute_input":·"2024-01-12T07:16:10.459385Z",
36	····················"iopub.status.busy":·"2024-01-12T06:28:59.088~~185~~Z",	36	····················"iopub.status.busy":·"2024-01-12T07:16:10.448667Z",
37	····················"iopub.status.idle":·"2024-01-12T06:29:03.~~77728~~4Z",	37	····················"iopub.status.idle":·"2024-01-12T07:16:35.914804Z",
38	····················"shell.execute_reply":·"2024-01-12T06:29:03.~~770050~~Z"	38	····················"shell.execute_reply":·"2024-01-12T07:16:35.905449Z"
39	················}	39	················}
40	············},	40	············},
41	············"outputs":·[],	41	············"outputs":·[],
42	············"source":·[	42	············"source":·[
43	················"%matplotlib·inline\n",	43	················"%matplotlib·inline\n",
44	················"\n",	44	················"\n",
45	················"import·cartopy.crs·as·ccrs\n",	45	················"import·cartopy.crs·as·ccrs\n",
Offset 63, 18 lines modified		Offset 63, 18 lines modified
63	············"execution_count":·2,	63	············"execution_count":·2,
64	············"metadata":·{	64	············"metadata":·{
65	················"ExecuteTime":·{	65	················"ExecuteTime":·{
66	····················"end_time":·"2020-03-17T14:43:57.831734Z",	66	····················"end_time":·"2020-03-17T14:43:57.831734Z",
67	····················"start_time":·"2020-03-17T14:43:57.651845Z"	67	····················"start_time":·"2020-03-17T14:43:57.651845Z"
68	················},	68	················},
69	················"execution":·{	69	················"execution":·{
70	····················"iopub.execute_input":·"2024-01-12T06:29:03.~~7939~~26Z",	70	····················"iopub.execute_input":·"2024-01-12T07:16:35.971728Z",
71	····················"iopub.status.busy":·"2024-01-12T06:29:03.~~792~~657Z",	71	····················"iopub.status.busy":·"2024-01-12T07:16:35.948614Z",
72	····················"iopub.status.idle":·"2024-01-12T06:29:04.~~470~~927Z",	72	····················"iopub.status.idle":·"2024-01-12T07:16:41.299922Z",
73	····················"shell.execute_reply":·"2024-01-12T06:29:04.~~468775~~Z"	73	····················"shell.execute_reply":·"2024-01-12T07:16:41.293026Z"
74	················}	74	················}
75	············},	75	············},
76	············"outputs":·[	76	············"outputs":·[
77	················{	77	················{
78	····················"ename":·"ImportError",	78	····················"ename":·"ImportError",
79	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",	79	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",
80	····················"output_type":·"error",	80	····················"output_type":·"error",
Offset 116, 18 lines modified		Offset 116, 18 lines modified
116	············"execution_count":·3,	116	············"execution_count":·3,
117	············"metadata":·{	117	············"metadata":·{
118	················"ExecuteTime":·{	118	················"ExecuteTime":·{
119	····················"end_time":·"2020-03-17T14:43:59.887120Z",	119	····················"end_time":·"2020-03-17T14:43:59.887120Z",
120	····················"start_time":·"2020-03-17T14:43:59.582894Z"	120	····················"start_time":·"2020-03-17T14:43:59.582894Z"
121	················},	121	················},
122	················"execution":·{	122	················"execution":·{
123	····················"iopub.execute_input":·"2024-01-12T06:29:04.~~481977~~Z",	123	····················"iopub.execute_input":·"2024-01-12T07:16:41.332536Z",
124	····················"iopub.status.busy":·"2024-01-12T06:29:04.~~481~~186Z",	124	····················"iopub.status.busy":·"2024-01-12T07:16:41.330116Z",
125	····················"iopub.status.idle":·"2024-01-12T06:29:04.~~892126~~Z",	125	····················"iopub.status.idle":·"2024-01-12T07:16:43.533614Z",
126	····················"shell.execute_reply":·"2024-01-12T06:29:04.~~889926~~Z"	126	····················"shell.execute_reply":·"2024-01-12T07:16:43.517573Z"
127	················}	127	················}
128	············},	128	············},
129	············"outputs":·[	129	············"outputs":·[
130	················{	130	················{
131	····················"ename":·"NameError",	131	····················"ename":·"NameError",
132	····················"evalue":·"name·'air'·is·not·defined",	132	····················"evalue":·"name·'air'·is·not·defined",
133	····················"output_type":·"error",	133	····················"output_type":·"error",
Offset 172, 18 lines modified		Offset 172, 18 lines modified
172	············"execution_count":·4,	172	············"execution_count":·4,
173	············"metadata":·{	173	············"metadata":·{
174	················"ExecuteTime":·{	174	················"ExecuteTime":·{
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177	················},	177	················},
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183	················}	183	················}
184	············},	184	············},
185	············"outputs":·[	185	············"outputs":·[
186	················{	186	················{
187	····················"ename":·"NameError",	187	····················"ename":·"NameError",
188	····················"evalue":·"name·'air'·is·not·defined",	188	····················"evalue":·"name·'air'·is·not·defined",
189	····················"output_type":·"error",	189	····················"output_type":·"error",
Offset 213, 18 lines modified		Offset 213, 18 lines modified
213	············"execution_count":·5,	213	············"execution_count":·5,
214	············"metadata":·{	214	············"metadata":·{
215	················"ExecuteTime":·{	215	················"ExecuteTime":·{
216	····················"end_time":·"2020-03-17T14:44:52.607120Z",	216	····················"end_time":·"2020-03-17T14:44:52.607120Z",
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218	················},	218	················},
219	················"execution":·{	219	················"execution":·{
220	····················"iopub.execute_input":·"2024-01-12T06:29:04.~~985~~138Z",	220	····················"iopub.execute_input":·"2024-01-12T07:16:44.049159Z",
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224	················}	224	················}
225	············},	225	············},
226	············"outputs":·[	226	············"outputs":·[
227	················{	227	················{
228	····················"ename":·"NameError",	228	····················"ename":·"NameError",
229	····················"evalue":·"name·'air'·is·not·defined",	229	····················"evalue":·"name·'air'·is·not·defined",
230	····················"output_type":·"error",	230	····················"output_type":·"error",
Offset 246, 18 lines modified		Offset 246, 18 lines modified
246	············"execution_count":·6,	246	············"execution_count":·6,
247	············"metadata":·{	247	············"metadata":·{
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249	····················"end_time":·"2020-03-17T14:44:54.334279Z",	249	····················"end_time":·"2020-03-17T14:44:54.334279Z",
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251	················},	251	················},
252	················"execution":·{	252	················"execution":·{
253	····················"iopub.execute_input":·"2024-01-12T06:29:05.049~~916~~Z",	253	····················"iopub.execute_input":·"2024-01-12T07:16:44.492680Z",
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256	····················"shell.execute_reply":·"2024-01-12T06:29:05.~~612425~~Z"	256	····················"shell.execute_reply":·"2024-01-12T07:16:45.853509Z"
257	················}	257	················}
258	············},	258	············},
259	············"outputs":·[	259	············"outputs":·[
260	················{	260	················{
261	····················"ename":·"NameError",	261	····················"ename":·"NameError",
262	····················"evalue":·"name·'air_weighted'·is·not·defined",	262	····················"evalue":·"name·'air_weighted'·is·not·defined",
263	····················"output_type":·"error",	263	····················"output_type":·"error",
Offset 288, 18 lines modified		Offset 288, 18 lines modified
288	············"execution_count":·7,	288	············"execution_count":·7,
289	············"metadata":·{	289	············"metadata":·{
290	················"ExecuteTime":·{	290	················"ExecuteTime":·{
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293	················},	293	················},
294	················"execution":·{	294	················"execution":·{
295	····················"iopub.execute_input":·"2024-01-12T06:29:05.639390Z",	295	····················"iopub.execute_input":·"2024-01-12T07:16:45.949040Z",
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298	····················"shell.execute_reply":·"2024-01-12T06:29:05.~~752415~~Z"	298	····················"shell.execute_reply":·"2024-01-12T07:16:46.329502Z"
299	················}	299	················}
300	············},	300	············},
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Offset 12, 18 lines modified		Offset 12, 18 lines modified
12	········},	12	········},
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15	············"execution_count":·1,	15	············"execution_count":·1,
16	············"id":·"41b90ede",	16	············"id":·"41b90ede",
17	············"metadata":·{	17	············"metadata":·{
18	················"execution":·{	18	················"execution":·{
19	····················"iopub.execute_input":·"2024-01-12T06:29:16.543~~369~~Z",	19	····················"iopub.execute_input":·"2024-01-12T07:17:25.863843Z",
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22	····················"shell.execute_reply":·"2024-01-12T06:29:19.~~842875~~Z"	22	····················"shell.execute_reply":·"2024-01-12T07:17:40.697514Z"
23	················}	23	················}
24	············},	24	············},
25	············"outputs":·[	25	············"outputs":·[
26	················{	26	················{
27	····················"ename":·"ImportError",	27	····················"ename":·"ImportError",
28	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",	28	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",
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":·{
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22	····················"end_time":·"2018-11-28T20:51:35.958210Z",	22	····················"end_time":·"2018-11-28T20:51:35.958210Z",
23	····················"start_time":·"2018-11-28T20:51:35.936966Z"	23	····················"start_time":·"2018-11-28T20:51:35.936966Z"
24	················},	24	················},
25	················"execution":·{	25	················"execution":·{
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30	················}	30	················}
31	············},	31	············},
32	············"outputs":·[],	32	············"outputs":·[],
33	············"source":·[	33	············"source":·[
34	················"%matplotlib·inline\n",	34	················"%matplotlib·inline\n",
35	················"import·numpy·as·np\n",	35	················"import·numpy·as·np\n",
36	················"import·pandas·as·pd\n",	36	················"import·pandas·as·pd\n",
Offset 50, 18 lines modified		Offset 50, 18 lines modified
50	············"execution_count":·2,	50	············"execution_count":·2,
51	············"metadata":·{	51	············"metadata":·{
52	················"ExecuteTime":·{	52	················"ExecuteTime":·{
53	····················"end_time":·"2018-11-28T20:51:36.072316Z",	53	····················"end_time":·"2018-11-28T20:51:36.072316Z",
54	····················"start_time":·"2018-11-28T20:51:36.016594Z"	54	····················"start_time":·"2018-11-28T20:51:36.016594Z"
55	················},	55	················},
56	················"execution":·{	56	················"execution":·{
57	····················"iopub.execute_input":·"2024-01-12T06:29:34.~~522932~~Z",	57	····················"iopub.execute_input":·"2024-01-12T07:18:31.156308Z",
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60	····················"shell.execute_reply":·"2024-01-12T06:29:35.549~~732~~Z"	60	····················"shell.execute_reply":·"2024-01-12T07:18:36.909529Z"
61	················}	61	················}
62	············},	62	············},
63	············"outputs":·[	63	············"outputs":·[
64	················{	64	················{
65	····················"ename":·"ImportError",	65	····················"ename":·"ImportError",
66	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",	66	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",
67	····················"output_type":·"error",	67	····················"output_type":·"error",
Offset 96, 18 lines modified		Offset 96, 18 lines modified
96	············]	96	············]
97	········},	97	········},
98	········{	98	········{
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100	············"execution_count":·3,	100	············"execution_count":·3,
101	············"metadata":·{	101	············"metadata":·{
102	················"execution":·{	102	················"execution":·{
103	····················"iopub.execute_input":·"2024-01-12T06:29:35.~~572064~~Z",	103	····················"iopub.execute_input":·"2024-01-12T07:18:36.985552Z",
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107	················}	107	················}
108	············},	108	············},
109	············"outputs":·[	109	············"outputs":·[
110	················{	110	················{
111	····················"ename":·"NameError",	111	····················"ename":·"NameError",
112	····················"evalue":·"name·'ds'·is·not·defined",	112	····················"evalue":·"name·'ds'·is·not·defined",
113	····················"output_type":·"error",	113	····················"output_type":·"error",
Offset 129, 18 lines modified		Offset 129, 18 lines modified
129	············"execution_count":·4,	129	············"execution_count":·4,
130	············"metadata":·{	130	············"metadata":·{
131	················"ExecuteTime":·{	131	················"ExecuteTime":·{
132	····················"end_time":·"2018-11-28T20:51:36.132413Z",	132	····················"end_time":·"2018-11-28T20:51:36.132413Z",
133	····················"start_time":·"2018-11-28T20:51:36.073708Z"	133	····················"start_time":·"2018-11-28T20:51:36.073708Z"
134	················},	134	················},
135	················"execution":·{	135	················"execution":·{
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139	····················"shell.execute_reply":·"2024-01-12T06:29:35.~~828~~504Z"	139	····················"shell.execute_reply":·"2024-01-12T07:18:38.005517Z"
140	················}	140	················}
141	············},	141	············},
142	············"outputs":·[	142	············"outputs":·[
143	················{	143	················{
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Offset 170, 18 lines modified		Offset 170, 18 lines modified
170	············"execution_count":·5,	170	············"execution_count":·5,
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175	················},	175	················},
176	················"execution":·{	176	················"execution":·{
177	····················"iopub.execute_input":·"2024-01-12T06:29:35.855~~147~~Z",	177	····················"iopub.execute_input":·"2024-01-12T07:18:38.085071Z",
178	····················"iopub.status.busy":·"2024-01-12T06:29:35.~~85423~~8Z",	178	····················"iopub.status.busy":·"2024-01-12T07:18:38.082778Z",
179	····················"iopub.status.idle":·"2024-01-12T06:29:35.9~~499~~07Z",	179	····················"iopub.status.idle":·"2024-01-12T07:18:38.392220Z",
180	····················"shell.execute_reply":·"2024-01-12T06:29:35.~~947~~536Z"	180	····················"shell.execute_reply":·"2024-01-12T07:18:38.385525Z"
181	················}	181	················}
182	············},	182	············},
183	············"outputs":·[	183	············"outputs":·[
184	················{	184	················{
185	····················"ename":·"NameError",	185	····················"ename":·"NameError",
186	····················"evalue":·"name·'ds_weighted'·is·not·defined",	186	····················"evalue":·"name·'ds_weighted'·is·not·defined",
187	····················"output_type":·"error",	187	····················"output_type":·"error",
Offset 202, 18 lines modified		Offset 202, 18 lines modified
202	············"execution_count":·6,	202	············"execution_count":·6,
203	············"metadata":·{	203	············"metadata":·{
204	················"ExecuteTime":·{	204	················"ExecuteTime":·{
205	····················"end_time":·"2018-11-28T20:51:36.190765Z",	205	····················"end_time":·"2018-11-28T20:51:36.190765Z",
206	····················"start_time":·"2018-11-28T20:51:36.154416Z"	206	····················"start_time":·"2018-11-28T20:51:36.154416Z"
207	················},	207	················},
208	················"execution":·{	208	················"execution":·{
209	····················"iopub.execute_input":·"2024-01-12T06:29:35.~~974016~~Z",	209	····················"iopub.execute_input":·"2024-01-12T07:18:38.422894Z",
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211	····················"iopub.status.idle":·"2024-01-12T06:29:36.~~06511~~8Z",	211	····················"iopub.status.idle":·"2024-01-12T07:18:38.791928Z",
212	····················"shell.execute_reply":·"2024-01-12T06:29:36.~~060~~560Z"	212	····················"shell.execute_reply":·"2024-01-12T07:18:38.779568Z"
213	················}	213	················}
214	············},	214	············},
215	············"outputs":·[	215	············"outputs":·[
216	················{	216	················{
217	····················"ename":·"NameError",	217	····················"ename":·"NameError",
218	····················"evalue":·"name·'ds'·is·not·defined",	218	····················"evalue":·"name·'ds'·is·not·defined",
219	····················"output_type":·"error",	219	····················"output_type":·"error",
Offset 236, 18 lines modified		Offset 236, 18 lines modified
236	············"execution_count":·7,	236	············"execution_count":·7,
237	············"metadata":·{	237	············"metadata":·{
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239	····················"end_time":·"2018-11-28T20:51:40.264871Z",	239	····················"end_time":·"2018-11-28T20:51:40.264871Z",
240	····················"start_time":·"2018-11-28T20:51:36.192467Z"	240	····················"start_time":·"2018-11-28T20:51:36.192467Z"
241	················},	241	················},
242	················"execution":·{	242	················"execution":·{
243	····················"iopub.execute_input":·"2024-01-12T06:29:36.~~087792~~Z",	243	····················"iopub.execute_input":·"2024-01-12T07:18:38.850160Z",
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246	····················"shell.execute_reply":·"2024-01-12T06:29:36.~~263477~~Z"	246	····················"shell.execute_reply":·"2024-01-12T07:18:39.158596Z"
247	················}	247	················}
248	············},	248	············},
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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":·"2024-01-12T06:29:47.~~355494~~Z",	23	····················"iopub.execute_input":·"2024-01-12T07:19:20.722371Z",
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26	····················"shell.execute_reply":·"2024-01-12T06:29:53.~~9159~~53Z"	26	····················"shell.execute_reply":·"2024-01-12T07:19:45.293458Z"
27	················}	27	················}
28	············},	28	············},
29	············"outputs":·[],	29	············"outputs":·[],
30	············"source":·[	30	············"source":·[
31	················"%matplotlib·inline\n",	31	················"%matplotlib·inline\n",
32	················"import·numpy·as·np\n",	32	················"import·numpy·as·np\n",
33	················"import·pandas·as·pd\n",	33	················"import·pandas·as·pd\n",
Offset 48, 18 lines modified		Offset 48, 18 lines modified
48	············"execution_count":·2,	48	············"execution_count":·2,
49	············"metadata":·{	49	············"metadata":·{
50	················"ExecuteTime":·{	50	················"ExecuteTime":·{
51	····················"end_time":·"2018-11-28T20:50:13.629720Z",	51	····················"end_time":·"2018-11-28T20:50:13.629720Z",
52	····················"start_time":·"2018-11-28T20:50:13.484542Z"	52	····················"start_time":·"2018-11-28T20:50:13.484542Z"
53	················},	53	················},
54	················"execution":·{	54	················"execution":·{
55	····················"iopub.execute_input":·"2024-01-12T06:29:53.~~973019~~Z",	55	····················"iopub.execute_input":·"2024-01-12T07:19:45.352248Z",
56	····················"iopub.status.busy":·"2024-01-12T06:29:53.947963Z",	56	····················"iopub.status.busy":·"2024-01-12T07:19:45.340961Z",
57	····················"iopub.status.idle":·"2024-01-12T06:29:55.161~~211~~Z",	57	····················"iopub.status.idle":·"2024-01-12T07:19:50.661593Z",
58	····················"shell.execute_reply":·"2024-01-12T06:29:55.15~~8670~~Z"	58	····················"shell.execute_reply":·"2024-01-12T07:19:50.657443Z"
59	················}	59	················}
60	············},	60	············},
61	············"outputs":·[	61	············"outputs":·[
62	················{	62	················{
63	····················"ename":·"ImportError",	63	····················"ename":·"ImportError",
64	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",	64	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",
65	····················"output_type":·"error",	65	····················"output_type":·"error",
Offset 93, 18 lines modified		Offset 93, 18 lines modified
93	············"execution_count":·3,	93	············"execution_count":·3,
94	············"metadata":·{	94	············"metadata":·{
95	················"ExecuteTime":·{	95	················"ExecuteTime":·{
96	····················"end_time":·"2018-11-28T20:50:15.836061Z",	96	····················"end_time":·"2018-11-28T20:50:15.836061Z",
97	····················"start_time":·"2018-11-28T20:50:15.768376Z"	97	····················"start_time":·"2018-11-28T20:50:15.768376Z"
98	················},	98	················},
99	················"execution":·{	99	················"execution":·{
100	····················"iopub.execute_input":·"2024-01-12T06:29:55.~~177573~~Z",	100	····················"iopub.execute_input":·"2024-01-12T07:19:50.719814Z",
101	····················"iopub.status.busy":·"2024-01-12T06:29:55.176609Z",	101	····················"iopub.status.busy":·"2024-01-12T07:19:50.709021Z",
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103	····················"shell.execute_reply":·"2024-01-12T06:29:55.255~~684~~Z"	103	····················"shell.execute_reply":·"2024-01-12T07:19:51.025439Z"
104	················}	104	················}
105	············},	105	············},
106	············"outputs":·[	106	············"outputs":·[
107	················{	107	················{
108	····················"ename":·"NameError",	108	····················"ename":·"NameError",
109	····················"evalue":·"name·'ds'·is·not·defined",	109	····················"evalue":·"name·'ds'·is·not·defined",
110	····················"output_type":·"error",	110	····················"output_type":·"error",
Offset 135, 18 lines modified		Offset 135, 18 lines modified
135	············"execution_count":·4,	135	············"execution_count":·4,
136	············"metadata":·{	136	············"metadata":·{
137	················"ExecuteTime":·{	137	················"ExecuteTime":·{
138	····················"end_time":·"2018-11-28T20:50:17.928556Z",	138	····················"end_time":·"2018-11-28T20:50:17.928556Z",
139	····················"start_time":·"2018-11-28T20:50:17.031211Z"	139	····················"start_time":·"2018-11-28T20:50:17.031211Z"
140	················},	140	················},
141	················"execution":·{	141	················"execution":·{
142	····················"iopub.execute_input":·"2024-01-12T06:29:55.~~273177~~Z",	142	····················"iopub.execute_input":·"2024-01-12T07:19:51.091503Z",
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145	····················"shell.execute_reply":·"2024-01-12T06:29:58.~~080~~445Z"	145	····················"shell.execute_reply":·"2024-01-12T07:19:59.121453Z"
146	················}	146	················}
147	············},	147	············},
148	············"outputs":·[	148	············"outputs":·[
149	················{	149	················{
150	····················"ename":·"NameError",	150	····················"ename":·"NameError",
151	····················"evalue":·"name·'ds'·is·not·defined",	151	····················"evalue":·"name·'ds'·is·not·defined",
152	····················"output_type":·"error",	152	····················"output_type":·"error",
Offset 188, 18 lines modified		Offset 188, 18 lines modified
188	············"execution_count":·5,	188	············"execution_count":·5,
189	············"metadata":·{	189	············"metadata":·{
190	················"ExecuteTime":·{	190	················"ExecuteTime":·{
191	····················"end_time":·"2018-11-28T20:50:20.567749Z",	191	····················"end_time":·"2018-11-28T20:50:20.567749Z",
192	····················"start_time":·"2018-11-28T20:50:19.999393Z"	192	····················"start_time":·"2018-11-28T20:50:19.999393Z"
193	················},	193	················},
194	················"execution":·{	194	················"execution":·{
195	····················"iopub.execute_input":·"2024-01-12T06:29:58.09~~5045~~Z",	195	····················"iopub.execute_input":·"2024-01-12T07:19:59.191190Z",
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198	····················"shell.execute_reply":·"2024-01-12T06:29:58.20~~0508~~Z"	198	····················"shell.execute_reply":·"2024-01-12T07:19:59.509440Z"
199	················}	199	················}
200	············},	200	············},
201	············"outputs":·[	201	············"outputs":·[
202	················{	202	················{
203	····················"ename":·"NameError",	203	····················"ename":·"NameError",
204	····················"evalue":·"name·'ds'·is·not·defined",	204	····················"evalue":·"name·'ds'·is·not·defined",
205	····················"output_type":·"error",	205	····················"output_type":·"error",
Offset 227, 18 lines modified		Offset 227, 18 lines modified
227	············"execution_count":·6,	227	············"execution_count":·6,
228	············"metadata":·{	228	············"metadata":·{
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230	····················"end_time":·"2018-11-28T20:50:31.131708Z",	230	····················"end_time":·"2018-11-28T20:50:31.131708Z",
231	····················"start_time":·"2018-11-28T20:50:30.444697Z"	231	····················"start_time":·"2018-11-28T20:50:30.444697Z"
232	················},	232	················},
233	················"execution":·{	233	················"execution":·{
234	····················"iopub.execute_input":·"2024-01-12T06:29:58.~~235~~602Z",	234	····················"iopub.execute_input":·"2024-01-12T07:19:59.574631Z",
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237	····················"shell.execute_reply":·"2024-01-12T06:29:58.~~984481~~Z"	237	····················"shell.execute_reply":·"2024-01-12T07:20:01.213507Z"
238	················}	238	················}
239	············},	239	············},
240	············"outputs":·[	240	············"outputs":·[
241	················{	241	················{
242	····················"ename":·"NameError",	242	····················"ename":·"NameError",
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244	····················"output_type":·"error",	244	····················"output_type":·"error",
Offset 285, 18 lines modified		Offset 285, 18 lines modified
285	············"execution_count":·7,	285	············"execution_count":·7,
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288	····················"end_time":·"2018-11-28T20:50:43.670463Z",	288	····················"end_time":·"2018-11-28T20:50:43.670463Z",
289	····················"start_time":·"2018-11-28T20:50:43.245501Z"	289	····················"start_time":·"2018-11-28T20:50:43.245501Z"
290	················},	290	················},
291	················"execution":·{	291	················"execution":·{
292	····················"iopub.execute_input":·"2024-01-12T06:29:59.027~~577~~Z",	292	····················"iopub.execute_input":·"2024-01-12T07:20:01.302125Z",
293	····················"iopub.status.busy":·"2024-01-12T06:29:59.~~026706~~Z",	293	····················"iopub.status.busy":·"2024-01-12T07:20:01.280434Z",
294	····················"iopub.status.idle":·"2024-01-12T06:29:59.~~267~~594Z",	294	····················"iopub.status.idle":·"2024-01-12T07:20:01.811581Z",
295	····················"shell.execute_reply":·"2024-01-12T06:29:59.~~252453~~Z"	295	····················"shell.execute_reply":·"2024-01-12T07:20:01.796696Z"
296	················}	296	················}
297	············},	297	············},
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574	</div>	574	</div>
575	</div>	575	</div>
576	<div·class="nboutput·docutils·container">	576	<div·class="nboutput·docutils·container">
577	<div·class="prompt·empty·docutils·container">	577	<div·class="prompt·empty·docutils·container">
578	</div>	578	</div>
579	<div·class="output_area·stderr·docutils·container">	579	<div·class="output_area·stderr·docutils·container">
580	<div·class="highlight"><pre>	580	<div·class="highlight"><pre>
581	/tmp/ipykernel_2~~4969~~/2946363816.py:1:·DeprecationWarning:·open_rasterio·is·Deprecated·in·favor·of·rioxarray.·For·information·about·transitioning,·see:·https://corteva.github.io/rioxarray/stable/getting_started/getting_started.html	581	/tmp/ipykernel_27594/2946363816.py:1:·DeprecationWarning:·open_rasterio·is·Deprecated·in·favor·of·rioxarray.·For·information·about·transitioning,·see:·https://corteva.github.io/rioxarray/stable/getting_started/getting_started.html
582	··da·=·xr.tutorial.open_rasterio("RGB.byte")	582	··da·=·xr.tutorial.open_rasterio("RGB.byte")
583	</pre></div></div>	583	</pre></div></div>
584	</div>	584	</div>
585	<div·class="nboutput·nblast·docutils·container">	585	<div·class="nboutput·nblast·docutils·container">
586	<div·class="prompt·empty·docutils·container">	586	<div·class="prompt·empty·docutils·container">
587	</div>	587	</div>
588	<div·class="output_area·docutils·container">	588	<div·class="output_area·docutils·container">
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657	</div>	657	</div>
658	</div>	658	</div>
659	<div·class="nboutput·docutils·container">	659	<div·class="nboutput·docutils·container">
660	<div·class="prompt·empty·docutils·container">	660	<div·class="prompt·empty·docutils·container">
661	</div>	661	</div>
662	<div·class="output_area·stderr·docutils·container">	662	<div·class="output_area·stderr·docutils·container">
663	<div·class="highlight"><pre>	663	<div·class="highlight"><pre>
664	/tmp/ipykernel_2~~4969~~/3653941964.py:4:·DeprecationWarning:·open_rasterio·is·Deprecated·in·favor·of·rioxarray.·For·information·about·transitioning,·see:·https://corteva.github.io/rioxarray/stable/getting_started/getting_started.html	664	/tmp/ipykernel_27594/3653941964.py:4:·DeprecationWarning:·open_rasterio·is·Deprecated·in·favor·of·rioxarray.·For·information·about·transitioning,·see:·https://corteva.github.io/rioxarray/stable/getting_started/getting_started.html
665	··da·=·xr.tutorial.open_rasterio("RGB.byte")	665	··da·=·xr.tutorial.open_rasterio("RGB.byte")
666	</pre></div></div>	666	</pre></div></div>
667	</div>	667	</div>
668	<div·class="nboutput·nblast·docutils·container">	668	<div·class="nboutput·nblast·docutils·container">
669	<div·class="prompt·empty·docutils·container">	669	<div·class="prompt·empty·docutils·container">
670	</div>	670	</div>
671	<div·class="output_area·docutils·container">	671	<div·class="output_area·docutils·container">


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705	</style><pre·class='xr-text-repr-fallback'><xarray.Dataset>	705	</style><pre·class='xr-text-repr-fallback'><xarray.Dataset>
706	Dimensions:···(time:·731,·location:·3)	706	Dimensions:···(time:·731,·location:·3)
707	Coordinates:	707	Coordinates:
708	··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31	708	··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31
709	··*·location··(location)·<U2·'IA'·'IN'·'IL'	709	··*·location··(location)·<U2·'IA'·'IN'·'IL'
710	Data·variables:	710	Data·variables:
711	····tmin······(time,·location)·float64·-8.037·-1.788·-3.932·...·-1.346·-4.544	711	····tmin······(time,·location)·float64·-8.037·-1.788·-3.932·...·-1.346·-4.544
712	····tmax······(time,·location)·float64·12.98·3.31·6.779·...·6.636·3.343·3.805</pre><div·class='xr-wrap'·style='display:none'><div·class='xr-header'><div·class='xr-obj-type'>xarray.Dataset</div></div><ul·class='xr-sections'><li·class='xr-section-item'><input·id='section-~~f376a018~~-~~ddce~~-4~~67e~~-a~~759~~-~~ed22890078b5~~'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-~~f376a018~~-~~ddce~~-4~~67e~~-a~~759~~-~~ed22890078b5~~'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·674~~983~~1ea~~94476~~f79a~~9e55661~~1~~614a~~f~~8580~~1~~29789~~e~~4fd5~~579ea26~~aaaad1cff~~50·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array(['2000-01-01T00:00:00.000000000',·'2000-01-02T00:00:00.000000000',	712	····tmax······(time,·location)·float64·12.98·3.31·6.779·...·6.636·3.343·3.805</pre><div·class='xr-wrap'·style='display:none'><div·class='xr-header'><div·class='xr-obj-type'>xarray.Dataset</div></div><ul·class='xr-sections'><li·class='xr-section-item'><input·id='section-e0cd9921-ec0b-4eb8-a514-95a7309dc200'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-e0cd9921-ec0b-4eb8-a514-95a7309dc200'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·5f4dc51ae8a0cf48a22220af001c505fc65b14eb10e1c19572ab6432b121355a·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array(['2000-01-01T00:00:00.000000000',·'2000-01-02T00:00:00.000000000',
713	·······'2000-01-03T00:00:00.000000000',·...,·'2001-12-29T00:00:00.000000000',	713	·······'2000-01-03T00:00:00.000000000',·...,·'2001-12-29T00:00:00.000000000',
714	·······'2001-12-30T00:00:00.000000000',·'2001-12-31T00:00:00.000000000'],	714	·······'2001-12-30T00:00:00.000000000',·'2001-12-31T00:00:00.000000000'],
715	······dtype='datetime64[ns]')</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span·class='xr-has-index'>location</span></div><div·class='xr-var-dims'>(location)</div><div·class='xr-var-dtype'><U2</div><div·class='xr-var-preview·xr-preview'>'IA'·'IN'·'IL'</div><input·id='attrs-~~34f08b32~~-~~6401~~-4~~5ca~~-a~~9ff~~-~~e8164802057e~~'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-~~34f08b32~~-~~6401~~-4~~5ca~~-a~~9ff~~-~~e8164802057e~~'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·1502,·SHA:·e~~1f4~~8~~970~~a~~0977~~5~~0300~~a~~1a7~~9~~bd9~~36~~264~~22~~948bcc5bbe2~~0~~57986bc3~~1~~384~~e3f16bd·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[·-8.03736932,··-1.78844117,··-3.93154201],	715	······dtype='datetime64[ns]')</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span·class='xr-has-index'>location</span></div><div·class='xr-var-dims'>(location)</div><div·class='xr-var-dtype'><U2</div><div·class='xr-var-preview·xr-preview'>'IA'·'IN'·'IL'</div><input·id='attrs-75e101c6-3bda-4999-a418-322e9c87f1df'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-75e101c6-3bda-4999-a418-322e9c87f1df'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·1502,·SHA:·6d28a483f549baa2dc9ff53276890b2f275d1e2239140eea6572261855ebf2bf·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[·-8.03736932,··-1.78844117,··-3.93154201],
716	·······[·-9.34115662,··-6.55807323,···0.13203714],	716	·······[·-9.34115662,··-6.55807323,···0.13203714],
717	·······[-12.13971902,··-6.14641918,··-1.06187252],	717	·······[-12.13971902,··-6.14641918,··-1.06187252],
718	·······...,	718	·······...,
719	·······[·-5.34723825,·-13.37459826,··-4.93221199],	719	·······[·-5.34723825,·-13.37459826,··-4.93221199],
720	·······[·-2.67283594,··-5.18072141,··-4.11567869],	720	·······[·-2.67283594,··-5.18072141,··-4.11567869],
721	·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span>tmax</span></div><div·class='xr-var-dims'>(time,·location)</div><div·class='xr-var-dtype'>float64</div><div·class='xr-var-preview·xr-preview'>12.98·3.31·6.779·...·3.343·3.805</div><input·id='attrs-~~dffdab86~~-~~b0bd~~-4~~608~~-~~905e~~-b65f1812~~b807~~'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-~~dffdab86~~-~~b0bd~~-4~~608~~-~~905e~~-b65f1812~~b807~~'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·154,·SHA:·e86~~7ac~~db10~~f584~~91b01~~b0a83e4~~1bd0~~fdab85d428e~~5~~d07~~f~~567~~f6f~~5ed09ff13aa5~~·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[12.98054898,··3.31040942,··6.77855382],	721	·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span>tmax</span></div><div·class='xr-var-dims'>(time,·location)</div><div·class='xr-var-dtype'>float64</div><div·class='xr-var-preview·xr-preview'>12.98·3.31·6.779·...·3.343·3.805</div><input·id='attrs-0100423a-a931-4ee9-be1c-08b43f2163a5'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-0100423a-a931-4ee9-be1c-08b43f2163a5'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·154,·SHA:·d5684bd1839293501528d8c01690225c71b9a2f5ef2fcd8fff7ca9ab500cd906·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[12.98054898,··3.31040942,··6.77855382],
722	·······[·0.44785582,··6.37271154,··4.8434966·],	722	·······[·0.44785582,··6.37271154,··4.8434966·],
723	·······[·5.32269851,··6.25176289,··5.98033045],	723	·······[·5.32269851,··6.25176289,··5.98033045],
724	·······...,	724	·······...,
725	·······[·6.73078492,··7.74795302,··8.04569651],	725	·······[·6.73078492,··7.74795302,··8.04569651],
726	·······[·6.46376911,··6.31695352,··1.55799171],	726	·······[·6.46376911,··6.31695352,··1.55799171],
727	·······[·6.63593435,··3.34271537,··3.80527925]])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-~~9e17b4c7~~-~~49a2~~-4~~116~~-~~a04b~~-~~a87c3cf8257a~~'·class='xr-section-summary-in'·type='checkbox'··><label·for='section-~~9e17b4c7~~-~~49a2~~-4~~116~~-~~a04b~~-~~a87c3cf8257a~~'·class='xr-section-summary'·>Indexes:·<span>(2)</span></label><div·class='xr-section-inline-details'></div><div·c[·...·truncated·by·diffoscope;·len:·331,·SHA:·0605eaa1~~9f5~~46ae~~6a3b~~f2~~335~~6~~8d321d9da3f28bc02f38ef~~b~~e68~~386fd9~~ab8087b~~·...·]'·title='Show/Hide·index·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2000-01-01',·'2000-01-02',·'2000-01-03',·'2000-01-04',	727	·······[·6.63593435,··3.34271537,··3.80527925]])</pre></div></li></ul></div></li><li·class='xr-section-item'><input·id='section-5b7116fb-3d7f-47f0-9e35-bc2124a7ae9b'·class='xr-section-summary-in'·type='checkbox'··><label·for='section-5b7116fb-3d7f-47f0-9e35-bc2124a7ae9b'·class='xr-section-summary'·>Indexes:·<span>(2)</span></label><div·class='xr-section-inline-details'></div><div·c[·...·truncated·by·diffoscope;·len:·331,·SHA:·a2e891d29946be24c0f2f1ceab67fcfae08696d694cc6ad30bf7f3ea9d7dfa5e·...·]'·title='Show/Hide·index·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-index-data'><pre>PandasIndex(DatetimeIndex(['2000-01-01',·'2000-01-02',·'2000-01-03',·'2000-01-04',
728	···············'2000-01-05',·'2000-01-06',·'2000-01-07',·'2000-01-08',	728	···············'2000-01-05',·'2000-01-06',·'2000-01-07',·'2000-01-08',
729	···············'2000-01-09',·'2000-01-10',	729	···············'2000-01-09',·'2000-01-10',
730	···············...	730	···············...
731	···············'2001-12-22',·'2001-12-23',·'2001-12-24',·'2001-12-25',	731	···············'2001-12-22',·'2001-12-23',·'2001-12-24',·'2001-12-25',
732	···············'2001-12-26',·'2001-12-27',·'2001-12-28',·'2001-12-29',	732	···············'2001-12-26',·'2001-12-27',·'2001-12-28',·'2001-12-29',
733	···············'2001-12-30',·'2001-12-31'],	733	···············'2001-12-30',·'2001-12-31'],
734	··············dtype='datetime64[ns]',·name='time',·length=731,·freq='D'))</pre></div></li><li·class='xr-var-item'><div·class='xr-index-name'><div>location</div></div><div·class='xr-index-preview'>PandasIndex</div><div></div><input·id='index-~~b219be69~~-e2c1-4~~11c~~-b~~2d3~~-~~50e3412eea28~~'·class='xr-index-data-in'·type='checkbox'/><label·for='index-~~b219be69~~-e2c1-4~~11c~~-b~~2d3~~-~~50e3412eea28~~'·title='Show/Hide·index·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><di[·...·truncated·by·diffoscope;·len:·379,·SHA:·10~~85b954d~~89b~~87933cc15011~~a~~b0b9000~~f53f8~~3d55b1d9decb~~3~~1a25~~d~~9904b~~8~~53d~~·...·]4'·class='xr-section-summary'··title='Expand/collapse·section'>Attributes:·<span>(0)</span></label><div·class='xr-section-inline-details'></div><div·class='xr-section-details'><dl·class='xr-attrs'></dl></div></li></ul></div></div></div>	734	··············dtype='datetime64[ns]',·name='time',·length=731,·freq='D'))</pre></div></li><li·class='xr-var-item'><div·class='xr-index-name'><div>location</div></div><div·class='xr-index-preview'>PandasIndex</div><div></div><input·id='index-d6b0fd07-229c-495b-bf85-26dbf556a861'·class='xr-index-data-in'·type='checkbox'/><label·for='index-d6b0fd07-229c-495b-bf85-26dbf556a861'·title='Show/Hide·index·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><di[·...·truncated·by·diffoscope;·len:·379,·SHA:·b61cf1186b51e5f1ddbc79aa4edd8e88f51888ae80ce24a613cc93dd4aa68883·...·]4'·class='xr-section-summary'··title='Expand/collapse·section'>Attributes:·<span>(0)</span></label><div·class='xr-section-inline-details'></div><div·class='xr-section-details'><dl·class='xr-attrs'></dl></div></li></ul></div></div></div>
735	</div>	735	</div>
736	<section·id="Examine-a-dataset-with-pandas-and-seaborn">	736	<section·id="Examine-a-dataset-with-pandas-and-seaborn">
737	<h2>Examine·a·dataset·with·pandas·and·seaborn<a·class="headerlink"·href="#Examine-a-dataset-with-pandas-and-seaborn"·title="Permalink·to·this·heading">¶</a></h2>	737	<h2>Examine·a·dataset·with·pandas·and·seaborn<a·class="headerlink"·href="#Examine-a-dataset-with-pandas-and-seaborn"·title="Permalink·to·this·heading">¶</a></h2>
738	<section·id="Convert-to-a-pandas-DataFrame">	738	<section·id="Convert-to-a-pandas-DataFrame">
739	<h3>Convert·to·a·pandas·DataFrame<a·class="headerlink"·href="#Convert-to-a-pandas-DataFrame"·title="Permalink·to·this·heading">¶</a></h3>	739	<h3>Convert·to·a·pandas·DataFrame<a·class="headerlink"·href="#Convert-to-a-pandas-DataFrame"·title="Permalink·to·this·heading">¶</a></h3>
740	<div·class="nbinput·docutils·container">	740	<div·class="nbinput·docutils·container">
741	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:	741	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:
Offset 932, 15 lines modified		Offset 932, 15 lines modified


Offset 157, 15 lines modified		Offset 157, 15 lines modified
157	<AxesSubplot:·xlabel='time'>	157	<AxesSubplot:·xlabel='time'>
158	[../_images/examples_weather-data_7_1.png]	158	[../_images/examples_weather-data_7_1.png]

159	**·Visualize·using·seabornÂ¶·**	159	**·Visualize·using·seabornÂ¶·**
160	[5]:	160	[5]:
161	sns.pairplot(df.reset_index(),·vars=ds.data_vars)	161	sns.pairplot(df.reset_index(),·vars=ds.data_vars)
162	[5]:	162	[5]:
163	<seaborn.axisgrid.PairGrid·at·0xaa~~1915f~~0>	163	<seaborn.axisgrid.PairGrid·at·0xeab28fd0>
164	[../_images/examples_weather-data_9_1.png]	164	[../_images/examples_weather-data_9_1.png]

165	***·Probability·of·freeze·by·calendar·monthÂ¶·***	165	***·Probability·of·freeze·by·calendar·monthÂ¶·***
166	[6]:	166	[6]:
167	freeze·=·(ds["tmin"]·<=·0).groupby("time.month").mean("time")	167	freeze·=·(ds["tmin"]·<=·0).groupby("time.month").mean("time")
168	freeze	168	freeze
169	[6]:	169	[6]:


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15	············"execution_count":·1,	15	············"execution_count":·1,
16	············"metadata":·{	16	············"metadata":·{
17	················"ExecuteTime":·{	17	················"ExecuteTime":·{
18	····················"end_time":·"2020-01-27T15:43:36.127628Z",	18	····················"end_time":·"2020-01-27T15:43:36.127628Z",
19	····················"start_time":·"2020-01-27T15:43:36.081733Z"	19	····················"start_time":·"2020-01-27T15:43:36.081733Z"
20	················},	20	················},
21	················"execution":·{	21	················"execution":·{
22	····················"iopub.execute_input":·"2024-01-12T06:30:38.~~019493~~Z",	22	····················"iopub.execute_input":·"2024-01-12T07:22:02.370334Z",
23	····················"iopub.status.busy":·"2024-01-12T06:30:38.~~018~~544Z",	23	····················"iopub.status.busy":·"2024-01-12T07:22:02.352558Z",
24	····················"iopub.status.idle":·"2024-01-12T06:30:48.613~~184~~Z",	24	····················"iopub.status.idle":·"2024-01-12T07:22:37.843692Z",
25	····················"shell.execute_reply":·"2024-01-12T06:30:48.~~610929~~Z"	25	····················"shell.execute_reply":·"2024-01-12T07:22:37.837513Z"
26	················}	26	················}
27	············},	27	············},
28	············"outputs":·[	28	············"outputs":·[
29	················{	29	················{
30	····················"data":·{	30	····················"data":·{
31	························"text/html":·[	31	························"text/html":·[
32	····························"<div><svg·style=\"position:·absolute;·width:·0;·height:·0;·overflow:·hidden\">\n",	32	····························"<div><svg·style=\"position:·absolute;·width:·0;·height:·0;·overflow:·hidden\">\n",
Offset 395, 37 lines modified		Offset 395, 37 lines modified
395	····························"</style><pre·class='xr-text-repr-fallback'><xarray.Dataset>\n",	395	····························"</style><pre·class='xr-text-repr-fallback'><xarray.Dataset>\n",
396	····························"Dimensions:···(time:·731,·location:·3)\n",	396	····························"Dimensions:···(time:·731,·location:·3)\n",
397	····························"Coordinates:\n",	397	····························"Coordinates:\n",
398	····························"··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31\n",	398	····························"··*·time······(time)·datetime64[ns]·2000-01-01·2000-01-02·...·2001-12-31\n",
399	····························"··*·location··(location)·<U2·'IA'·'IN'·'IL'\n",	399	····························"··*·location··(location)·<U2·'IA'·'IN'·'IL'\n",
400	····························"Data·variables:\n",	400	····························"Data·variables:\n",
401	····························"····tmin······(time,·location)·float64·-8.037·-1.788·-3.932·...·-1.346·-4.544\n",	401	····························"····tmin······(time,·location)·float64·-8.037·-1.788·-3.932·...·-1.346·-4.544\n",
402	····························"····tmax······(time,·location)·float64·12.98·3.31·6.779·...·6.636·3.343·3.805</pre><div·class='xr-wrap'·style='display:none'><div·class='xr-header'><div·class='xr-obj-type'>xarray.Dataset</div></div><ul·class='xr-sections'><li·class='xr-section-item'><input·id='section-~~f376a018~~-~~ddce~~-4~~67e~~-a~~759~~-~~ed22890078b5~~'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-~~f376a018~~-~~ddce~~-4~~67e~~-a~~759~~-~~ed22890078b5~~'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·674~~983~~1ea~~94476~~f79a~~9e55661~~1~~614a~~f~~8580~~1~~29789~~e~~4fd5~~579ea26~~aaaad1cff~~50·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array(['2000-01-01T00:00:00.000000000',·'2000-01-02T00:00:00.000000000',\n",	402	····························"····tmax······(time,·location)·float64·12.98·3.31·6.779·...·6.636·3.343·3.805</pre><div·class='xr-wrap'·style='display:none'><div·class='xr-header'><div·class='xr-obj-type'>xarray.Dataset</div></div><ul·class='xr-sections'><li·class='xr-section-item'><input·id='section-e0cd9921-ec0b-4eb8-a514-95a7309dc200'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-e0cd9921-ec0b-4eb8-a514-95a7309dc200'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·5f4dc51ae8a0cf48a22220af001c505fc65b14eb10e1c19572ab6432b121355a·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array(['2000-01-01T00:00:00.000000000',·'2000-01-02T00:00:00.000000000',\n",
403	····························"·······'2000-01-03T00:00:00.000000000',·...,·'2001-12-29T00:00:00.000000000',\n",	403	····························"·······'2000-01-03T00:00:00.000000000',·...,·'2001-12-29T00:00:00.000000000',\n",
404	····························"·······'2001-12-30T00:00:00.000000000',·'2001-12-31T00:00:00.000000000'],\n",	404	····························"·······'2001-12-30T00:00:00.000000000',·'2001-12-31T00:00:00.000000000'],\n",
405	····························"······dtype='datetime64[ns]')</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span·class='xr-has-index'>location</span></div><div·class='xr-var-dims'>(location)</div><div·class='xr-var-dtype'><U2</div><div·class='xr-var-preview·xr-preview'>'IA'·'IN'·'IL'</div><input·id='attrs-~~34f08b32~~-~~6401~~-4~~5ca~~-a~~9ff~~-~~e8164802057e~~'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-~~34f08b32~~-~~6401~~-4~~5ca~~-a~~9ff~~-~~e8164802057e~~'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·1502,·SHA:·e~~1f4~~8~~970~~a~~0977~~5~~0300~~a~~1a7~~9~~bd9~~36~~264~~22~~948bcc5bbe2~~0~~57986bc3~~1~~384~~e3f16bd·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[·-8.03736932,··-1.78844117,··-3.93154201],\n",	405	····························"······dtype='datetime64[ns]')</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span·class='xr-has-index'>location</span></div><div·class='xr-var-dims'>(location)</div><div·class='xr-var-dtype'><U2</div><div·class='xr-var-preview·xr-preview'>'IA'·'IN'·'IL'</div><input·id='attrs-75e101c6-3bda-4999-a418-322e9c87f1df'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-75e101c6-3bda-4999-a418-322e9c87f1df'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·1502,·SHA:·6d28a483f549baa2dc9ff53276890b2f275d1e2239140eea6572261855ebf2bf·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[·-8.03736932,··-1.78844117,··-3.93154201],\n",
406	····························"·······[·-9.34115662,··-6.55807323,···0.13203714],\n",	406	····························"·······[·-9.34115662,··-6.55807323,···0.13203714],\n",
407	····························"·······[-12.13971902,··-6.14641918,··-1.06187252],\n",	407	····························"·······[-12.13971902,··-6.14641918,··-1.06187252],\n",
408	····························"·······...,\n",	408	····························"·······...,\n",
409	····························"·······[·-5.34723825,·-13.37459826,··-4.93221199],\n",	409	····························"·······[·-5.34723825,·-13.37459826,··-4.93221199],\n",
410	····························"·······[·-2.67283594,··-5.18072141,··-4.11567869],\n",	410	····························"·······[·-2.67283594,··-5.18072141,··-4.11567869],\n",
411	····························"·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span>tmax</span></div><div·class='xr-var-dims'>(time,·location)</div><div·class='xr-var-dtype'>float64</div><div·class='xr-var-preview·xr-preview'>12.98·3.31·6.779·...·3.343·3.805</div><input·id='attrs-~~dffdab86~~-~~b0bd~~-4~~608~~-~~905e~~-b65f1812~~b807~~'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-~~dffdab86~~-~~b0bd~~-4~~608~~-~~905e~~-b65f1812~~b807~~'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·154,·SHA:·e86~~7ac~~db10~~f584~~91b01~~b0a83e4~~1bd0~~fdab85d428e~~5~~d07~~f~~567~~f6f~~5ed09ff13aa5~~·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[12.98054898,··3.31040942,··6.77855382],\n",	411	····························"·······[··2.06327582,··-1.34576404,··-4.54392729]])</pre></div></li><li·class='xr-var-item'><div·class='xr-var-name'><span>tmax</span></div><div·class='xr-var-dims'>(time,·location)</div><div·class='xr-var-dtype'>float64</div><div·class='xr-var-preview·xr-preview'>12.98·3.31·6.779·...·3.343·3.805</div><input·id='attrs-0100423a-a931-4ee9-be1c-08b43f2163a5'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-0100423a-a931-4ee9-be1c-08b43f2163a5'·title='Show/Hide·attributes'><svg·class='icon·xr-icon-file-text2'><use·xlink:href='#icon-file-text2'></use></svg>[·...·truncated·by·diffoscope;·len:·154,·SHA:·d5684bd1839293501528d8c01690225c71b9a2f5ef2fcd8fff7ca9ab500cd906·...·]'·title='Show/Hide·data·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><div·class='xr-var-attrs'><dl·class='xr-attrs'></dl></div><div·class='xr-var-data'><pre>array([[12.98054898,··3.31040942,··6.77855382],\n",
412	····························"·······[·0.44785582,··6.37271154,··4.8434966·],\n",	412	····························"·······[·0.44785582,··6.37271154,··4.8434966·],\n",
413	····························"·······[·5.32269851,··6.25176289,··5.98033045],\n",	413	····························"·······[·5.32269851,··6.25176289,··5.98033045],\n",


Offset 310, 15 lines modified		Offset 310, 15 lines modified
310	</pre></div>	310	</pre></div>
311	</div>	311	</div>
312	</section>	312	</section>
313	<section·id="plotting">	313	<section·id="plotting">
314	<h2>Plotting<a·class="headerlink"·href="#plotting"·title="Permalink·to·this·heading">¶</a></h2>	314	<h2>Plotting<a·class="headerlink"·href="#plotting"·title="Permalink·to·this·heading">¶</a></h2>
315	<p>Visualizing·your·datasets·is·quick·and·convenient:</p>	315	<p>Visualizing·your·datasets·is·quick·and·convenient:</p>
316	<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>	316	<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>
317	<span·class="gh">Out[37]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0x~~ab59771~~0></span>	317	<span·class="gh">Out[37]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0xee94efb0></span>
318	</pre></div>	318	</pre></div>
319	</div>	319	</div>
320	<img·alt="../_images/plotting_quick_overview.png"·src="../_images/plotting_quick_overview.png"·/>	320	<img·alt="../_images/plotting_quick_overview.png"·src="../_images/plotting_quick_overview.png"·/>
321	<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>	321	<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>
322	</section>	322	</section>
323	<section·id="pandas">	323	<section·id="pandas">
324	<h2>pandas<a·class="headerlink"·href="#pandas"·title="Permalink·to·this·heading">¶</a></h2>	324	<h2>pandas<a·class="headerlink"·href="#pandas"·title="Permalink·to·this·heading">¶</a></h2>


Offset 210, 15 lines modified		Offset 210, 15 lines modified
210	#·https://github.com/SciTools/cartopy/issues/813·is·implemented	210	#·https://github.com/SciTools/cartopy/issues/813·is·implemented
211	crs·=·ccrs.UTM("18")	211	crs·=·ccrs.UTM("18")

212	#·Plot·on·a·map	212	#·Plot·on·a·map
213	ax·=·plt.subplot(projection=crs)	213	ax·=·plt.subplot(projection=crs)
214	da.plot.imshow(ax=ax,·rgb="band",·transform=crs)	214	da.plot.imshow(ax=ax,·rgb="band",·transform=crs)
215	ax.coastlines("10m",·color="r")	215	ax.coastlines("10m",·color="r")
216	/tmp/ipykernel_2~~4969~~/2946363816.py:1:·DeprecationWarning:·open_rasterio·is	216	/tmp/ipykernel_27594/2946363816.py:1:·DeprecationWarning:·open_rasterio·is
217	Deprecated·in·favor·of·rioxarray.·For·information·about·transitioning,·see:	217	Deprecated·in·favor·of·rioxarray.·For·information·about·transitioning,·see:
218	https://corteva.github.io/rioxarray/stable/getting_started/getting_started.html	218	https://corteva.github.io/rioxarray/stable/getting_started/getting_started.html
219	··da·=·xr.tutorial.open_rasterio("RGB.byte")	219	··da·=·xr.tutorial.open_rasterio("RGB.byte")
220	---------------------------------------------------------------------------	220	---------------------------------------------------------------------------
221	ModuleNotFoundError·······················Traceback·(most·recent·call·last)	221	ModuleNotFoundError·······················Traceback·(most·recent·call·last)
222	File·/build/reproducible-path/python-xarray-2023.01.0/xarray/tutorial.py:222,	222	File·/build/reproducible-path/python-xarray-2023.01.0/xarray/tutorial.py:222,
223	in·open_rasterio(name,·engine,·cache,·cache_dir,·**kws)	223	in·open_rasterio(name,·engine,·cache,·cache_dir,·**kws)
Offset 282, 15 lines modified		Offset 282, 15 lines modified
282	····y="lat",	282	····y="lat",
283	····transform=ccrs.PlateCarree(),	283	····transform=ccrs.PlateCarree(),
284	····cmap="Greys_r",	284	····cmap="Greys_r",
285	····shading="auto",	285	····shading="auto",
286	····add_colorbar=False,	286	····add_colorbar=False,
287	)	287	)
288	ax.coastlines("10m",·color="r")	288	ax.coastlines("10m",·color="r")
289	/tmp/ipykernel_2~~4969~~/3653941964.py:4:·DeprecationWarning:·open_rasterio·is	289	/tmp/ipykernel_27594/3653941964.py:4:·DeprecationWarning:·open_rasterio·is
290	Deprecated·in·favor·of·rioxarray.·For·information·about·transitioning,·see:	290	Deprecated·in·favor·of·rioxarray.·For·information·about·transitioning,·see:
291	https://corteva.github.io/rioxarray/stable/getting_started/getting_started.html	291	https://corteva.github.io/rioxarray/stable/getting_started/getting_started.html
292	··da·=·xr.tutorial.open_rasterio("RGB.byte")	292	··da·=·xr.tutorial.open_rasterio("RGB.byte")
293	---------------------------------------------------------------------------	293	---------------------------------------------------------------------------
294	ModuleNotFoundError·······················Traceback·(most·recent·call·last)	294	ModuleNotFoundError·······················Traceback·(most·recent·call·last)
295	File·/build/reproducible-path/python-xarray-2023.01.0/xarray/tutorial.py:222,	295	File·/build/reproducible-path/python-xarray-2023.01.0/xarray/tutorial.py:222,
296	in·open_rasterio(name,·engine,·cache,·cache_dir,·**kws)	296	in·open_rasterio(name,·engine,·cache,·cache_dir,·**kws)


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10	············]	10	············]
11	········},	11	········},
12	········{	12	········{
13	············"cell_type":·"code",	13	············"cell_type":·"code",
14	············"execution_count":·1,	14	············"execution_count":·1,
15	············"metadata":·{	15	············"metadata":·{
16	················"execution":·{	16	················"execution":·{
17	····················"iopub.execute_input":·"2024-01-12T06:30:14.~~697103~~Z",	17	····················"iopub.execute_input":·"2024-01-12T07:20:43.365334Z",
18	····················"iopub.status.busy":·"2024-01-12T06:30:14.~~69135~~5Z",	18	····················"iopub.status.busy":·"2024-01-12T07:20:43.347185Z",
19	····················"iopub.status.idle":·"2024-01-12T06:30:21.72~~869~~4Z",	19	····················"iopub.status.idle":·"2024-01-12T07:21:06.292541Z",
20	····················"shell.execute_reply":·"2024-01-12T06:30:21.~~712830~~Z"	20	····················"shell.execute_reply":·"2024-01-12T07:21:06.285518Z"
21	················}	21	················}
22	············},	22	············},
23	············"outputs":·[],	23	············"outputs":·[],
24	············"source":·[	24	············"source":·[
25	················"import·cartopy.crs·as·ccrs\n",	25	················"import·cartopy.crs·as·ccrs\n",
26	················"import·matplotlib.pyplot·as·plt\n",	26	················"import·matplotlib.pyplot·as·plt\n",
27	················"import·xarray·as·xr\n",	27	················"import·xarray·as·xr\n",
Offset 37, 18 lines modified		Offset 37, 18 lines modified
37	············]	37	············]
38	········},	38	········},
39	········{	39	········{
40	············"cell_type":·"code",	40	············"cell_type":·"code",
41	············"execution_count":·2,	41	············"execution_count":·2,
42	············"metadata":·{	42	············"metadata":·{
43	················"execution":·{	43	················"execution":·{
44	····················"iopub.execute_input":·"2024-01-12T06:30:21.~~748048~~Z",	44	····················"iopub.execute_input":·"2024-01-12T07:21:06.363581Z",
45	····················"iopub.status.busy":·"2024-01-12T06:30:21.~~74678~~9Z",	45	····················"iopub.status.busy":·"2024-01-12T07:21:06.350619Z",
46	····················"iopub.status.idle":·"2024-01-12T06:30:23.~~136~~524Z",	46	····················"iopub.status.idle":·"2024-01-12T07:21:11.617507Z",
47	····················"shell.execute_reply":·"2024-01-12T06:30:23.~~124~~463Z"	47	····················"shell.execute_reply":·"2024-01-12T07:21:11.601451Z"
48	················}	48	················}
49	············},	49	············},
50	············"outputs":·[	50	············"outputs":·[
51	················{	51	················{
52	····················"ename":·"ImportError",	52	····················"ename":·"ImportError",
53	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",	53	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",
54	····················"output_type":·"error",	54	····················"output_type":·"error",
Offset 85, 18 lines modified		Offset 85, 18 lines modified
85	············]	85	············]
86	········},	86	········},
87	········{	87	········{
88	············"cell_type":·"code",	88	············"cell_type":·"code",
89	············"execution_count":·3,	89	············"execution_count":·3,
90	············"metadata":·{	90	············"metadata":·{
91	················"execution":·{	91	················"execution":·{
92	····················"iopub.execute_input":·"2024-01-12T06:30:23.~~1718~~52Z",	92	····················"iopub.execute_input":·"2024-01-12T07:21:11.707459Z",
93	····················"iopub.status.busy":·"2024-01-12T06:30:23.~~170939~~Z",	93	····················"iopub.status.busy":·"2024-01-12T07:21:11.688591Z",
94	····················"iopub.status.idle":·"2024-01-12T06:30:23.~~40050~~4Z",	94	····················"iopub.status.idle":·"2024-01-12T07:21:12.284334Z",
95	····················"shell.execute_reply":·"2024-01-12T06:30:23.~~384~~452Z"	95	····················"shell.execute_reply":·"2024-01-12T07:21:12.277438Z"
96	················}	96	················}
97	············},	97	············},
98	············"outputs":·[	98	············"outputs":·[
99	················{	99	················{
100	····················"ename":·"NameError",	100	····················"ename":·"NameError",
101	····················"evalue":·"name·'ds'·is·not·defined",	101	····················"evalue":·"name·'ds'·is·not·defined",
102	····················"output_type":·"error",	102	····················"output_type":·"error",
Offset 138, 18 lines modified		Offset 138, 18 lines modified
138	············]	138	············]
139	········},	139	········},
140	········{	140	········{
141	············"cell_type":·"code",	141	············"cell_type":·"code",
142	············"execution_count":·4,	142	············"execution_count":·4,
143	············"metadata":·{	143	············"metadata":·{
144	················"execution":·{	144	················"execution":·{
145	····················"iopub.execute_input":·"2024-01-12T06:30:23.~~419572~~Z",	145	····················"iopub.execute_input":·"2024-01-12T07:21:12.343388Z",
146	····················"iopub.status.busy":·"2024-01-12T06:30:23.~~418~~707Z",	146	····················"iopub.status.busy":·"2024-01-12T07:21:12.337746Z",
147	····················"iopub.status.idle":·"2024-01-12T06:30:23.~~672523~~Z",	147	····················"iopub.status.idle":·"2024-01-12T07:21:12.931854Z",
148	····················"shell.execute_reply":·"2024-01-12T06:30:23.~~656~~467Z"	148	····················"shell.execute_reply":·"2024-01-12T07:21:12.921498Z"
149	················}	149	················}
150	············},	150	············},
151	············"outputs":·[	151	············"outputs":·[
152	················{	152	················{
153	····················"ename":·"NameError",	153	····················"ename":·"NameError",
154	····················"evalue":·"name·'ds'·is·not·defined",	154	····················"evalue":·"name·'ds'·is·not·defined",
155	····················"output_type":·"error",	155	····················"output_type":·"error",
Offset 202, 18 lines modified		Offset 202, 18 lines modified
202	············]	202	············]
203	········},	203	········},
204	········{	204	········{
205	············"cell_type":·"code",	205	············"cell_type":·"code",
206	············"execution_count":·5,	206	············"execution_count":·5,
207	············"metadata":·{	207	············"metadata":·{
208	················"execution":·{	208	················"execution":·{
209	····················"iopub.execute_input":·"2024-01-12T06:30:23.~~691397~~Z",	209	····················"iopub.execute_input":·"2024-01-12T07:21:13.012538Z",
210	····················"iopub.status.busy":·"2024-01-12T06:30:23.~~690506~~Z",	210	····················"iopub.status.busy":·"2024-01-12T07:21:13.011027Z",
211	····················"iopub.status.idle":·"2024-01-12T06:30:23.~~892487~~Z",	211	····················"iopub.status.idle":·"2024-01-12T07:21:13.604006Z",
212	····················"shell.execute_reply":·"2024-01-12T06:30:23.~~884455~~Z"	212	····················"shell.execute_reply":·"2024-01-12T07:21:13.593503Z"
213	················}	213	················}
214	············},	214	············},
215	············"outputs":·[	215	············"outputs":·[
216	················{	216	················{
217	····················"ename":·"NameError",	217	····················"ename":·"NameError",
218	····················"evalue":·"name·'ds'·is·not·defined",	218	····················"evalue":·"name·'ds'·is·not·defined",
219	····················"output_type":·"error",	219	····················"output_type":·"error",
Offset 258, 18 lines modified		Offset 258, 18 lines modified
258	············]	258	············]
259	········},	259	········},
260	········{	260	········{
261	············"cell_type":·"code",	261	············"cell_type":·"code",
262	············"execution_count":·6,	262	············"execution_count":·6,
263	············"metadata":·{	263	············"metadata":·{
264	················"execution":·{	264	················"execution":·{
265	····················"iopub.execute_input":·"2024-01-12T06:30:23.~~911269~~Z",	265	····················"iopub.execute_input":·"2024-01-12T07:21:13.669045Z",
266	····················"iopub.status.busy":·"2024-01-12T06:30:23.910~~393~~Z",	266	····················"iopub.status.busy":·"2024-01-12T07:21:13.660834Z",
267	····················"iopub.status.idle":·"2024-01-12T06:30:24.18~~9202~~Z",	267	····················"iopub.status.idle":·"2024-01-12T07:21:14.281499Z",
268	····················"shell.execute_reply":·"2024-01-12T06:30:24.~~120~~436Z"	268	····················"shell.execute_reply":·"2024-01-12T07:21:14.265434Z"
269	················}	269	················}
270	············},	270	············},
271	············"outputs":·[	271	············"outputs":·[
272	················{	272	················{
273	····················"ename":·"NameError",	273	····················"ename":·"NameError",
274	····················"evalue":·"name·'ds'·is·not·defined",	274	····················"evalue":·"name·'ds'·is·not·defined",
275	····················"output_type":·"error",	275	····················"output_type":·"error",
Offset 320, 26 lines modified		Offset 320, 26 lines modified
320	············]	320	············]
321	········},	321	········},
322	········{	322	········{
323	············"cell_type":·"code",	323	············"cell_type":·"code",
324	············"execution_count":·7,	324	············"execution_count":·7,
325	············"metadata":·{	325	············"metadata":·{
326	················"execution":·{	326	················"execution":·{
327	····················"iopub.execute_input":·"2024-01-12T06:30:24.~~207~~107Z",	327	····················"iopub.execute_input":·"2024-01-12T07:21:14.350194Z",
328	····················"iopub.status.busy":·"2024-01-12T06:30:24.~~206238~~Z",	328	····················"iopub.status.busy":·"2024-01-12T07:21:14.327961Z",
329	····················"iopub.status.idle":·"2024-01-12T06:30:25.~~30048~~9Z",	329	····················"iopub.status.idle":·"2024-01-12T07:21:16.866809Z",
330	····················"shell.execute_reply":·"2024-01-12T06:30:25.~~286057~~Z"	330	····················"shell.execute_reply":·"2024-01-12T07:21:16.853428Z"
331	················}	331	················}
332	············},	332	············},
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Offset 269, 15 lines modified		Offset 269, 15 lines modified
269	Coordinates:	269	Coordinates:
270	··*·x········(x)·int32·10·20	270	··*·x········(x)·int32·10·20
271	Dimensions·without·coordinates:·y	271	Dimensions·without·coordinates:·y

272	***·PlottingÂ¶·***	272	***·PlottingÂ¶·***
273	Visualizing·your·datasets·is·quick·and·convenient:	273	Visualizing·your·datasets·is·quick·and·convenient:
274	In·[37]:·data.plot()	274	In·[37]:·data.plot()
275	Out[37]:·<matplotlib.collections.QuadMesh·at·0x~~ab59771~~0>	275	Out[37]:·<matplotlib.collections.QuadMesh·at·0xee94efb0>
276	[../_images/plotting_quick_overview.png]	276	[../_images/plotting_quick_overview.png]
277	Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata	277	Note·the·automatic·labeling·with·names·and·units.·Our·effort·in·adding·metadata
278	attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see	278	attributes·has·paid·off!·Many·aspects·of·these·figures·are·customizable:·see
279	Plotting.	279	Plotting.

280	***·pandasÂ¶·***	280	***·pandasÂ¶·***
281	Xarray·objects·can·be·easily·converted·to·and·from·pandas·objects·using·the	281	Xarray·objects·can·be·easily·converted·to·and·from·pandas·objects·using·the


Offset 1124, 15 lines modified		Offset 1124, 15 lines modified
1124	········"british":·6,	1124	········"british":·6,
1125	········"isl":·6,	1125	········"isl":·6,
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1129	········"lt":·[6,·14],	1129	········"lt":·[6,·14],
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1132	········"post_execut":·6,	1132	········"post_execut":·6,
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Offset 1281, 15 lines modified		Offset 1281, 15 lines modified
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1283	········"isnan":·6,	1283	········"isnan":·6,
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1285	········"extent_geom":·6,	1285	········"extent_geom":·6,
1286	········"sgeom":·6,	1286	········"sgeom":·6,
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1291	········"111":·[6,·32,·38,·43],	1291	········"111":·[6,·32,·38,·43],
1292	········"287":·6,	1292	········"287":·6,
1293	········"categori":·[6,·29,·34],	1293	········"categori":·[6,·29,·34],
1294	········"286":·6,	1294	········"286":·6,
1295	········"_natural_earth_geom_cach":·6,	1295	········"_natural_earth_geom_cach":·6,
Offset 1813, 21 lines modified		Offset 1813, 21 lines modified
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1819	········"tmp":·13,	1819	········"tmp":·13,
1820	········"ipykernel_2~~4969~~":·13,	1820	········"ipykernel_27594":·13,
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1824	········"corteva":·[13,·40],	1824	········"corteva":·[13,·40],
1825	········"getting_start":·[13,·40],	1825	········"getting_start":·[13,·40],
1826	········"222":·[1~~3,·3~~3],	1826	········"222":·13,
1827	········"221":·13,	1827	········"221":·13,
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Offset 1936, 15 lines modified		Offset 1936, 15 lines modified
1936	········"80527925":·14,	1936	········"80527925":·14,
1937	········"timepandasindexpandasindex":·14,	1937	········"timepandasindexpandasindex":·14,
1938	········"datetimeindex":·[14,·34,·38,·46,·47,·48],	1938	········"datetimeindex":·[14,·34,·38,·46,·47,·48],
1939	········"04":·[14,·33,·34,·38,·40,·42,·46],	1939	········"04":·[14,·33,·34,·38,·40,·42,·46],
1940	········"05":·[14,·32,·34,·40,·43,·46,·47,·48],	1940	········"05":·[14,·32,·34,·40,·43,·46,·47,·48],
1941	········"06":·[14,·32,·34,·40,·46],	1941	········"06":·[14,·32,·34,·40,·46],
1942	········"07":·[14,·34,·46,·47],	1942	········"07":·[14,·34,·46,·47],
1943	········"08":·[14,·34,·46,·48],	1943	········"08":·[14,·33,·34,·46,·48],
1944	········"09":·[14,·32,·34,·46],	1944	········"09":·[14,·32,·34,·46],
1945	········"22":·[14,·19,·29,·31,·32,·33,·34,·36,·38,·39,·40,·42,·43,·44,·46,·47],	1945	········"22":·[14,·19,·29,·31,·32,·33,·34,·36,·38,·39,·40,·42,·43,·44,·46,·47],
1946	········"26":·[14,·19,·31,·32,·33,·34,·36,·38,·39,·40,·42,·43,·44,·46,·47],	1946	········"26":·[14,·19,·31,·32,·33,·34,·36,·38,·39,·40,·42,·43,·44,·46,·47],
1947	········"27":·[14,·19,·31,·32,·33,·34,·36,·38,·39,·40,·43,·44,·46,·47],	1947	········"27":·[14,·19,·31,·32,·33,·34,·36,·38,·39,·40,·43,·44,·46,·47],
1948	········"freq":·[14,·34,·38,·46,·47,·48],	1948	········"freq":·[14,·34,·38,·46,·47,·48],
1949	········"locationpandasindexpandasindex":·14,	1949	········"locationpandasindexpandasindex":·14,
1950	········"df":·[14,·33,·34,·42,·48],	1950	········"df":·[14,·33,·34,·42,·48],
Offset 1983, 15 lines modified		Offset 1983, 15 lines modified
1983	········"xlabel":·[14,·43],	1983	········"xlabel":·[14,·43],
1984	········"pairplot":·14,	1984	········"pairplot":·14,
1985	········"reset_index":·[14,·42,·44,·48],	1985	········"reset_index":·[14,·42,·44,·48],
1986	········"var":·[14,·25,·31,·32,·38,·43,·48],	1986	········"var":·[14,·25,·31,·32,·38,·43,·48],
1987	········"data_var":·[14,·32,·34,·38,·40,·44,·48],	1987	········"data_var":·[14,·32,·34,·38,·40,·44,·48],
1988	········"axisgrid":·14,	1988	········"axisgrid":·14,
1989	········"pairgrid":·14,	1989	········"pairgrid":·14,
1990	········"0xaa~~1915f~~0":·14,	1990	········"0xeab28fd0":·14,
1991	········"9516129":·14,	1991	········"9516129":·14,
1992	········"88709677":·14,	1992	········"88709677":·14,
1993	········"93548387":·14,	1993	········"93548387":·14,
1994	········"84210526":·14,	1994	········"84210526":·14,
1995	········"71929825":·14,	1995	········"71929825":·14,
1996	········"77192982":·14,	1996	········"77192982":·14,
1997	········"24193548":·14,	1997	········"24193548":·14,
Offset 2321, 15 lines modified		Offset 2321, 15 lines modified
2321	········"36":·[19,·31,·32,·33,·34,·38,·39,·40,·43,·44,·46,·48],	2321	········"36":·[19,·31,·32,·33,·34,·38,·39,·40,·43,·44,·46,·48],
2322	········"9781708":·19,	2322	········"9781708":·19,
2323	········"37342613":·19,	2323	········"37342613":·19,
2324	········"49497537":·19,	2324	········"49497537":·19,
2325	········"33584385":·19,	2325	········"33584385":·19,
2326	········"37":·[19,·31,·32,·33,·34,·36,·38,·39,·40,·43,·44,·48],	2326	········"37":·[19,·31,·32,·33,·34,·36,·38,·39,·40,·43,·44,·48],
2327	········"quadmesh":·[19,·43,·48],	2327	········"quadmesh":·[19,·43,·48],
2328	········"0x~~ab59771~~0":·19,	2328	········"0xee94efb0":·19,
2329	········"paid":·19,	2329	········"paid":·19,
2330	········"customiz":·19,	2330	········"customiz":·19,
2331	········"to_seri":·[19,·42,·48],	2331	········"to_seri":·[19,·42,·48],
2332	········"to_xarrai":·[19,·42],	2332	········"to_xarrai":·[19,·42],
2333	········"38":·[19,·31,·32,·33,·34,·38,·39,·40,·43,·44,·48],	2333	········"38":·[19,·31,·32,·33,·34,·38,·39,·40,·43,·44,·48],
2334	········"469112":·[19,·42],	2334	········"469112":·[19,·42],
2335	········"282863":·[19,·42],	2335	········"282863":·[19,·42],
Offset 2993, 15 lines modified		Offset 2993, 15 lines modified
2993	········"64":·[32,·34,·38,·39,·40,·43,·48],	2993	········"64":·[32,·34,·38,·39,·40,·43,·48],
2994	········"65":·[32,·34,·38,·40,·43,·48],	2994	········"65":·[32,·34,·38,·40,·43,·48],
2995	········"66":·[32,·34,·38,·39,·40,·43,·48],	2995	········"66":·[32,·34,·38,·39,·40,·43,·48],
2996	········"67":·[32,·34,·36,·38,·40,·43,·48],	2996	········"67":·[32,·34,·36,·38,·40,·43,·48],
2997	········"1999":·32,	2997	········"1999":·32,
2998	········"364":·[32,·46],	2998	········"364":·[32,·46],
2999	········"68":·[32,·34,·38,·40,·43,·48],	2999	········"68":·[32,·34,·38,·40,·43,·48],
3000	········"69":·[32,·34,·38,·40,·43,·48],	3000	········"69":·[32,·33,·34,·38,·40,·43,·48],
3001	········"03343858":·32,	3001	········"03343858":·32,
3002	········"06683976":·32,	3002	········"06683976":·32,
3003	········"48672119":·32,	3003	········"48672119":·32,
3004	········"51565952":·32,	3004	········"51565952":·32,
3005	········"54402111":·32,	3005	········"54402111":·32,
3006	········"03343845":·32,	3006	········"03343845":·32,
3007	········"06683951":·32,	3007	········"06683951":·32,
Offset 3183, 15 lines modified		Offset 3183, 15 lines modified
3183	········"gaussian_2d":·32,	3183	········"gaussian_2d":·32,
3184	········"xalpha":·32,	3184	········"xalpha":·32,
3185	········"yalpha":·32,	3185	········"yalpha":·32,
3186	········"94":·[32,·38,·43,·48],	3186	········"94":·[32,·38,·43,·48],
3187	········"multi_peak":·32,	3187	········"multi_peak":·32,
3188	········"zero":·[32,·38,·40,·43,·48],	3188	········"zero":·[32,·38,·40,·43,·48],
3189	········"96":·[32,·38,·43,·48],	3189	········"96":·[32,·38,·43,·48],
3190	········"97":·[32,·38,·43,·48],	3190	········"97":·[32,·33,·38,·43,·48],
3191	········"n_peak":·32,	3191	········"n_peak":·32,
Max diff block lines reached; 6536/11030 bytes (59.26%) of diff not shown.


Offset 114, 15 lines modified		Offset 114, 15 lines modified
114	<p>You’ll·notice·that·printing·a·dataset·still·shows·a·preview·of·array·values,	114	<p>You’ll·notice·that·printing·a·dataset·still·shows·a·preview·of·array·values,
115	even·if·they·are·actually·Dask·arrays.·We·can·do·this·quickly·with·Dask·because	115	even·if·they·are·actually·Dask·arrays.·We·can·do·this·quickly·with·Dask·because
116	we·only·need·to·compute·the·first·few·values·(typically·from·the·first·block).	116	we·only·need·to·compute·the·first·few·values·(typically·from·the·first·block).
117	To·reveal·the·true·nature·of·an·array,·print·a·DataArray:</p>	117	To·reveal·the·true·nature·of·an·array,·print·a·DataArray:</p>
118	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[3]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span>	118	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[3]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span>
119	<span·class="gh">Out[3]:·</span>	119	<span·class="gh">Out[3]:·</span>
120	<span·class="go"><xarray.DataArray·'temperature'·(time:·30,·latitude:·180,·longitude:·180)></span>	120	<span·class="go"><xarray.DataArray·'temperature'·(time:·30,·latitude:·180,·longitude:·180)></span>
121	<span·class="go">dask.array<open_dataset-86fd38~~5b8a6~~f~~7c00d18~~2c4a80~~4b7fb4c~~temperature,·shape=(30,·180,·180),·dtype=float64,·chunksize=(10,·180,·180),·chunktype=numpy.ndarray></span>	121	<span·class="go">dask.array<open_dataset-66d334fc2f4611bff21c1218002c3d06temperature,·shape=(30,·180,·180),·dtype=float64,·chunksize=(10,·180,·180),·chunktype=numpy.ndarray></span>
122	<span·class="go">Coordinates:</span>	122	<span·class="go">Coordinates:</span>
123	<span·class="go">··*·time·······(time)·datetime64[ns]·2015-01-01·2015-01-02·...·2015-01-30</span>	123	<span·class="go">··*·time·······(time)·datetime64[ns]·2015-01-01·2015-01-02·...·2015-01-30</span>
124	<span·class="go">··*·longitude··(longitude)·int32·0·1·2·3·4·5·6·7·...·173·174·175·176·177·178·179</span>	124	<span·class="go">··*·longitude··(longitude)·int32·0·1·2·3·4·5·6·7·...·173·174·175·176·177·178·179</span>
125	<span·class="go">··*·latitude···(latitude)·float64·89.5·88.5·87.5·86.5·...·-87.5·-88.5·-89.5</span>	125	<span·class="go">··*·latitude···(latitude)·float64·89.5·88.5·87.5·86.5·...·-87.5·-88.5·-89.5</span>
126	</pre></div>	126	</pre></div>
127	</div>	127	</div>
128	<p>Once·you’ve·manipulated·a·Dask·array,·you·can·still·write·a·dataset·too·big·to	128	<p>Once·you’ve·manipulated·a·Dask·array,·you·can·still·write·a·dataset·too·big·to
Offset 138, 17 lines modified		Offset 138, 19 lines modified
138	<span·class="go">#·or·distributed.progress·when·using·the·distributed·scheduler</span>	138	<span·class="go">#·or·distributed.progress·when·using·the·distributed·scheduler</span>
139	<span·class="gp">In·[6]:·</span><span·class="n">delayed_obj</span>·<span·class="o">=</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">to_netcdf</span><span·class="p">(</span><span·class="s2">"manipulated-example-data.nc"</span><span·class="p">,</span>·<span·class="n">compute</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span>	139	<span·class="gp">In·[6]:·</span><span·class="n">delayed_obj</span>·<span·class="o">=</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">to_netcdf</span><span·class="p">(</span><span·class="s2">"manipulated-example-data.nc"</span><span·class="p">,</span>·<span·class="n">compute</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span>

140	<span·class="gp">In·[7]:·</span><span·class="k">with</span>·<span·class="n">ProgressBar</span><span·class="p">():</span>	140	<span·class="gp">In·[7]:·</span><span·class="k">with</span>·<span·class="n">ProgressBar</span><span·class="p">():</span>
141	<span·class="gp">···...:·</span>····<span·class="n">results</span>·<span·class="o">=</span>·<span·class="n">delayed_obj</span><span·class="o">.</span><span·class="n">compute</span><span·class="p">()</span>	141	<span·class="gp">···...:·</span>····<span·class="n">results</span>·<span·class="o">=</span>·<span·class="n">delayed_obj</span><span·class="o">.</span><span·class="n">compute</span><span·class="p">()</span>
142	<span·class="gp">···...:·</span>	142	<span·class="gp">···...:·</span>

143	<span·class="go">[········································]·\|·0%·Completed·\|·11.74·ms</span>	143	<span·class="go">[········································]·\|·0%·Completed·\|·3.97·ms</span>
		144	<span·class="go">[###############·························]·\|·37%·Completed·\|·107.69·ms</span>
144	<span·class="go">[##########~~·····~~·························]·\|·25%·Completed·\|·114.86·ms</span>	145	<span·class="go">[###############·························]·\|·37%·Completed·\|·211.69·ms</span>
		146	<span·class="go">[###################################·····]·\|·87%·Completed·\|·315.69·ms</span>
145	<span·class="go">[########################################]·\|·100%·Completed·\|·222.89·ms</span>	147	<span·class="go">[########################################]·\|·100%·Completed·\|·420.08·ms</span>
146	</pre></div>	148	</pre></div>
147	</div>	149	</div>
148	<div·class="admonition·note">	150	<div·class="admonition·note">
149	<p·class="admonition-title">Note</p>	151	<p·class="admonition-title">Note</p>
150	<p>When·using·Dask’s·distributed·scheduler·to·write·NETCDF4·files,	152	<p>When·using·Dask’s·distributed·scheduler·to·write·NETCDF4·files,
151	it·may·be·necessary·to·set·the·environment·variable·<cite>HDF5_USE_FILE_LOCKING=FALSE</cite>	153	it·may·be·necessary·to·set·the·environment·variable·<cite>HDF5_USE_FILE_LOCKING=FALSE</cite>
152	to·avoid·competing·locks·within·the·HDF5·SWMR·file·locking·scheme.·Note·that	154	to·avoid·competing·locks·within·the·HDF5·SWMR·file·locking·scheme.·Note·that


Offset 76, 15 lines modified		Offset 76, 15 lines modified
76	Youâll·notice·that·printing·a·dataset·still·shows·a·preview·of·array·values,	76	Youâll·notice·that·printing·a·dataset·still·shows·a·preview·of·array·values,
77	even·if·they·are·actually·Dask·arrays.·We·can·do·this·quickly·with·Dask·because	77	even·if·they·are·actually·Dask·arrays.·We·can·do·this·quickly·with·Dask·because
78	we·only·need·to·compute·the·first·few·values·(typically·from·the·first·block).	78	we·only·need·to·compute·the·first·few·values·(typically·from·the·first·block).
79	To·reveal·the·true·nature·of·an·array,·print·a·DataArray:	79	To·reveal·the·true·nature·of·an·array,·print·a·DataArray:
80	In·[3]:·ds.temperature	80	In·[3]:·ds.temperature
81	Out[3]:	81	Out[3]:
82	<xarray.DataArray·'temperature'·(time:·30,·latitude:·180,·longitude:·180)>	82	<xarray.DataArray·'temperature'·(time:·30,·latitude:·180,·longitude:·180)>
83	dask.array<open_dataset-86fd38~~5b8a6~~f~~7c00d18~~2c4a80~~4b7fb4c~~temperature,·shape=(30,	83	dask.array<open_dataset-66d334fc2f4611bff21c1218002c3d06temperature,·shape=(30,
84	180,·180),·dtype=float64,·chunksize=(10,·180,·180),·chunktype=numpy.ndarray>	84	180,·180),·dtype=float64,·chunksize=(10,·180,·180),·chunktype=numpy.ndarray>
85	Coordinates:	85	Coordinates:
86	··*·time·······(time)·datetime64[ns]·2015-01-01·2015-01-02·...·2015-01-30	86	··*·time·······(time)·datetime64[ns]·2015-01-01·2015-01-02·...·2015-01-30
87	··*·longitude··(longitude)·int32·0·1·2·3·4·5·6·7·...·173·174·175·176·177·178	87	··*·longitude··(longitude)·int32·0·1·2·3·4·5·6·7·...·173·174·175·176·177·178
88	179	88	179
89	··*·latitude···(latitude)·float64·89.5·88.5·87.5·86.5·...·-87.5·-88.5·-89.5	89	··*·latitude···(latitude)·float64·89.5·88.5·87.5·86.5·...·-87.5·-88.5·-89.5
90	Once·youâve·manipulated·a·Dask·array,·you·can·still·write·a·dataset·too·big	90	Once·youâve·manipulated·a·Dask·array,·you·can·still·write·a·dataset·too·big
Offset 98, 17 lines modified		Offset 98, 19 lines modified
98	In·[6]:·delayed_obj·=·ds.to_netcdf("manipulated-example-data.nc",	98	In·[6]:·delayed_obj·=·ds.to_netcdf("manipulated-example-data.nc",
99	compute=False)	99	compute=False)

100	In·[7]:·with·ProgressBar():	100	In·[7]:·with·ProgressBar():
101	···...:·····results·=·delayed_obj.compute()	101	···...:·····results·=·delayed_obj.compute()
102	···...:	102	···...:

103	[········································]·\|·0%·Completed·\|·11.74·ms	103	[········································]·\|·0%·Completed·\|·3.97·ms
		104	[###############·························]·\|·37%·Completed·\|·107.69·ms
104	[##########~~·····~~·························]·\|·25%·Completed·\|·114.86·ms	105	[###############·························]·\|·37%·Completed·\|·211.69·ms
		106	[###################################·····]·\|·87%·Completed·\|·315.69·ms
105	[########################################]·\|·100%·Completed·\|·222.89·ms	107	[########################################]·\|·100%·Completed·\|·420.08·ms
106	Note	108	Note
107	When·using·Daskâs·distributed·scheduler·to·write·NETCDF4·files,·it·may·be	109	When·using·Daskâs·distributed·scheduler·to·write·NETCDF4·files,·it·may·be
108	necessary·to·set·the·environment·variableHDF5_USE_FILE_LOCKING=FALSEto·avoid	110	necessary·to·set·the·environment·variableHDF5_USE_FILE_LOCKING=FALSEto·avoid
109	competing·locks·within·the·HDF5·SWMR·file·locking·scheme.·Note·that·writing	111	competing·locks·within·the·HDF5·SWMR·file·locking·scheme.·Note·that·writing
110	netCDF·files·with·Daskâs·distributed·scheduler·is·only·supported·for	112	netCDF·files·with·Daskâs·distributed·scheduler·is·only·supported·for
111	thenetcdf4backend.	113	thenetcdf4backend.
112	A·dataset·can·also·be·converted·to·a·Dask·DataFrame·using·to_dask_dataframe().	114	A·dataset·can·also·be·converted·to·a·Dask·DataFrame·using·to_dask_dataframe().


Offset 687, 18 lines modified		Offset 687, 18 lines modified
687	a·method·call·with·an·external·function·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">ds.pipe(func)</span></code>)·instead·of	687	a·method·call·with·an·external·function·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">ds.pipe(func)</span></code>)·instead·of
688	simply·calling·it·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">func(ds)</span></code>).·This·allows·you·to·write·pipelines·for	688	simply·calling·it·(e.g.,·<code·class="docutils·literal·notranslate"><span·class="pre">func(ds)</span></code>).·This·allows·you·to·write·pipelines·for
689	transforming·your·data·(using·“method·chaining”)·instead·of·writing·hard·to	689	transforming·your·data·(using·“method·chaining”)·instead·of·writing·hard·to
690	follow·nested·function·calls:</p>	690	follow·nested·function·calls:</p>
691	<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>	691	<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>
692	<span·class="go">#·entirely·from·left·to·right</span>	692	<span·class="go">#·entirely·from·left·to·right</span>
693	<span·class="gp">In·[60]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">((</span><span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">))</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"y"</span><span·class="p">))</span>	693	<span·class="gp">In·[60]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">((</span><span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">))</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"y"</span><span·class="p">))</span>
694	<span·class="gh">Out[60]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0x~~a447e77~~0>]</span>	694	<span·class="gh">Out[60]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xe5332a10>]</span>

695	<span·class="gp">In·[61]:·</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span><span·class="o">.</span><span·class="n">pipe</span><span·class="p">(</span><span·class="k">lambda</span>·<span·class="n">x</span><span·class="p">:</span>·<span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">x</span><span·class="p">)</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"y"</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>	695	<span·class="gp">In·[61]:·</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">temperature</span><span·class="o">.</span><span·class="n">sel</span><span·class="p">(</span><span·class="n">x</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span><span·class="o">.</span><span·class="n">pipe</span><span·class="p">(</span><span·class="k">lambda</span>·<span·class="n">x</span><span·class="p">:</span>·<span·class="mi">2</span>·<span·class="o">*</span>·<span·class="n">x</span><span·class="p">)</span><span·class="o">.</span><span·class="n">mean</span><span·class="p">(</span><span·class="s2">"y"</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>
696	<span·class="gh">Out[61]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xa4~~4b475~~0>]</span>	696	<span·class="gh">Out[61]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xe4e7c970>]</span>
697	</pre></div>	697	</pre></div>
698	</div>	698	</div>
699	<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	699	<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
700	(<a·class="reference·external"·href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pipe.html#pandas.DataFrame.pipe"·title="(in·pandas·v1.5.3)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.pipe</span></code></a>·and	700	(<a·class="reference·external"·href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pipe.html#pandas.DataFrame.pipe"·title="(in·pandas·v1.5.3)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.pipe</span></code></a>·and
701	<a·class="reference·external"·href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.assign.html#pandas.DataFrame.assign"·title="(in·pandas·v1.5.3)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.assign</span></code></a>).</p>	701	<a·class="reference·external"·href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.assign.html#pandas.DataFrame.assign"·title="(in·pandas·v1.5.3)"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.assign</span></code></a>).</p>
702	<p>With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if	702	<p>With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if
703	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead	703	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead


Offset 574, 19 lines modified		Offset 574, 19 lines modified
574	There·is·also·the·pipe()·method·that·allows·you·to·use·a·method·call·with·an	574	There·is·also·the·pipe()·method·that·allows·you·to·use·a·method·call·with·an
575	external·function·(e.g.,·ds.pipe(func))·instead·of·simply·calling·it·(e.g.,	575	external·function·(e.g.,·ds.pipe(func))·instead·of·simply·calling·it·(e.g.,
576	func(ds)).·This·allows·you·to·write·pipelines·for·transforming·your·data·(using	576	func(ds)).·This·allows·you·to·write·pipelines·for·transforming·your·data·(using
577	âmethod·chainingâ)·instead·of·writing·hard·to·follow·nested·function·calls:	577	âmethod·chainingâ)·instead·of·writing·hard·to·follow·nested·function·calls:
578	#·these·lines·are·equivalent,·but·with·pipe·we·can·make·the·logic·flow	578	#·these·lines·are·equivalent,·but·with·pipe·we·can·make·the·logic·flow
579	#·entirely·from·left·to·right	579	#·entirely·from·left·to·right
580	In·[60]:·plt.plot((2·*·ds.temperature.sel(x=0)).mean("y"))	580	In·[60]:·plt.plot((2·*·ds.temperature.sel(x=0)).mean("y"))
581	Out[60]:·[<matplotlib.lines.Line2D·at·0x~~a447e77~~0>]	581	Out[60]:·[<matplotlib.lines.Line2D·at·0xe5332a10>]

582	In·[61]:·(ds.temperature.sel(x=0).pipe(lambda·x:·2·*·x).mean("y").pipe	582	In·[61]:·(ds.temperature.sel(x=0).pipe(lambda·x:·2·*·x).mean("y").pipe
583	(plt.plot))	583	(plt.plot))
584	Out[61]:·[<matplotlib.lines.Line2D·at·0xa4~~4b475~~0>]	584	Out[61]:·[<matplotlib.lines.Line2D·at·0xe4e7c970>]
585	Both·pipe·and·assign·replicate·the·pandas·methods·of·the·same·names	585	Both·pipe·and·assign·replicate·the·pandas·methods·of·the·same·names
586	(DataFrame.pipe·and·DataFrame.assign).	586	(DataFrame.pipe·and·DataFrame.assign).
587	With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if	587	With·xarray,·there·is·no·performance·penalty·for·creating·new·datasets,·even·if
588	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead	588	variables·are·lazily·loaded·from·a·file·on·disk.·Creating·new·objects·instead
589	of·mutating·existing·objects·often·results·in·easier·to·understand·code,·so·we	589	of·mutating·existing·objects·often·results·in·easier·to·understand·code,·so·we
590	encourage·using·this·approach.	590	encourage·using·this·approach.


Offset 1277, 15 lines modified		Offset 1277, 15 lines modified
1277	<span·class="nn">File·/build/reproducible-path/python-xarray-2023.01.0/xarray/core/utils.py:857,</span>·in·<span·class="ni">drop_dims_from_indexers</span><span·class="nt">(indexers,·dims,·missing_dims)</span>	1277	<span·class="nn">File·/build/reproducible-path/python-xarray-2023.01.0/xarray/core/utils.py:857,</span>·in·<span·class="ni">drop_dims_from_indexers</span><span·class="nt">(indexers,·dims,·missing_dims)</span>
1278	<span·class="g·g-Whitespace">····</span><span·class="mi">856</span>·<span·class="k">if</span>·<span·class="n">invalid</span><span·class="p">:</span>	1278	<span·class="g·g-Whitespace">····</span><span·class="mi">856</span>·<span·class="k">if</span>·<span·class="n">invalid</span><span·class="p">:</span>
1279	<span·class="ne">-->·</span><span·class="mi">857</span>·····<span·class="k">raise</span>·<span·class="ne">ValueError</span><span·class="p">(</span>	1279	<span·class="ne">-->·</span><span·class="mi">857</span>·····<span·class="k">raise</span>·<span·class="ne">ValueError</span><span·class="p">(</span>
1280	<span·class="g·g-Whitespace">····</span><span·class="mi">858</span>·········<span·class="sa">f</span><span·class="s2">"Dimensions·</span><span·class="si">{</span><span·class="n">invalid</span><span·class="si">}</span><span·class="s2">·do·not·exist.·Expected·one·or·more·of·</span><span·class="si">{</span><span·class="n">dims</span><span·class="si">}</span><span·class="s2">"</span>	1280	<span·class="g·g-Whitespace">····</span><span·class="mi">858</span>·········<span·class="sa">f</span><span·class="s2">"Dimensions·</span><span·class="si">{</span><span·class="n">invalid</span><span·class="si">}</span><span·class="s2">·do·not·exist.·Expected·one·or·more·of·</span><span·class="si">{</span><span·class="n">dims</span><span·class="si">}</span><span·class="s2">"</span>
1281	<span·class="g·g-Whitespace">····</span><span·class="mi">859</span>·····<span·class="p">)</span>	1281	<span·class="g·g-Whitespace">····</span><span·class="mi">859</span>·····<span·class="p">)</span>
1282	<span·class="g·g-Whitespace">····</span><span·class="mi">861</span>·<span·class="k">return</span>·<span·class="n">indexers</span>	1282	<span·class="g·g-Whitespace">····</span><span·class="mi">861</span>·<span·class="k">return</span>·<span·class="n">indexers</span>

1283	<span·class="ne">ValueError</span>:·Dimensions·{'latitude',·'longitude'}·do·not·exist.·Expected·one·or·more·of·('x',·'y')	1283	<span·class="ne">ValueError</span>:·Dimensions·{'longitude',·'latitude'}·do·not·exist.·Expected·one·or·more·of·('x',·'y')

1284	<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>	1284	<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>

1285	<span·class="ne">ValueError</span><span·class="g·g-Whitespace">································</span>Traceback·(most·recent·call·last)	1285	<span·class="ne">ValueError</span><span·class="g·g-Whitespace">································</span>Traceback·(most·recent·call·last)
1286	<span·class="n">Cell</span>·<span·class="n">In</span>·<span·class="p">[</span><span·class="mi">87</span><span·class="p">],</span>·<span·class="n">line</span>·<span·class="mi">1</span>	1286	<span·class="n">Cell</span>·<span·class="n">In</span>·<span·class="p">[</span><span·class="mi">87</span><span·class="p">],</span>·<span·class="n">line</span>·<span·class="mi">1</span>
1287	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">ds</span><span·class="p">[</span><span·class="nb">dict</span><span·class="p">(</span><span·class="n">latitude</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">longitude</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)]</span>·<span·class="o">=</span>·<span·class="mi">1</span>	1287	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">ds</span><span·class="p">[</span><span·class="nb">dict</span><span·class="p">(</span><span·class="n">latitude</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">longitude</span><span·class="o">=</span><span·class="mi">2</span><span·class="p">)]</span>·<span·class="o">=</span>·<span·class="mi">1</span>


Offset 1165, 15 lines modified		Offset 1165, 15 lines modified
1165	····856·if·invalid:	1165	····856·if·invalid:
1166	-->·857·····raise·ValueError(	1166	-->·857·····raise·ValueError(
1167	····858·········f"Dimensions·{invalid}·do·not·exist.·Expected·one·or·more·of	1167	····858·········f"Dimensions·{invalid}·do·not·exist.·Expected·one·or·more·of
1168	{dims}"	1168	{dims}"
1169	····859·····)	1169	····859·····)
1170	····861·return·indexers	1170	····861·return·indexers

1171	ValueError:·Dimensions·{'latitude',·'longitude'}·do·not·exist.·Expected·one·or	1171	ValueError:·Dimensions·{'longitude',·'latitude'}·do·not·exist.·Expected·one·or
1172	more·of·('x',·'y')	1172	more·of·('x',·'y')

1173	The·above·exception·was·the·direct·cause·of·the·following·exception:	1173	The·above·exception·was·the·direct·cause·of·the·following·exception:

1174	ValueError································Traceback·(most·recent·call·last)	1174	ValueError································Traceback·(most·recent·call·last)
1175	Cell·In·[87],·line·1	1175	Cell·In·[87],·line·1
1176	---->·1·ds[dict(latitude=2,·longitude=2)]·=·1	1176	---->·1·ds[dict(latitude=2,·longitude=2)]·=·1


Offset 222, 24 lines modified		Offset 222, 24 lines modified
222	<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>	222	<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>
223	<span·class="gp">···....:·</span>····<span·class="n">dims</span><span·class="o">=</span><span·class="s2">"x"</span><span·class="p">,</span>	223	<span·class="gp">···....:·</span>····<span·class="n">dims</span><span·class="o">=</span><span·class="s2">"x"</span><span·class="p">,</span>
224	<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>	224	<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>
225	<span·class="gp">···....:·</span><span·class="p">)</span>	225	<span·class="gp">···....:·</span><span·class="p">)</span>
226	<span·class="gp">···....:·</span>	226	<span·class="gp">···....:·</span>

227	<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>	227	<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>
228	<span·class="gh">Out[17]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0x~~ade~~4~~715~~0>]</span>	228	<span·class="gh">Out[17]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xe50483b0>]</span>

229	<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>	229	<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>
230	<span·class="gh">Out[18]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0x~~ab58eb1~~0>]</span>	230	<span·class="gh">Out[18]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xee971150>]</span>

231	<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>	231	<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>
232	<span·class="gh">Out[19]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0x~~adf9fbb~~0>]</span>	232	<span·class="gh">Out[19]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0xee84da30>]</span>

233	<span·class="gp">In·[20]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>	233	<span·class="gp">In·[20]:·</span><span·class="n">plt</span><span·class="o">.</span><span·class="n">legend</span><span·class="p">()</span>
234	<span·class="gh">Out[20]:·</span><span·class="go"><matplotlib.legend.Legend·at·0x~~adf927b~~0></span>	234	<span·class="gh">Out[20]:·</span><span·class="go"><matplotlib.legend.Legend·at·0xee849310></span>
235	</pre></div>	235	</pre></div>
236	</div>	236	</div>
237	<a·class="reference·internal·image-reference"·href="../_images/interpolation_sample1.png"><img·alt="../_images/interpolation_sample1.png"·src="../_images/interpolation_sample1.png"·style="width:·4in;"·/></a>	237	<a·class="reference·internal·image-reference"·href="../_images/interpolation_sample1.png"><img·alt="../_images/interpolation_sample1.png"·src="../_images/interpolation_sample1.png"·style="width:·4in;"·/></a>
238	<p>Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.</p>	238	<p>Additional·keyword·arguments·can·be·passed·to·scipy’s·functions.</p>
239	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·fill·0·for·the·outside·of·the·original·coordinates.</span>	239	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·fill·0·for·the·outside·of·the·original·coordinates.</span>
240	<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>	240	<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>
241	<span·class="gh">Out[21]:·</span>	241	<span·class="gh">Out[21]:·</span>


Offset 165, 26 lines modified		Offset 165, 26 lines modified
165	···....:·····np.sin(np.linspace(0,·2·*·np.pi,·10)),	165	···....:·····np.sin(np.linspace(0,·2·*·np.pi,·10)),
166	···....:·····dims="x",	166	···....:·····dims="x",
167	···....:·····coords={"x":·np.linspace(0,·1,·10)},	167	···....:·····coords={"x":·np.linspace(0,·1,·10)},
168	···....:·)	168	···....:·)
169	···....:	169	···....:

170	In·[17]:·da.plot.line("o",·label="original")	170	In·[17]:·da.plot.line("o",·label="original")
171	Out[17]:·[<matplotlib.lines.Line2D·at·0x~~ade~~4~~715~~0>]	171	Out[17]:·[<matplotlib.lines.Line2D·at·0xe50483b0>]

172	In·[18]:·da.interp(x=np.linspace(0,·1,·100)).plot.line(label="linear	172	In·[18]:·da.interp(x=np.linspace(0,·1,·100)).plot.line(label="linear
173	(default)")	173	(default)")
174	Out[18]:·[<matplotlib.lines.Line2D·at·0x~~ab58eb1~~0>]	174	Out[18]:·[<matplotlib.lines.Line2D·at·0xee971150>]

175	In·[19]:·da.interp(x=np.linspace(0,·1,·100),·method="cubic").plot.line	175	In·[19]:·da.interp(x=np.linspace(0,·1,·100),·method="cubic").plot.line
176	(label="cubic")	176	(label="cubic")
177	Out[19]:·[<matplotlib.lines.Line2D·at·0x~~adf9fbb~~0>]	177	Out[19]:·[<matplotlib.lines.Line2D·at·0xee84da30>]

178	In·[20]:·plt.legend()	178	In·[20]:·plt.legend()
179	Out[20]:·<matplotlib.legend.Legend·at·0x~~adf927b~~0>	179	Out[20]:·<matplotlib.legend.Legend·at·0xee849310>
180	[../_images/interpolation_sample1.png]	180	[../_images/interpolation_sample1.png]
181	Additional·keyword·arguments·can·be·passed·to·scipyâs·functions.	181	Additional·keyword·arguments·can·be·passed·to·scipyâs·functions.
182	#·fill·0·for·the·outside·of·the·original·coordinates.	182	#·fill·0·for·the·outside·of·the·original·coordinates.
183	In·[21]:·da.interp(x=np.linspace(-0.5,·1.5,·10),·kwargs={"fill_value":·0.0})	183	In·[21]:·da.interp(x=np.linspace(-0.5,·1.5,·10),·kwargs={"fill_value":·0.0})
184	Out[21]:	184	Out[21]:
185	<xarray.DataArray·(x:·10)>	185	<xarray.DataArray·(x:·10)>
186	array([·0.···,··0.···,··0.···,··0.814,··0.604,·-0.604,·-0.814,··0.···,··0.···,	186	array([·0.···,··0.···,··0.···,··0.814,··0.604,·-0.604,·-0.814,··0.···,··0.···,


Offset 541, 15 lines modified		Offset 541, 15 lines modified
541	-->·186·····raise·KeyError(key)	541	-->·186·····raise·KeyError(key)
542	····188·ref_name,·var_name·=·split_key	542	····188·ref_name,·var_name·=·split_key
543	····189·ref_var·=·variables[ref_name]	543	····189·ref_var·=·variables[ref_name]

544	KeyError:·'lat'	544	KeyError:·'lat'

545	In·[51]:·b.plot()	545	In·[51]:·b.plot()
546	Out[51]:·[<matplotlib.lines.Line2D·at·0xa1~~5581~~b0>]	546	Out[51]:·[<matplotlib.lines.Line2D·at·0xe1f76bb0>]
547	[../_images/plotting_nonuniform_coords.png]	547	[../_images/plotting_nonuniform_coords.png]
548	*·Other·types·of·plotÂ¶·*	548	*·Other·types·of·plotÂ¶·*
549	There·are·several·other·options·for·plotting·2D·data.	549	There·are·several·other·options·for·plotting·2D·data.
550	Contour·plot·using·DataArray.plot.contour()	550	Contour·plot·using·DataArray.plot.contour()
551	In·[52]:·air2d.plot.contour()	551	In·[52]:·air2d.plot.contour()
552	---------------------------------------------------------------------------	552	---------------------------------------------------------------------------
553	NameError·································Traceback·(most·recent·call·last)	553	NameError·································Traceback·(most·recent·call·last)
Offset 1030, 85 lines modified		Offset 1030, 85 lines modified
1030	··*·y········(y)·float64·0.0·0.1·0.2·0.3·0.4·0.5·0.6·0.7·0.8·0.9·1.0	1030	··*·y········(y)·float64·0.0·0.1·0.2·0.3·0.4·0.5·0.6·0.7·0.8·0.9·1.0
1031	··*·z········(z)·int32·0·1·2·3	1031	··*·z········(z)·int32·0·1·2·3
1032	··*·w········(w)·<U5·'one'·'two'·'three'·'five'	1032	··*·w········(w)·<U5·'one'·'two'·'three'·'five'
1033	Attributes:	1033	Attributes:
1034	····units:····Aunits	1034	····units:····Aunits

1035	In·[99]:·ds.A.plot.scatter(x="y")	1035	In·[99]:·ds.A.plot.scatter(x="y")
1036	Out[99]:·<matplotlib.collections.PathCollection·at·0x~~a14a82~~f0>	1036	Out[99]:·<matplotlib.collections.PathCollection·at·0xe4e5ecf0>
1037	[../_images/da_A_y.png]	1037	[../_images/da_A_y.png]
1038	Same·plot·can·be·displayed·using·the·dataset:	1038	Same·plot·can·be·displayed·using·the·dataset:
1039	In·[100]:·ds.plot.scatter(x="y",·y="A")	1039	In·[100]:·ds.plot.scatter(x="y",·y="A")
1040	Out[100]:·<matplotlib.collections.PathCollection·at·0x~~a14964f~~0>	1040	Out[100]:·<matplotlib.collections.PathCollection·at·0xe5bd3a30>
1041	[../_images/ds_A_y.png]	1041	[../_images/ds_A_y.png]
1042	Now·suppose·we·want·to·scatter·the·A·DataArray·against·the·B·DataArray	1042	Now·suppose·we·want·to·scatter·the·A·DataArray·against·the·B·DataArray
1043	In·[101]:·ds.plot.scatter(x="A",·y="B")	1043	In·[101]:·ds.plot.scatter(x="A",·y="B")
1044	Out[101]:·<matplotlib.collections.PathCollection·at·0xa1~~2db1~~70>	1044	Out[101]:·<matplotlib.collections.PathCollection·at·0xe1f76f70>
1045	[../_images/ds_simple_scatter.png]	1045	[../_images/ds_simple_scatter.png]
1046	The·hue·kwarg·lets·you·vary·the·color·by·variable·value	1046	The·hue·kwarg·lets·you·vary·the·color·by·variable·value
1047	In·[102]:·ds.plot.scatter(x="A",·y="B",·hue="w")	1047	In·[102]:·ds.plot.scatter(x="A",·y="B",·hue="w")
1048	Out[102]:·<matplotlib.collections.PathCollection·at·0xa1~~222e5~~0>	1048	Out[102]:·<matplotlib.collections.PathCollection·at·0xe1d6cbd0>
1049	[../_images/ds_hue_scatter.png]	1049	[../_images/ds_hue_scatter.png]
1050	You·can·force·a·legend·instead·of·a·colorbar·by·setting·add_legend=True,	1050	You·can·force·a·legend·instead·of·a·colorbar·by·setting·add_legend=True,
1051	add_colorbar=False.	1051	add_colorbar=False.
1052	In·[103]:·ds.plot.scatter(x="A",·y="B",·hue="w",·add_legend=True,	1052	In·[103]:·ds.plot.scatter(x="A",·y="B",·hue="w",·add_legend=True,
1053	add_colorbar=False)	1053	add_colorbar=False)
1054	Out[103]:·<matplotlib.collections.PathCollection·at·0x~~a11c493~~0>	1054	Out[103]:·<matplotlib.collections.PathCollection·at·0xe238c2d0>
1055	[../_images/ds_discrete_legend_hue_scatter.png]	1055	[../_images/ds_discrete_legend_hue_scatter.png]
1056	In·[104]:·ds.plot.scatter(x="A",·y="B",·hue="w",·add_legend=False,	1056	In·[104]:·ds.plot.scatter(x="A",·y="B",·hue="w",·add_legend=False,
1057	add_colorbar=True)	1057	add_colorbar=True)
1058	Out[104]:·<matplotlib.collections.PathCollection·at·0xa1~~2d7d5~~0>	1058	Out[104]:·<matplotlib.collections.PathCollection·at·0xe1c2c190>
1059	[../_images/ds_discrete_colorbar_hue_scatter.png]	1059	[../_images/ds_discrete_colorbar_hue_scatter.png]
1060	The·markersize·kwarg·lets·you·vary·the·pointâs·size·by·variable·value.·You	1060	The·markersize·kwarg·lets·you·vary·the·pointâs·size·by·variable·value.·You
1061	can·additionally·pass·size_norm·to·control·how·the·variableâs·values·are	1061	can·additionally·pass·size_norm·to·control·how·the·variableâs·values·are
1062	mapped·to·point·sizes.	1062	mapped·to·point·sizes.
1063	In·[105]:·ds.plot.scatter(x="A",·y="B",·hue="y",·markersize="z")	1063	In·[105]:·ds.plot.scatter(x="A",·y="B",·hue="y",·markersize="z")
1064	Out[105]:·<matplotlib.collections.PathCollection·at·0xa1~~18b0d~~0>	1064	Out[105]:·<matplotlib.collections.PathCollection·at·0xe1c322f0>
1065	[../_images/ds_hue_size_scatter.png]	1065	[../_images/ds_hue_size_scatter.png]
1066	The·z·kwarg·lets·you·plot·the·data·along·the·z-axis·as·well.	1066	The·z·kwarg·lets·you·plot·the·data·along·the·z-axis·as·well.
1067	In·[106]:·ds.plot.scatter(x="A",·y="B",·z="z",·hue="y",·markersize="x")	1067	In·[106]:·ds.plot.scatter(x="A",·y="B",·z="z",·hue="y",·markersize="x")
1068	Out[106]:·<mpl_toolkits.mplot3d.art3d.Path3DCollection·at·0xa1~~1de4f~~0>	1068	Out[106]:·<mpl_toolkits.mplot3d.art3d.Path3DCollection·at·0xe1c9c3d0>
1069	[../_images/ds_hue_size_scatter_z.png]	1069	[../_images/ds_hue_size_scatter_z.png]
1070	Faceting·is·also·possible	1070	Faceting·is·also·possible
1071	In·[107]:·ds.plot.scatter(x="A",·y="B",·hue="y",·markersize="x",·row="x",	1071	In·[107]:·ds.plot.scatter(x="A",·y="B",·hue="y",·markersize="x",·row="x",
1072	col="w")	1072	col="w")
1073	Out[107]:·<xarray.plot.facetgrid.FacetGrid·at·0xa11c~~abf~~0>	1073	Out[107]:·<xarray.plot.facetgrid.FacetGrid·at·0xe1bcbc10>
1074	[../_images/ds_facet_scatter.png]	1074	[../_images/ds_facet_scatter.png]
1075	And·adding·the·z-axis	1075	And·adding·the·z-axis
1076	In·[108]:·ds.plot.scatter(x="A",·y="B",·z="z",·hue="y",·markersize="x",	1076	In·[108]:·ds.plot.scatter(x="A",·y="B",·z="z",·hue="y",·markersize="x",
1077	row="x",·col="w")	1077	row="x",·col="w")
1078	Out[108]:·<xarray.plot.facetgrid.FacetGrid·at·0x~~a0ad3a5~~0>	1078	Out[108]:·<xarray.plot.facetgrid.FacetGrid·at·0xe2381df0>
1079	[../_images/ds_facet_scatter_z.png]	1079	[../_images/ds_facet_scatter_z.png]
1080	For·more·advanced·scatter·plots,·we·recommend·converting·the·relevant·data	1080	For·more·advanced·scatter·plots,·we·recommend·converting·the·relevant·data
1081	variables·to·a·pandas·DataFrame·and·using·the·extensive·plotting·capabilities	1081	variables·to·a·pandas·DataFrame·and·using·the·extensive·plotting·capabilities
1082	of·seaborn.	1082	of·seaborn.

1083	**·QuiverÂ¶·**	1083	**·QuiverÂ¶·**
1084	Visualizing·vector·fields·is·supported·with·quiver·plots:	1084	Visualizing·vector·fields·is·supported·with·quiver·plots:
1085	In·[109]:·ds.isel(w=1,·z=1).plot.quiver(x="x",·y="y",·u="A",·v="B")	1085	In·[109]:·ds.isel(w=1,·z=1).plot.quiver(x="x",·y="y",·u="A",·v="B")
1086	Out[109]:·<matplotlib.quiver.Quiver·at·0xa03b8d70>	1086	Out[109]:·<matplotlib.quiver.Quiver·at·0xe15358d0>
1087	[../_images/ds_simple_quiver.png]	1087	[../_images/ds_simple_quiver.png]
1088	where·u·and·v·denote·the·x·and·y·direction·components·of·the·arrow·vectors.	1088	where·u·and·v·denote·the·x·and·y·direction·components·of·the·arrow·vectors.
1089	Again,·faceting·is·also·possible:	1089	Again,·faceting·is·also·possible:
1090	In·[110]:·ds.plot.quiver(x="x",·y="y",·u="A",·v="B",·col="w",·row="z",·scale=4)	1090	In·[110]:·ds.plot.quiver(x="x",·y="y",·u="A",·v="B",·col="w",·row="z",·scale=4)
1091	Out[110]:·<xarray.plot.facetgrid.FacetGrid·at·0x~~a048eb1~~0>	1091	Out[110]:·<xarray.plot.facetgrid.FacetGrid·at·0xe195c2d0>
1092	[../_images/ds_facet_quiver.png]	1092	[../_images/ds_facet_quiver.png]
1093	scale·is·required·for·faceted·quiver·plots.·The·scale·determines·the·number·of	1093	scale·is·required·for·faceted·quiver·plots.·The·scale·determines·the·number·of
1094	data·units·per·arrow·length·unit,·i.e.·a·smaller·scale·parameter·makes·the	1094	data·units·per·arrow·length·unit,·i.e.·a·smaller·scale·parameter·makes·the
1095	arrow·longer.	1095	arrow·longer.

1096	**·StreamplotÂ¶·**	1096	**·StreamplotÂ¶·**
1097	Visualizing·vector·fields·is·also·supported·with·streamline·plots:	1097	Visualizing·vector·fields·is·also·supported·with·streamline·plots:
1098	In·[111]:·ds.isel(w=1,·z=1).plot.streamplot(x="x",·y="y",·u="A",·v="B")	1098	In·[111]:·ds.isel(w=1,·z=1).plot.streamplot(x="x",·y="y",·u="A",·v="B")
1099	Out[111]:·<matplotlib.collections.LineCollection·at·0x~~a04dfd3~~0>	1099	Out[111]:·<matplotlib.collections.LineCollection·at·0xe16a0bf0>
1100	[../_images/ds_simple_streamplot.png]	1100	[../_images/ds_simple_streamplot.png]
1101	where·u·and·v·denote·the·x·and·y·direction·components·of·the·vectors·tangent·to	1101	where·u·and·v·denote·the·x·and·y·direction·components·of·the·vectors·tangent·to
1102	the·streamlines.·Again,·faceting·is·also·possible:	1102	the·streamlines.·Again,·faceting·is·also·possible:
1103	In·[112]:·ds.plot.streamplot(x="x",·y="y",·u="A",·v="B",·col="w",·row="z")	1103	In·[112]:·ds.plot.streamplot(x="x",·y="y",·u="A",·v="B",·col="w",·row="z")
1104	Out[112]:·<xarray.plot.facetgrid.FacetGrid·at·0x~~a0e44a9~~0>	1104	Out[112]:·<xarray.plot.facetgrid.FacetGrid·at·0xe1785410>
1105	[../_images/ds_facet_streamplot.png]	1105	[../_images/ds_facet_streamplot.png]
1106	***·MapsÂ¶·***	1106	***·MapsÂ¶·***
1107	To·follow·this·section·youâll·need·to·have·Cartopy·installed·and·working.	1107	To·follow·this·section·youâll·need·to·have·Cartopy·installed·and·working.
1108	This·script·will·plot·the·air·temperature·on·a·map.	1108	This·script·will·plot·the·air·temperature·on·a·map.
1109	In·[113]:·import·cartopy.crs·as·ccrs	1109	In·[113]:·import·cartopy.crs·as·ccrs

1110	In·[114]:·air·=·xr.tutorial.open_dataset("air_temperature").air	1110	In·[114]:·air·=·xr.tutorial.open_dataset("air_temperature").air
Offset 1221, 24 lines modified		Offset 1221, 24 lines modified
1221	In·[121]:·import·xarray.plot·as·xplt	1221	In·[121]:·import·xarray.plot·as·xplt

1222	In·[122]:·da·=·xr.DataArray(range(5))	1222	In·[122]:·da·=·xr.DataArray(range(5))

1223	In·[123]:·fig,·axs·=·plt.subplots(ncols=2,·nrows=2)	1223	In·[123]:·fig,·axs·=·plt.subplots(ncols=2,·nrows=2)

1224	In·[124]:·da.plot(ax=axs[0,·0])	1224	In·[124]:·da.plot(ax=axs[0,·0])
1225	Out[124]:·[<matplotlib.lines.Line2D·at·0x~~a0a6513~~0>]	1225	Out[124]:·[<matplotlib.lines.Line2D·at·0xdf809df0>]

1226	In·[125]:·da.plot.line(ax=axs[0,·1])	1226	In·[125]:·da.plot.line(ax=axs[0,·1])
1227	Out[125]:·[<matplotlib.lines.Line2D·at·0x~~a0ce427~~0>]	1227	Out[125]:·[<matplotlib.lines.Line2D·at·0xdf85def0>]

1228	In·[126]:·xplt.plot(da,·ax=axs[1,·0])	1228	In·[126]:·xplt.plot(da,·ax=axs[1,·0])
1229	Out[126]:·[<matplotlib.lines.Line2D·at·0x~~a0f6e6b~~0>]	1229	Out[126]:·[<matplotlib.lines.Line2D·at·0xe1979130>]

1230	In·[127]:·xplt.line(da,·ax=axs[1,·1])	1230	In·[127]:·xplt.line(da,·ax=axs[1,·1])
1231	Out[127]:·[<matplotlib.lines.Line2D·at·0x9e~~daf0~~30>]	1231	Out[127]:·[<matplotlib.lines.Line2D·at·0xe0ecc390>]

1232	In·[128]:·plt.tight_layout()	1232	In·[128]:·plt.tight_layout()

1233	In·[129]:·plt.draw()	1233	In·[129]:·plt.draw()
1234	[../_images/plotting_ways_to_use.png]	1234	[../_images/plotting_ways_to_use.png]
1235	Here·the·output·is·the·same.·Since·the·data·is·1·dimensional·the·line·plot·was	1235	Here·the·output·is·the·same.·Since·the·data·is·1·dimensional·the·line·plot·was
1236	used.	1236	used.
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Offset 5855, 15 lines modified		Offset 5855, 15 lines modified
5855	<li><p>New·<code·class="docutils·literal·notranslate"><span·class="pre">xray.Dataset.where</span></code>·method·for·masking·xray·objects·according	5855	<li><p>New·<code·class="docutils·literal·notranslate"><span·class="pre">xray.Dataset.where</span></code>·method·for·masking·xray·objects·according
5856	to·some·criteria.·This·works·particularly·well·with·multi-dimensional·data:</p>	5856	to·some·criteria.·This·works·particularly·well·with·multi-dimensional·data:</p>
5857	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[44]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xray</span><span·class="o">.</span><span·class="n">Dataset</span><span·class="p">(</span><span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"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>	5857	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[44]:·</span><span·class="n">ds</span>·<span·class="o">=</span>·<span·class="n">xray</span><span·class="o">.</span><span·class="n">Dataset</span><span·class="p">(</span><span·class="n">coords</span><span·class="o">=</span><span·class="p">{</span><span·class="s2">"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>

5858	<span·class="gp">In·[45]:·</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>	5858	<span·class="gp">In·[45]:·</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>

5859	<span·class="gp">In·[46]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span><span·class="o">.</span><span·class="n">where</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span>·<span·class="o"><</span>·<span·class="mi">100</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>	5859	<span·class="gp">In·[46]:·</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span><span·class="o">.</span><span·class="n">where</span><span·class="p">(</span><span·class="n">ds</span><span·class="o">.</span><span·class="n">distance</span>·<span·class="o"><</span>·<span·class="mi">100</span><span·class="p">)</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">()</span>
5860	<span·class="gh">Out[46]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0x~~9d68c~~fd0></span>	5860	<span·class="gh">Out[46]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0xde251f10></span>
5861	</pre></div>	5861	</pre></div>
5862	</div>	5862	</div>
5863	<a·class="reference·internal·image-reference"·href="_images/where_example.png"><img·alt="_images/where_example.png"·src="_images/where_example.png"·style="width:·4in;·height:·4in;"·/></a>	5863	<a·class="reference·internal·image-reference"·href="_images/where_example.png"><img·alt="_images/where_example.png"·src="_images/where_example.png"·style="width:·4in;·height:·4in;"·/></a>
5864	</li>	5864	</li>
5865	<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>	5865	<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>
5866	for·finite·difference·calculations·along·a·given·axis.</p></li>	5866	for·finite·difference·calculations·along·a·given·axis.</p></li>
5867	<li><p>New·<code·class="docutils·literal·notranslate"><span·class="pre">xray.DataArray.to_masked_array</span></code>·convenience·method·for	5867	<li><p>New·<code·class="docutils·literal·notranslate"><span·class="pre">xray.DataArray.to_masked_array</span></code>·convenience·method·for


Offset 4049, 15 lines modified		Offset 4049, 15 lines modified
4049	····*·New·xray.Dataset.where·method·for·masking·xray·objects·according·to·some	4049	····*·New·xray.Dataset.where·method·for·masking·xray·objects·according·to·some
4050	······criteria.·This·works·particularly·well·with·multi-dimensional·data:	4050	······criteria.·This·works·particularly·well·with·multi-dimensional·data:
4051	······In·[44]:·ds·=·xray.Dataset(coords={"x":·range(100),·"y":·range(100)})	4051	······In·[44]:·ds·=·xray.Dataset(coords={"x":·range(100),·"y":·range(100)})

4052	······In·[45]:·ds["distance"]·=·np.sqrt(ds.x2·+·ds.y2)	4052	······In·[45]:·ds["distance"]·=·np.sqrt(ds.x2·+·ds.y2)

4053	······In·[46]:·ds.distance.where(ds.distance·<·100).plot()	4053	······In·[46]:·ds.distance.where(ds.distance·<·100).plot()
4054	······Out[46]:·<matplotlib.collections.QuadMesh·at·0x~~9d68c~~fd0>	4054	······Out[46]:·<matplotlib.collections.QuadMesh·at·0xde251f10>
4055	······[_images/where_example.png]	4055	······[_images/where_example.png]
4056	····*·Added·new·methods·xray.DataArray.diff·and·xray.Dataset.diff·for·finite	4056	····*·Added·new·methods·xray.DataArray.diff·and·xray.Dataset.diff·for·finite
4057	······difference·calculations·along·a·given·axis.	4057	······difference·calculations·along·a·given·axis.
4058	····*·New·xray.DataArray.to_masked_array·convenience·method·for·returning·a	4058	····*·New·xray.DataArray.to_masked_array·convenience·method·for·returning·a
4059	······numpy.ma.MaskedArray.	4059	······numpy.ma.MaskedArray.
4060	······In·[47]:·da·=·xray.DataArray(np.random.random_sample(size=(5,·4)))	4060	······In·[47]:·da·=·xray.DataArray(np.random.random_sample(size=(5,·4)))