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283	-rw-r--r--···0·root·········(0)·root·········(0)····74545·2023-02-19·00:50:57.000000·./usr/share/doc/python-xarray-doc/html/user-guide/dask.html	283	-rw-r--r--···0·root·········(0)·root·········(0)····74640·2023-02-19·00:50:57.000000·./usr/share/doc/python-xarray-doc/html/user-guide/dask.html
284	-rw-r--r--···0·root·········(0)·root·········(0)····98802·2023-02-19·00:50:57.000000·./usr/share/doc/python-xarray-doc/html/user-guide/data-structures.html	284	-rw-r--r--···0·root·········(0)·root·········(0)····98802·2023-02-19·00:50:57.000000·./usr/share/doc/python-xarray-doc/html/user-guide/data-structures.html
285	-rw-r--r--···0·root·········(0)·root·········(0)····15231·2023-02-19·00:50:57.000000·./usr/share/doc/python-xarray-doc/html/user-guide/duckarrays.html	285	-rw-r--r--···0·root·········(0)·root·········(0)····15231·2023-02-19·00:50:57.000000·./usr/share/doc/python-xarray-doc/html/user-guide/duckarrays.html
286	-rw-r--r--···0·root·········(0)·root·········(0)····37489·2023-02-19·00:50:57.000000·./usr/share/doc/python-xarray-doc/html/user-guide/groupby.html	286	-rw-r--r--···0·root·········(0)·root·········(0)····37489·2023-02-19·00:50:57.000000·./usr/share/doc/python-xarray-doc/html/user-guide/groupby.html
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98	---->·7·plot·=·ds.t2m[0].plot(	98	---->·7·plot·=·ds.t2m[0].plot(
99	······8·····cmap=plt.cm.coolwarm,·transform=ccrs.PlateCarree(),·cbar_kwargs=	99	······8·····cmap=plt.cm.coolwarm,·transform=ccrs.PlateCarree(),·cbar_kwargs=
100	{"shrink":·0.6}	100	{"shrink":·0.6}
101	······9·)	101	······9·)
102	·····10·plt.title("ERA5·-·2m·temperature·British·Isles·March·2019")	102	·····10·plt.title("ERA5·-·2m·temperature·British·Isles·March·2019")

103	NameError:·name·'ds'·is·not·defined	103	NameError:·name·'ds'·is·not·defined
104	Error·in·callback·<function·_draw_all_if_interactive·at·0x7f1b~~a991792~~0>·(for	104	Error·in·callback·<function·_draw_all_if_interactive·at·0x7f8bbe48b880>·(for
105	post_execute):	105	post_execute):
106	---------------------------------------------------------------------------	106	---------------------------------------------------------------------------
107	PermissionError···························Traceback·(most·recent·call·last)	107	PermissionError···························Traceback·(most·recent·call·last)
108	File·/usr/lib/python3/dist-packages/matplotlib/pyplot.py:119,·in	108	File·/usr/lib/python3/dist-packages/matplotlib/pyplot.py:119,·in
109	_draw_all_if_interactive()	109	_draw_all_if_interactive()
110	····117·def·_draw_all_if_interactive():	110	····117·def·_draw_all_if_interactive():
111	····118·····if·matplotlib.is_interactive():	111	····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":·{
22	····················"iopub.execute_input":·"2025-02-13T15:47:31.~~556566~~Z",	22	····················"iopub.execute_input":·"2024-01-12T09:46:27.094752Z",
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25	····················"shell.execute_reply":·"2025-02-13T15:47:36.~~989905~~Z"	25	····················"shell.execute_reply":·"2024-01-12T09:46:35.528879Z"
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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47	············]	47	············]
48	········},	48	········},
49	········{	49	········{
50	············"cell_type":·"code",	50	············"cell_type":·"code",
51	············"execution_count":·2,	51	············"execution_count":·2,
52	············"metadata":·{	52	············"metadata":·{
53	················"execution":·{	53	················"execution":·{
54	····················"iopub.execute_input":·"2025-02-13T15:47:37.007536Z",	54	····················"iopub.execute_input":·"2024-01-12T09:46:35.575687Z",
55	····················"iopub.status.busy":·"2025-02-13T15:47:37.~~006~~806Z",	55	····················"iopub.status.busy":·"2024-01-12T09:46:35.574831Z",
56	····················"iopub.status.idle":·"2025-02-13T15:47:37.~~39914~~9Z",	56	····················"iopub.status.idle":·"2024-01-12T09:46:36.748869Z",
57	····················"shell.execute_reply":·"2025-02-13T15:47:37.392~~656~~Z"	57	····················"shell.execute_reply":·"2024-01-12T09:46:36.732777Z"
58	················}	58	················}
59	············},	59	············},
60	············"outputs":·[	60	············"outputs":·[
61	················{	61	················{
62	····················"ename":·"ImportError",	62	····················"ename":·"ImportError",
63	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",	63	····················"evalue":·"tutorial.open_dataset·depends·on·pooch·to·download·and·manage·datasets.·To·proceed·please·install·pooch.",
64	····················"output_type":·"error",	64	····················"output_type":·"error",
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88	············]	88	············]
89	········},	89	········},
90	········{	90	········{
91	············"cell_type":·"code",	91	············"cell_type":·"code",
92	············"execution_count":·3,	92	············"execution_count":·3,
93	············"metadata":·{	93	············"metadata":·{
94	················"execution":·{	94	················"execution":·{
95	····················"iopub.execute_input":·"2025-02-13T15:47:37.407743Z",	95	····················"iopub.execute_input":·"2024-01-12T09:46:36.774608Z",
96	····················"iopub.status.busy":·"2025-02-13T15:47:37.407239Z",	96	····················"iopub.status.busy":·"2024-01-12T09:46:36.774195Z",
97	····················"iopub.status.idle":·"2025-02-13T15:47:37.49~~5612~~Z",	97	····················"iopub.status.idle":·"2024-01-12T09:46:36.896873Z",
98	····················"shell.execute_reply":·"2025-02-13T15:47:37.48~~6907~~Z"	98	····················"shell.execute_reply":·"2024-01-12T09:46:36.880829Z"
99	················}	99	················}
100	············},	100	············},
101	············"outputs":·[	101	············"outputs":·[
102	················{	102	················{
103	····················"ename":·"NameError",	103	····················"ename":·"NameError",
104	····················"evalue":·"name·'ds'·is·not·defined",	104	····················"evalue":·"name·'ds'·is·not·defined",
105	····················"output_type":·"error",	105	····················"output_type":·"error",
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124	············]	124	············]
125	········},	125	········},
126	········{	126	········{
127	············"cell_type":·"code",	127	············"cell_type":·"code",
128	············"execution_count":·4,	128	············"execution_count":·4,
129	············"metadata":·{	129	············"metadata":·{
130	················"execution":·{	130	················"execution":·{
131	····················"iopub.execute_input":·"2025-02-13T15:47:37.512148Z",	131	····················"iopub.execute_input":·"2024-01-12T09:46:36.926683Z",
132	····················"iopub.status.busy":·"2025-02-13T15:47:37.~~511666~~Z",	132	····················"iopub.status.busy":·"2024-01-12T09:46:36.926208Z",
133	····················"iopub.status.idle":·"2025-02-13T15:47:42.~~442~~905Z",	133	····················"iopub.status.idle":·"2024-01-12T09:46:44.600922Z",
134	····················"shell.execute_reply":·"2025-02-13T15:47:42.~~441078~~Z"	134	····················"shell.execute_reply":·"2024-01-12T09:46:44.584944Z"
135	················}	135	················}
136	············},	136	············},
137	············"outputs":·[	137	············"outputs":·[
138	················{	138	················{
139	····················"ename":·"NameError",	139	····················"ename":·"NameError",
140	····················"evalue":·"name·'ds'·is·not·defined",	140	····················"evalue":·"name·'ds'·is·not·defined",
141	····················"output_type":·"error",	141	····················"output_type":·"error",
Offset 146, 15 lines modified		Offset 146, 15 lines modified
146	························"\u001b[0;31mNameError\u001b[0m:·name·'ds'·is·not·defined"	146	························"\u001b[0;31mNameError\u001b[0m:·name·'ds'·is·not·defined"
147	····················]	147	····················]
148	················},	148	················},
149	················{	149	················{
150	····················"name":·"stdout",	150	····················"name":·"stdout",
151	····················"output_type":·"stream",	151	····················"output_type":·"stream",
152	····················"text":·[	152	····················"text":·[
153	························"Error·in·callback·<function·_draw_all_if_interactive·at·0x7f1b~~a991792~~0>·(for·post_execute):\n"	153	························"Error·in·callback·<function·_draw_all_if_interactive·at·0x7f8bbe48b880>·(for·post_execute):\n"
154	····················]	154	····················]
155	················},	155	················},
156	················{	156	················{
157	····················"ename":·"PermissionError",	157	····················"ename":·"PermissionError",
158	····················"evalue":·"[Errno·13]·Permission·denied:·'/nonexistent'",	158	····················"evalue":·"[Errno·13]·Permission·denied:·'/nonexistent'",
159	····················"output_type":·"error",	159	····················"output_type":·"error",
160	····················"traceback":·[	160	····················"traceback":·[
Offset 255, 18 lines modified		Offset 255, 18 lines modified
255	············]	255	············]
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259	············"execution_count":·5,	259	············"execution_count":·5,
260	············"metadata":·{	260	············"metadata":·{
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266	················}	266	················}
267	············},	267	············},
268	············"outputs":·[	268	············"outputs":·[
269	················{	269	················{
270	····················"ename":·"NameError",	270	····················"ename":·"NameError",
271	····················"evalue":·"name·'ds'·is·not·defined",	271	····················"evalue":·"name·'ds'·is·not·defined",
272	····················"output_type":·"error",	272	····················"output_type":·"error",


Offset 17, 18 lines modified		Offset 17, 18 lines modified
17	············]	17	············]
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22	············"metadata":·{	22	············"metadata":·{
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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	········{
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79	············"execution_count":·2,	79	············"execution_count":·2,
80	············"metadata":·{	80	············"metadata":·{
81	················"execution":·{	81	················"execution":·{
82	····················"iopub.execute_input":·"2025-02-13T15:47:53.~~967554~~Z",	82	····················"iopub.execute_input":·"2024-01-12T09:47:00.720027Z",
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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	········},
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135	············"metadata":·{	135	············"metadata":·{
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141	················}	141	················}
142	············},	142	············},
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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",
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180	············"metadata":·{	180	············"metadata":·{
181	················"execution":·{	181	················"execution":·{
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186	················},	186	················},
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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	········{
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215	············"execution_count":·5,	215	············"execution_count":·5,
216	············"metadata":·{	216	············"metadata":·{
217	················"execution":·{	217	················"execution":·{
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222	················}	222	················}
223	············},	223	············},
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225	················{	225	················{
226	····················"ename":·"NameError",	226	····················"ename":·"NameError",
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Offset 250, 18 lines modified		Offset 250, 18 lines modified
250	············]	250	············]
251	········},	251	········},
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264	················{	264	················{
265	····················"ename":·"NameError",	265	····················"ename":·"NameError",
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267	····················"output_type":·"error",	267	····················"output_type":·"error",
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285	············]	285	············]
286	········},	286	········},
287	········{	287	········{
288	············"cell_type":·"code",	288	············"cell_type":·"code",
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290	············"metadata":·{	290	············"metadata":·{
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292	····················"iopub.execute_input":·"2025-02-13T15:47:54.~~71294~~0Z",	292	····················"iopub.execute_input":·"2024-01-12T09:47:02.394700Z",
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Offset 36, 18 lines modified		Offset 36, 18 lines modified
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47	················}	47	················}
48	············},	48	············},
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50	················{	50	················{
51	····················"ename":·"ImportError",	51	····················"ename":·"ImportError",
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Offset 91, 18 lines modified		Offset 91, 18 lines modified
91	············"execution_count":·2,	91	············"execution_count":·2,
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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	················},
97	················"execution":·{	97	················"execution":·{
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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",
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136	················},	136	················},
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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":·"2025-02-13T15:48:05.~~7978~~88Z",	197	····················"iopub.execute_input":·"2024-01-12T09:47:15.230981Z",
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199	····················"iopub.status.idle":·"2025-02-13T15:48:05.~~830~~362Z",	199	····················"iopub.status.idle":·"2024-01-12T09:47:15.259304Z",
200	····················"shell.execute_reply":·"2025-02-13T15:48:05.~~829066~~Z"	200	····················"shell.execute_reply":·"2024-01-12T09:47:15.258242Z"
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":·"2025-02-13T15:48:05.~~836981~~Z",	263	····················"iopub.execute_input":·"2024-01-12T09:47:15.275073Z",
264	····················"iopub.status.busy":·"2025-02-13T15:48:05.~~836~~534Z",	264	····················"iopub.status.busy":·"2024-01-12T09:47:15.274597Z",
265	····················"iopub.status.idle":·"2025-02-13T15:48:05.~~873467~~Z",	265	····················"iopub.status.idle":·"2024-01-12T09:47:15.308079Z",
266	····················"shell.execute_reply":·"2025-02-13T15:48:05.~~872152~~Z"	266	····················"shell.execute_reply":·"2024-01-12T09:47:15.306797Z"
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":·"2025-02-13T15:48:05.~~880122~~Z",	341	····················"iopub.execute_input":·"2024-01-12T09:47:15.323219Z",
342	····················"iopub.status.busy":·"2025-02-13T15:48:05.~~879604~~Z",	342	····················"iopub.status.busy":·"2024-01-12T09:47:15.322736Z",
343	····················"iopub.status.idle":·"2025-02-13T15:48:05.~~915968~~Z",	343	····················"iopub.status.idle":·"2024-01-12T09:47:15.354422Z",
344	····················"shell.execute_reply":·"2025-02-13T15:48:05.~~914706~~Z"	344	····················"shell.execute_reply":·"2024-01-12T09:47:15.353127Z"
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":·"2025-02-13T15:48:05.~~922382~~Z",	387	····················"iopub.execute_input":·"2024-01-12T09:47:15.366918Z",
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390	····················"shell.execute_reply":·"2025-02-13T15:48:05.~~956883~~Z"	390	····················"shell.execute_reply":·"2024-01-12T09:47:15.401621Z"
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":·"2025-02-13T15:48:16.~~115392~~Z",	35	····················"iopub.execute_input":·"2024-01-12T09:47:31.494450Z",
36	····················"iopub.status.busy":·"2025-02-13T15:48:16.114852Z",	36	····················"iopub.status.busy":·"2024-01-12T09:47:31.494022Z",
37	····················"iopub.status.idle":·"2025-02-13T15:48:18.~~191281~~Z",	37	····················"iopub.status.idle":·"2024-01-12T09:47:34.288807Z",
38	····················"shell.execute_reply":·"2025-02-13T15:48:18.174722Z"	38	····················"shell.execute_reply":·"2024-01-12T09:47:34.272752Z"
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":·"2025-02-13T15:48:18.20~~3229~~Z",	70	····················"iopub.execute_input":·"2024-01-12T09:47:34.306518Z",
71	····················"iopub.status.busy":·"2025-02-13T15:48:18.202459Z",	71	····················"iopub.status.busy":·"2024-01-12T09:47:34.305954Z",
72	····················"iopub.status.idle":·"2025-02-13T15:48:19.022807Z",	72	····················"iopub.status.idle":·"2024-01-12T09:47:35.072805Z",
73	····················"shell.execute_reply":·"2025-02-13T15:48:19.006771Z"	73	····················"shell.execute_reply":·"2024-01-12T09:47:35.056767Z"
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":·"2025-02-13T15:48:19.0~~44486~~Z",	123	····················"iopub.execute_input":·"2024-01-12T09:47:35.086362Z",
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126	····················"shell.execute_reply":·"2025-02-13T15:48:19.~~396599~~Z"	126	····················"shell.execute_reply":·"2024-01-12T09:47:35.540755Z"
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":·{
175	····················"end_time":·"2020-03-17T14:44:18.777092Z",	175	····················"end_time":·"2020-03-17T14:44:18.777092Z",
176	····················"start_time":·"2020-03-17T14:44:18.736587Z"	176	····················"start_time":·"2020-03-17T14:44:18.736587Z"
177	················},	177	················},
178	················"execution":·{	178	················"execution":·{
179	····················"iopub.execute_input":·"2025-02-13T15:48:19.424860Z",	179	····················"iopub.execute_input":·"2024-01-12T09:47:35.578488Z",
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182	····················"shell.execute_reply":·"2025-02-13T15:48:19.472569Z"	182	····················"shell.execute_reply":·"2024-01-12T09:47:35.664776Z"
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":·{
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224	················}	224	················}
225	············},	225	············},
226	············"outputs":·[	226	············"outputs":·[
227	················{	227	················{
228	····················"ename":·"NameError",	228	····················"ename":·"NameError",
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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,
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251	················},	251	················},
252	················"execution":·{	252	················"execution":·{
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257	················}	257	················}
258	············},	258	············},
259	············"outputs":·[	259	············"outputs":·[
260	················{	260	················{
261	····················"ename":·"NameError",	261	····················"ename":·"NameError",
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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":·{
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293	················},	293	················},
294	················"execution":·{	294	················"execution":·{
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299	················}	299	················}
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Offset 12, 18 lines modified		Offset 12, 18 lines modified
12	········},	12	········},
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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,
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22	····················"end_time":·"2018-11-28T20:51:35.958210Z",	22	····················"end_time":·"2018-11-28T20:51:35.958210Z",
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24	················},	24	················},
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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,
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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":·"2025-02-13T15:48:36.817647Z",	57	····················"iopub.execute_input":·"2024-01-12T09:48:03.247242Z",
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61	················}	61	················}
62	············},	62	············},
63	············"outputs":·[	63	············"outputs":·[
64	················{	64	················{
65	····················"ename":·"ImportError",	65	····················"ename":·"ImportError",
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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,
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102	················"execution":·{	102	················"execution":·{
103	····················"iopub.execute_input":·"2025-02-13T15:48:37.~~253~~875Z",	103	····················"iopub.execute_input":·"2024-01-12T09:48:04.042824Z",
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107	················}	107	················}
108	············},	108	············},
109	············"outputs":·[	109	············"outputs":·[
110	················{	110	················{
111	····················"ename":·"NameError",	111	····················"ename":·"NameError",
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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":·{
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132	····················"end_time":·"2018-11-28T20:51:36.132413Z",	132	····················"end_time":·"2018-11-28T20:51:36.132413Z",
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140	················}	140	················}
141	············},	141	············},
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143	················{	143	················{
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145	····················"evalue":·"name·'month_length'·is·not·defined",	145	····················"evalue":·"name·'month_length'·is·not·defined",
146	····················"output_type":·"error",	146	····················"output_type":·"error",
Offset 170, 18 lines modified		Offset 170, 18 lines modified
170	············"execution_count":·5,	170	············"execution_count":·5,
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175	················},	175	················},
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181	················}	181	················}
182	············},	182	············},
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184	················{	184	················{
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Offset 202, 18 lines modified		Offset 202, 18 lines modified
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207	················},	207	················},
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212	····················"shell.execute_reply":·"2025-02-13T15:48:37.63~~872~~4Z"	212	····················"shell.execute_reply":·"2024-01-12T09:48:04.352846Z"
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",
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236	············"execution_count":·7,	236	············"execution_count":·7,
237	············"metadata":·{	237	············"metadata":·{
238	················"ExecuteTime":·{	238	················"ExecuteTime":·{
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241	················},	241	················},
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246	····················"shell.execute_reply":·"2025-02-13T15:48:37.80~~6698~~Z"	246	····················"shell.execute_reply":·"2024-01-12T09:48:04.509232Z"
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":·{
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25	····················"iopub.status.idle":·"2025-02-13T15:48:44.~~77129~~3Z",	25	····················"iopub.status.idle":·"2024-01-12T09:48:16.364923Z",
26	····················"shell.execute_reply":·"2025-02-13T15:48:44.~~763964~~Z"	26	····················"shell.execute_reply":·"2024-01-12T09:48:16.348841Z"
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":·"2025-02-13T15:48:44.79~~6744~~Z",	55	····················"iopub.execute_input":·"2024-01-12T09:48:16.391231Z",
56	····················"iopub.status.busy":·"2025-02-13T15:48:44.79~~607~~3Z",	56	····················"iopub.status.busy":·"2024-01-12T09:48:16.390403Z",
57	····················"iopub.status.idle":·"2025-02-13T15:48:45.~~273547~~Z",	57	····················"iopub.status.idle":·"2024-01-12T09:48:17.344983Z",
58	····················"shell.execute_reply":·"2025-02-13T15:48:45.~~2650~~57Z"	58	····················"shell.execute_reply":·"2024-01-12T09:48:17.328850Z"
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":·"2025-02-13T15:48:45.~~288~~866Z",	100	····················"iopub.execute_input":·"2024-01-12T09:48:17.374861Z",
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103	····················"shell.execute_reply":·"2025-02-13T15:48:45.~~334~~832Z"	103	····················"shell.execute_reply":·"2024-01-12T09:48:17.476891Z"
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",
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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":·{
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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",
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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":·{
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199	················}	199	················}
200	············},	200	············},
201	············"outputs":·[	201	············"outputs":·[
202	················{	202	················{
203	····················"ename":·"NameError",	203	····················"ename":·"NameError",
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227	············"execution_count":·6,	227	············"execution_count":·6,
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230	····················"end_time":·"2018-11-28T20:50:31.131708Z",	230	····················"end_time":·"2018-11-28T20:50:31.131708Z",
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232	················},	232	················},
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237	····················"shell.execute_reply":·"2025-02-13T15:48:46.~~548794~~Z"	237	····················"shell.execute_reply":·"2024-01-12T09:48:19.792857Z"
238	················}	238	················}
239	············},	239	············},
240	············"outputs":·[	240	············"outputs":·[
241	················{	241	················{
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285	············"execution_count":·7,	285	············"execution_count":·7,
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290	················},	290	················},
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574	</div>	574	</div>
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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_328~~3687~~/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_1285013/2946363816.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_328~~3687~~/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_1285013/3653941964.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">


Offset 705, 37 lines modified		Offset 705, 37 lines modified
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-~~60844c0c~~-~~d88b~~-4~~38a~~-~~b459~~-~~9548~~4~~2e7f69~~6'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-~~60844c0c~~-~~d88b~~-4~~38a~~-~~b459~~-~~9548~~4~~2e7f69~~6'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·~~cfda551~~e348~~ee0d24ce31~~c9~~fb1c1~~2~~9d2~~e6d383b22~~5d3f9~~8~~6d2744~~9b~~618~~3cb6a1·...·]'·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-5370da59-23b9-4e08-9877-fc2b49dc59c6'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-5370da59-23b9-4e08-9877-fc2b49dc59c6'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·240979ccded080936a08150c9a6204f21b7ead3b93bd475c89a94be9b3c43c29·...·]'·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-~~3f2ed858~~-~~0396~~-4~~504~~-~~ac1b~~-~~a3d7f995366c~~'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-~~3f2ed858~~-~~0396~~-4~~504~~-~~ac1b~~-~~a3d7f995366c~~'·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:·becc24f~~335db317~~eb6047~~01feee~~897a~~2bd556d~~30e~~4b2ca290818a24~~6~~5d354c0f~~·...·]'·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-e1551431-30d7-4e4e-8453-472687f202bf'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-e1551431-30d7-4e4e-8453-472687f202bf'·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:·7dbdcdc157dfe70269a3e310a5cdaa8c76f2ee9f3957a766f2c36ce6004aa43d·...·]'·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-~~0a4a734f~~-~~a5fc~~-4~~56e~~-8~~694~~-e~~bb6a17a3~~9a6'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-~~0a4a734f~~-~~a5fc~~-4~~56e~~-8~~694~~-e~~bb6a17a3~~9a6'·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:·~~a0ff0d1~~8~~ee322~~4~~cadaa558~~5b3b4f~~1849~~edc7~~134~~96~~bf7~~a66233524~~365f57~~0~~f76~~d·...·]'·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-cf2d87ee-84a7-4b1b-88b0-e322133f49bb'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-cf2d87ee-84a7-4b1b-88b0-e322133f49bb'·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:·94e46468436b897095074362ceb0726a90c672ea4e24fa3ef469da83e011d1de·...·]'·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-~~a6c74~~fe7-0b99-4~~111~~-a~~f18~~-4c9e~~9559d1df~~'·class='xr-section-summary-in'·type='checkbox'··><label·for='section-~~a6c74~~fe7-0b99-4~~111~~-a~~f18~~-4c9e~~9559d1df~~'·class='xr-section-summary'·>Indexes:·<span>(2)</span></label><div·class='xr-section-inline-details'></div><div·c[·...·truncated·by·diffoscope;·len:·331,·SHA:·~~dea576~~1~~3fc~~8~~bb4~~f1~~bdc0d7e9~~f~~005~~ad3b~~f5384f733~~d1~~665c00~~6d~~f5d9c6b~~dc9~~7a4~~·...·]'·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-1302dfa6-5bfe-42fd-a263-4d6edfb28afe'·class='xr-section-summary-in'·type='checkbox'··><label·for='section-1302dfa6-5bfe-42fd-a263-4d6edfb28afe'·class='xr-section-summary'·>Indexes:·<span>(2)</span></label><div·class='xr-section-inline-details'></div><div·c[·...·truncated·by·diffoscope;·len:·331,·SHA:·1cc01914148f7ae7f1ff133d44ffb1a67be705cca1d7d12fbb786cc77323dbdb·...·]'·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-~~fe9f518~~3-~~5e6c~~-4~~7d8~~-~~8e1a~~-~~96db97~~0~~2bd62~~'·class='xr-index-data-in'·type='checkbox'/><label·for='index-~~fe9f518~~3-~~5e6c~~-4~~7d8~~-~~8e1a~~-~~96db97~~0~~2bd62~~'·title='Show/Hide·index·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><di[·...·truncated·by·diffoscope;·len:·380,·SHA:·~~9ac0~~89032c7e8f90a6~~11b907~~d47e7~~8eb73d7c31~~7d~~5eda~~9~~4f4a~~e~~e97a4~~d~~c7542~~71·...·]'·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-7019bfb3-f205-4f9c-b19e-ed4840061e73'·class='xr-index-data-in'·type='checkbox'/><label·for='index-7019bfb3-f205-4f9c-b19e-ed4840061e73'·title='Show/Hide·index·repr'><svg·class='icon·xr-icon-database'><use·xlink:href='#icon-database'></use></svg></label><di[·...·truncated·by·diffoscope;·len:·380,·SHA:·8f9c7299a66a27e3de4230f7f312cc4f0007d7ffbc993ee6e0ab8b0d309b8753·...·]'·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·0x7f~~79d~~e~~89085~~0>	163	<seaborn.axisgrid.PairGrid·at·0x7f00ce57a690>
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]:


Offset 15, 18 lines modified		Offset 15, 18 lines modified
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":·"2025-02-13T15:49:07.~~544537~~Z",	22	····················"iopub.execute_input":·"2024-01-12T09:48:44.386940Z",
23	····················"iopub.status.busy":·"2025-02-13T15:49:07.~~544003~~Z",	23	····················"iopub.status.busy":·"2024-01-12T09:48:44.386362Z",
24	····················"iopub.status.idle":·"2025-02-13T15:49:10.298~~408~~Z",	24	····················"iopub.status.idle":·"2024-01-12T09:48:50.068914Z",
25	····················"shell.execute_reply":·"2025-02-13T15:49:10.~~297219~~Z"	25	····················"shell.execute_reply":·"2024-01-12T09:48:50.052867Z"
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-~~60844c0c~~-~~d88b~~-4~~38a~~-~~b459~~-~~9548~~4~~2e7f69~~6'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-~~60844c0c~~-~~d88b~~-4~~38a~~-~~b459~~-~~9548~~4~~2e7f69~~6'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·~~cfda551~~e348~~ee0d24ce31~~c9~~fb1c1~~2~~9d2~~e6d383b22~~5d3f9~~8~~6d2744~~9b~~618~~3cb6a1·...·]'·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-5370da59-23b9-4e08-9877-fc2b49dc59c6'·class='xr-section-summary-in'·type='checkbox'·disabled·><label·for='section-5370da59-23b9-4e08-9877-fc2b49dc59c6'·class='xr-section-summary'··title='Expand/collapse·section'>Dimensions:</label><div·class='xr-section-in[·...·truncated·by·diffoscope;·len:·1235,·SHA:·240979ccded080936a08150c9a6204f21b7ead3b93bd475c89a94be9b3c43c29·...·]'·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-~~3f2ed858~~-~~0396~~-4~~504~~-~~ac1b~~-~~a3d7f995366c~~'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-~~3f2ed858~~-~~0396~~-4~~504~~-~~ac1b~~-~~a3d7f995366c~~'·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:·becc24f~~335db317~~eb6047~~01feee~~897a~~2bd556d~~30e~~4b2ca290818a24~~6~~5d354c0f~~·...·]'·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-e1551431-30d7-4e4e-8453-472687f202bf'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-e1551431-30d7-4e4e-8453-472687f202bf'·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:·7dbdcdc157dfe70269a3e310a5cdaa8c76f2ee9f3957a766f2c36ce6004aa43d·...·]'·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-~~0a4a734f~~-~~a5fc~~-4~~56e~~-8~~694~~-e~~bb6a17a3~~9a6'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-~~0a4a734f~~-~~a5fc~~-4~~56e~~-8~~694~~-e~~bb6a17a3~~9a6'·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:·~~a0ff0d1~~8~~ee322~~4~~cadaa558~~5b3b4f~~1849~~edc7~~134~~96~~bf7~~a66233524~~365f57~~0~~f76~~d·...·]'·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-cf2d87ee-84a7-4b1b-88b0-e322133f49bb'·class='xr-var-attrs-in'·type='checkbox'·disabled><label·for='attrs-cf2d87ee-84a7-4b1b-88b0-e322133f49bb'·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:·94e46468436b897095074362ceb0726a90c672ea4e24fa3ef469da83e011d1de·...·]'·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·0x7f~~073f9fdf~~d0></span>	317	<span·class="gh">Out[37]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0x7f56058667d0></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_328~~3687~~/2946363816.py:1:·DeprecationWarning:·open_rasterio·is	216	/tmp/ipykernel_1285013/2946363816.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_328~~3687~~/3653941964.py:4:·DeprecationWarning:·open_rasterio·is	289	/tmp/ipykernel_1285013/3653941964.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)


Offset 10, 18 lines modified		Offset 10, 18 lines modified
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":·"2025-02-13T15:48:56.~~45240~~5Z",	17	····················"iopub.execute_input":·"2024-01-12T09:48:28.938775Z",
18	····················"iopub.status.busy":·"2025-02-13T15:48:56.~~451926~~Z",	18	····················"iopub.status.busy":·"2024-01-12T09:48:28.938205Z",
19	····················"iopub.status.idle":·"2025-02-13T15:48:59.~~20018~~9Z",	19	····················"iopub.status.idle":·"2024-01-12T09:48:33.882079Z",
20	····················"shell.execute_reply":·"2025-02-13T15:48:59.198740Z"	20	····················"shell.execute_reply":·"2024-01-12T09:48:33.880802Z"
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":·"2025-02-13T15:48:59.212705Z",	44	····················"iopub.execute_input":·"2024-01-12T09:48:33.892895Z",
45	····················"iopub.status.busy":·"2025-02-13T15:48:59.212032Z",	45	····················"iopub.status.busy":·"2024-01-12T09:48:33.892139Z",
46	····················"iopub.status.idle":·"2025-02-13T15:49:00.~~0467~~63Z",	46	····················"iopub.status.idle":·"2024-01-12T09:48:34.530865Z",
47	····················"shell.execute_reply":·"2025-02-13T15:49:00.~~0307~~28Z"	47	····················"shell.execute_reply":·"2024-01-12T09:48:34.529325Z"
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":·"2025-02-13T15:49:00.~~068488~~Z",	92	····················"iopub.execute_input":·"2024-01-12T09:48:34.547010Z",
93	····················"iopub.status.busy":·"2025-02-13T15:49:00.~~068029~~Z",	93	····················"iopub.status.busy":·"2024-01-12T09:48:34.546511Z",
94	····················"iopub.status.idle":·"2025-02-13T15:49:00.~~194740~~Z",	94	····················"iopub.status.idle":·"2024-01-12T09:48:34.612128Z",
95	····················"shell.execute_reply":·"2025-02-13T15:49:00.~~178708~~Z"	95	····················"shell.execute_reply":·"2024-01-12T09:48:34.606975Z"
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":·"2025-02-13T15:49:00.220~~520~~Z",	145	····················"iopub.execute_input":·"2024-01-12T09:48:34.630608Z",
146	····················"iopub.status.busy":·"2025-02-13T15:49:00.220074Z",	146	····················"iopub.status.busy":·"2024-01-12T09:48:34.630097Z",
147	····················"iopub.status.idle":·"2025-02-13T15:49:00.~~350799~~Z",	147	····················"iopub.status.idle":·"2024-01-12T09:48:34.718426Z",
148	····················"shell.execute_reply":·"2025-02-13T15:49:00.~~334717~~Z"	148	····················"shell.execute_reply":·"2024-01-12T09:48:34.716885Z"
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":·"2025-02-13T15:49:00.3~~684~~79Z",	209	····················"iopub.execute_input":·"2024-01-12T09:48:34.731627Z",
210	····················"iopub.status.busy":·"2025-02-13T15:49:00.368040Z",	210	····················"iopub.status.busy":·"2024-01-12T09:48:34.731203Z",
211	····················"iopub.status.idle":·"2025-02-13T15:49:00.~~498756~~Z",	211	····················"iopub.status.idle":·"2024-01-12T09:48:34.832387Z",
212	····················"shell.execute_reply":·"2025-02-13T15:49:00.482~~703~~Z"	212	····················"shell.execute_reply":·"2024-01-12T09:48:34.820874Z"
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":·"2025-02-13T15:49:00.~~520376~~Z",	265	····················"iopub.execute_input":·"2024-01-12T09:48:34.847430Z",
266	····················"iopub.status.busy":·"2025-02-13T15:49:00.~~519938~~Z",	266	····················"iopub.status.busy":·"2024-01-12T09:48:34.846701Z",
267	····················"iopub.status.idle":·"2025-02-13T15:49:00.~~642777~~Z",	267	····················"iopub.status.idle":·"2024-01-12T09:48:34.981050Z",
268	····················"shell.execute_reply":·"2025-02-13T15:49:00.6~~266~~73Z"	268	····················"shell.execute_reply":·"2024-01-12T09:48:34.964907Z"
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":·"2025-02-13T15:49:00.668325Z",	327	····················"iopub.execute_input":·"2024-01-12T09:48:34.995683Z",
328	····················"iopub.status.busy":·"2025-02-13T15:49:00.~~667893~~Z",	328	····················"iopub.status.busy":·"2024-01-12T09:48:34.995216Z",
329	····················"iopub.status.idle":·"2025-02-13T15:49:01.~~146790~~Z",	329	····················"iopub.status.idle":·"2024-01-12T09:48:35.360484Z",
330	····················"shell.execute_reply":·"2025-02-13T15:49:01.~~130734~~Z"	330	····················"shell.execute_reply":·"2024-01-12T09:48:35.358695Z"
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)·int64·10·20	270	··*·x········(x)·int64·10·20
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·0x7f~~073f9fdf~~d0>	275	Out[37]:·<matplotlib.collections.QuadMesh·at·0x7f56058667d0>
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 1122, 23 lines modified		Offset 1122, 23 lines modified
1122	········"british":·6,	1122	········"british":·6,
1123	········"isl":·6,	1123	········"isl":·6,
1124	········"march":·[6,·46],	1124	········"march":·[6,·46],
1125	········"7":·[6,·7,·8,·9,·11,·12,·13,·14,·19,·23,·25,·28,·29,·31,·32,·33,·34,·36,·38,·39,·40,·42,·43,·44,·46,·47],	1125	········"7":·[6,·7,·8,·9,·11,·12,·13,·14,·19,·23,·25,·28,·29,·31,·32,·33,·34,·36,·38,·39,·40,·42,·43,·44,·46,·47],
1126	········"callback":·6,	1126	········"callback":·6,
1127	········"lt":·[6,·14],	1127	········"lt":·[6,·14],
1128	········"_draw_all_if_interact":·6,	1128	········"_draw_all_if_interact":·6,
1129	········"0x7f1b~~a991792~~0":·6,	1129	········"0x7f8bbe48b880":·6,
1130	········"post_execut":·6,	1130	········"post_execut":·6,
1131	········"permissionerror":·6,	1131	········"permissionerror":·6,
1132	········"usr":·6,	1132	········"usr":·6,
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1137	········"118":·[6,·32,·38,·43,·46],	1137	········"118":·[6,·32,·33,·38,·43,·46],
1138	········"is_interact":·6,	1138	········"is_interact":·6,
1139	········"draw_al":·6,	1139	········"draw_al":·6,
1140	········"_pylab_help":·6,	1140	········"_pylab_help":·6,
1141	········"gcf":·6,	1141	········"gcf":·6,
1142	········"cl":·[6,·28,·40],	1142	········"cl":·[6,·28,·40],
1143	········"forc":·[6,·39,·43],	1143	········"forc":·[6,·39,·43],
1144	········"130":·[6,·32,·38,·43],	1144	········"130":·[6,·32,·38,·43],
Offset 1812, 25 lines modified		Offset 1812, 25 lines modified
1812	········"until":·[13,·33,·36,·40,·43],	1812	········"until":·[13,·33,·36,·40,·43],
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1815	········"band":·[13,·34,·40,·44],	1815	········"band":·[13,·34,·40,·44],
1816	········"color":·[13,·16,·18,·43,·48],	1816	········"color":·[13,·16,·18,·43,·48],
1817	········"r":·[13,·28,·32,·33,·34,·38,·39,·40,·48],	1817	········"r":·[13,·28,·32,·33,·34,·38,·39,·40,·48],
1818	········"tmp":·13,	1818	········"tmp":·13,
1819	········"ipykernel_328~~3687~~":·13,	1819	········"ipykernel_1285013":·13,
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1822	········"transit":·[13,·40,·43,·48],	1822	········"transit":·[13,·40,·43,·48],
1823	········"corteva":·[13,·40],	1823	········"corteva":·[13,·40],
1824	········"getting_start":·[13,·40],	1824	········"getting_start":·[13,·40],
1825	········"222":·13,	1825	········"222":·13,
1826	········"221":·13,	1826	········"221":·13,
1827	········"223":·13,	1827	········"223":·13,
1828	········"224":·13,	1828	········"224":·13,
1829	········"226":·13,	1829	········"226":·[13,·33],
1830	········"227":·13,	1830	········"227":·13,
1831	········"229":·[13,·48],	1831	········"229":·[13,·48],
1832	········"230":·13,	1832	········"230":·13,
1833	········"cartesian":·[13,·32,·40],	1833	········"cartesian":·[13,·32,·40],
1834	········"might":·[13,·24,·29,·33,·34,·38,·39,·40,·43,·48],	1834	········"might":·[13,·24,·29,·33,·34,·38,·39,·40,·43,·48],
1835	········"handi":·[13,·32,·43],	1835	········"handi":·[13,·32,·43],
1836	········"index":·[13,·14,·16,·18,·20,·21,·31,·32,·33,·35,·36,·39,·40,·42,·43,·45,·47,·48],	1836	········"index":·[13,·14,·16,·18,·20,·21,·31,·32,·33,·35,·36,·39,·40,·42,·43,·45,·47,·48],
Offset 1982, 15 lines modified		Offset 1982, 15 lines modified
1982	········"xlabel":·[14,·43],	1982	········"xlabel":·[14,·43],
1983	········"pairplot":·14,	1983	········"pairplot":·14,
1984	········"reset_index":·[14,·42,·44,·48],	1984	········"reset_index":·[14,·42,·44,·48],
1985	········"var":·[14,·25,·31,·32,·38,·43,·48],	1985	········"var":·[14,·25,·31,·32,·38,·43,·48],
1986	········"data_var":·[14,·32,·34,·38,·40,·44,·48],	1986	········"data_var":·[14,·32,·34,·38,·40,·44,·48],
1987	········"axisgrid":·14,	1987	········"axisgrid":·14,
1988	········"pairgrid":·14,	1988	········"pairgrid":·14,
1989	········"0x7f~~79d~~e~~89085~~0":·14,	1989	········"0x7f00ce57a690":·14,
1990	········"9516129":·14,	1990	········"9516129":·14,
1991	········"88709677":·14,	1991	········"88709677":·14,
1992	········"93548387":·14,	1992	········"93548387":·14,
1993	········"84210526":·14,	1993	········"84210526":·14,
1994	········"71929825":·14,	1994	········"71929825":·14,
1995	········"77192982":·14,	1995	········"77192982":·14,
1996	········"24193548":·14,	1996	········"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	········"0x7f~~073f9fdf~~d0":·19,	2328	········"0x7f56058667d0":·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 2984, 15 lines modified		Offset 2984, 15 lines modified
2984	········"sqrt":·[32,·48],	2984	········"sqrt":·[32,·48],
2985	········"58":·[32,·34,·38,·39,·40,·43,·44,·48],	2985	········"58":·[32,·34,·38,·39,·40,·43,·44,·48],
2986	········"08299933":·32,	2986	········"08299933":·32,
2987	········"59":·[32,·33,·34,·38,·39,·40,·43,·44,·48],	2987	········"59":·[32,·33,·34,·38,·39,·40,·43,·44,·48],
2988	········"60":·[32,·34,·38,·39,·40,·43,·44,·46,·47,·48],	2988	········"60":·[32,·34,·38,·39,·40,·43,·44,·46,·47,·48],
2989	········"61":·[32,·34,·38,·39,·40,·43,·48],	2989	········"61":·[32,·34,·38,·39,·40,·43,·48],
2990	········"incorrectli":·[32,·48],	2990	········"incorrectli":·[32,·48],
2991	········"62":·[32,·34,·38,·39,·40,·43,·48],	2991	········"62":·[32,·33,·34,·38,·39,·40,·43,·48],
2992	········"63":·[32,·34,·38,·39,·40,·43,·48],	2992	········"63":·[32,·34,·38,·39,·40,·43,·48],
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],
Offset 3227, 15 lines modified		Offset 3227, 15 lines modified
3227	········"120":·[32,·38,·40,·43,·46],	3227	········"120":·[32,·38,·40,·43,·46],
3228	········"arithmetic_join":·[32,·41,·48],	3228	········"arithmetic_join":·[32,·41,·48],
3229	········"121":·[32,·38,·43,·46],	3229	········"121":·[32,·38,·43,·46],
3230	········"overhead":·[32,·33,·40],	3230	········"overhead":·[32,·33,·40],
3231	········"repeat":·[32,·43,·46,·48],	3231	········"repeat":·[32,·43,·46,·48],
3232	········"reindex":·[32,·35,·42,·48],	3232	········"reindex":·[32,·35,·42,·48],
3233	········"although":·[32,·34,·36,·40,·44,·48],	3233	········"although":·[32,·34,·36,·40,·44,·48],
3234	········"122":·[32,·3~~3,·3~~8,·43,·46],	3234	········"122":·[32,·38,·43,·46],
3235	········"silent":·[32,·38,·48],	3235	········"silent":·[32,·38,·48],
3236	········"124":·[32,·38,·40,·43,·46],	3236	········"124":·[32,·38,·40,·43,·46],
3237	········"persist":·[32,·33,·34,·38,·48],	3237	········"persist":·[32,·33,·34,·38,·48],
3238	········"125":·[32,·38,·40,·43],	3238	········"125":·[32,·38,·40,·43],
3239	········"126":·[32,·38,·43,·48],	3239	········"126":·[32,·38,·43,·48],
3240	········"127":·[32,·34,·36,·38,·43,·48],	3240	········"127":·[32,·34,·36,·38,·43,·48],
3241	········"x_and_i":·32,	3241	········"x_and_i":·32,
Offset 3309, 15 lines modified		Offset 3309, 15 lines modified
3309	········"178":·33,	3309	········"178":·33,
3310	········"179":·[33,·38],	3310	········"179":·[33,·38],
3311	········"concaten":·[33,·36,·40,·44,·48],	3311	········"concaten":·[33,·36,·40,·44,·48],
3312	········"disclaim":·33,	3312	········"disclaim":·33,
3313	········"execut":·[33,·48],	3313	········"execut":·[33,·48],
3314	········"ineffect":·33,	3314	········"ineffect":·33,
3315	········"reveal":·33,	3315	········"reveal":·33,
3316	········"3~~9b7b670~~a~~d00b~~8e2~~e3cc5e2b1~~0b5c~~905~~temperatur":·33,	3316	········"e465d2fa847582f6a280739021dc3613temperatur":·33,
3317	········"progressbar":·33,	3317	········"progressbar":·33,
3318	········"progress":·[33,·48],	3318	········"progress":·[33,·48],
3319	········"schedul":·[33,·48],	3319	········"schedul":·[33,·48],
3320	········"delayed_obj":·33,	3320	········"delayed_obj":·33,
3321	········"hdf5_use_file_lock":·33,	3321	········"hdf5_use_file_lock":·33,
Max diff block lines reached; 5513/10120 bytes (54.48%) 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-3~~9b7b670~~a~~d00b~~8e2~~e3cc5e2b1~~0b5c~~905~~temperature,·shape=(30,·180,·180),·dtype=float64,·chunksize=(10,·180,·180),·chunktype=numpy.ndarray></span>	121	<span·class="go">dask.array<open_dataset-e465d2fa847582f6a280739021dc3613temperature,·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)·int64·0·1·2·3·4·5·6·7·...·173·174·175·176·177·178·179</span>	124	<span·class="go">··*·longitude··(longitude)·int64·0·1·2·3·4·5·6·7·...·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, 16 lines modified		Offset 138, 17 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·\|·15.02·ms</span>	143	<span·class="go">[········································]·\|·0%·Completed·\|·10.29·ms</span>
		144	<span·class="go">[#########################···············]·\|·62%·Completed·\|·118.03·ms</span>
144	<span·class="go">[########################################]·\|·100%·Completed·\|·122.88·ms</span>	145	<span·class="go">[########################################]·\|·100%·Completed·\|·226.13·ms</span>
145	</pre></div>	146	</pre></div>
146	</div>	147	</div>
147	<div·class="admonition·note">	148	<div·class="admonition·note">
148	<p·class="admonition-title">Note</p>	149	<p·class="admonition-title">Note</p>
149	<p>When·using·Dask’s·distributed·scheduler·to·write·NETCDF4·files,	150	<p>When·using·Dask’s·distributed·scheduler·to·write·NETCDF4·files,
150	it·may·be·necessary·to·set·the·environment·variable·<cite>HDF5_USE_FILE_LOCKING=FALSE</cite>	151	it·may·be·necessary·to·set·the·environment·variable·<cite>HDF5_USE_FILE_LOCKING=FALSE</cite>
151	to·avoid·competing·locks·within·the·HDF5·SWMR·file·locking·scheme.·Note·that	152	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-3~~9b7b670~~a~~d00b~~8e2~~e3cc5e2b1~~0b5c~~905~~temperature,·shape=(30,	83	dask.array<open_dataset-e465d2fa847582f6a280739021dc3613temperature,·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)·int64·0·1·2·3·4·5·6·7·...·173·174·175·176·177·178	87	··*·longitude··(longitude)·int64·0·1·2·3·4·5·6·7·...·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, 16 lines modified		Offset 98, 17 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·\|·15.02·ms	103	[········································]·\|·0%·Completed·\|·10.29·ms
		104	[#########################···············]·\|·62%·Completed·\|·118.03·ms
104	[########################################]·\|·100%·Completed·\|·122.88·ms	105	[########################################]·\|·100%·Completed·\|·226.13·ms
105	Note	106	Note
106	When·using·Daskâs·distributed·scheduler·to·write·NETCDF4·files,·it·may·be	107	When·using·Daskâs·distributed·scheduler·to·write·NETCDF4·files,·it·may·be
107	necessary·to·set·the·environment·variableHDF5_USE_FILE_LOCKING=FALSEto·avoid	108	necessary·to·set·the·environment·variableHDF5_USE_FILE_LOCKING=FALSEto·avoid
108	competing·locks·within·the·HDF5·SWMR·file·locking·scheme.·Note·that·writing	109	competing·locks·within·the·HDF5·SWMR·file·locking·scheme.·Note·that·writing
109	netCDF·files·with·Daskâs·distributed·scheduler·is·only·supported·for	110	netCDF·files·with·Daskâs·distributed·scheduler·is·only·supported·for
110	thenetcdf4backend.	111	thenetcdf4backend.
111	A·dataset·can·also·be·converted·to·a·Dask·DataFrame·using·to_dask_dataframe().	112	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·0x7f~~070fca~~15d0>]</span>	694	<span·class="gh">Out[60]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0x7f55d5461350>]</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·0x7f~~070f5933d~~0>]</span>	696	<span·class="gh">Out[61]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0x7f55d54be410>]</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·0x7f~~070fca~~15d0>]	581	Out[60]:·[<matplotlib.lines.Line2D·at·0x7f55d5461350>]

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·0x7f~~070f5933d~~0>]	584	Out[61]:·[<matplotlib.lines.Line2D·at·0x7f55d54be410>]
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 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·0x7f070~~f54d49~~0>]</span>	228	<span·class="gh">Out[17]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0x7f56048b4810>]</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·0x7f~~073fa3535~~0>]</span>	230	<span·class="gh">Out[18]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0x7f560586f510>]</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·0x7f070~~f7159~~50>]</span>	232	<span·class="gh">Out[19]:·</span><span·class="go">[<matplotlib.lines.Line2D·at·0x7f560586fb50>]</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·0x7f~~070e~~1fe510></span>	234	<span·class="gh">Out[20]:·</span><span·class="go"><matplotlib.legend.Legend·at·0x7f55d3f18ed0></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 615, 15 lines modified		Offset 615, 15 lines modified
615	<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>	615	<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>
616	<span·class="g·g-Whitespace">····</span><span·class="mi">859</span>·········<span·class="p">)</span>	616	<span·class="g·g-Whitespace">····</span><span·class="mi">859</span>·········<span·class="p">)</span>
617	<span·class="g·g-Whitespace">····</span><span·class="mi">861</span>·····<span·class="k">return</span>·<span·class="n">indexers</span>	617	<span·class="g·g-Whitespace">····</span><span·class="mi">861</span>·····<span·class="k">return</span>·<span·class="n">indexers</span>
618	<span·class="g·g-Whitespace">····</span><span·class="mi">863</span>·<span·class="k">elif</span>·<span·class="n">missing_dims</span>·<span·class="o">==</span>·<span·class="s2">"warn"</span><span·class="p">:</span>	618	<span·class="g·g-Whitespace">····</span><span·class="mi">863</span>·<span·class="k">elif</span>·<span·class="n">missing_dims</span>·<span·class="o">==</span>·<span·class="s2">"warn"</span><span·class="p">:</span>
619	<span·class="g·g-Whitespace">····</span><span·class="mi">864</span>·	619	<span·class="g·g-Whitespace">····</span><span·class="mi">864</span>·
620	<span·class="g·g-Whitespace">····</span><span·class="mi">865</span>·····<span·class="c1">#·don't·modify·input</span>	620	<span·class="g·g-Whitespace">····</span><span·class="mi">865</span>·····<span·class="c1">#·don't·modify·input</span>

621	<span·class="ne">ValueError</span>:·Dimensions·{'lat',·'lon'}·do·not·exist.·Expected·one·or·more·of·Frozen({'x':·3,·'y':·4})	621	<span·class="ne">ValueError</span>:·Dimensions·{'lon',·'lat'}·do·not·exist.·Expected·one·or·more·of·Frozen({'x':·3,·'y':·4})

622	<span·class="gp">In·[63]:·</span><span·class="n">dsi</span><span·class="o">.</span><span·class="n">air</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">])</span>	622	<span·class="gp">In·[63]:·</span><span·class="n">dsi</span><span·class="o">.</span><span·class="n">air</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">])</span>
623	<span·class="gt">---------------------------------------------------------------------------</span>	623	<span·class="gt">---------------------------------------------------------------------------</span>
624	<span·class="ne">NameError</span><span·class="g·g-Whitespace">·································</span>Traceback·(most·recent·call·last)	624	<span·class="ne">NameError</span><span·class="g·g-Whitespace">·································</span>Traceback·(most·recent·call·last)
625	<span·class="n">Cell</span>·<span·class="n">In</span>·<span·class="p">[</span><span·class="mi">63</span><span·class="p">],</span>·<span·class="n">line</span>·<span·class="mi">1</span>	625	<span·class="n">Cell</span>·<span·class="n">In</span>·<span·class="p">[</span><span·class="mi">63</span><span·class="p">],</span>·<span·class="n">line</span>·<span·class="mi">1</span>
626	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">dsi</span><span·class="o">.</span><span·class="n">air</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">])</span>	626	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">dsi</span><span·class="o">.</span><span·class="n">air</span><span·class="o">.</span><span·class="n">plot</span><span·class="p">(</span><span·class="n">ax</span><span·class="o">=</span><span·class="n">axes</span><span·class="p">[</span><span·class="mi">1</span><span·class="p">])</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·0x7f070~~f54d49~~0>]	171	Out[17]:·[<matplotlib.lines.Line2D·at·0x7f56048b4810>]

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·0x7f~~073fa3535~~0>]	174	Out[18]:·[<matplotlib.lines.Line2D·at·0x7f560586f510>]

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·0x7f070~~f7159~~50>]	177	Out[19]:·[<matplotlib.lines.Line2D·at·0x7f560586fb50>]

178	In·[20]:·plt.legend()	178	In·[20]:·plt.legend()
179	Out[20]:·<matplotlib.legend.Legend·at·0x7f~~070e~~1fe510>	179	Out[20]:·<matplotlib.legend.Legend·at·0x7f55d3f18ed0>
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 558, 15 lines modified		Offset 558, 15 lines modified
558	of·{dims}"	558	of·{dims}"
559	····859·········)	559	····859·········)
560	····861·····return·indexers	560	····861·····return·indexers
561	····863·elif·missing_dims·==·"warn":	561	····863·elif·missing_dims·==·"warn":
562	····864	562	····864
563	····865·····#·don't·modify·input	563	····865·····#·don't·modify·input

564	ValueError:·Dimensions·{'lat',·'lon'}·do·not·exist.·Expected·one·or·more·of	564	ValueError:·Dimensions·{'lon',·'lat'}·do·not·exist.·Expected·one·or·more·of
565	Frozen({'x':·3,·'y':·4})	565	Frozen({'x':·3,·'y':·4})

566	In·[63]:·dsi.air.plot(ax=axes[1])	566	In·[63]:·dsi.air.plot(ax=axes[1])
567	---------------------------------------------------------------------------	567	---------------------------------------------------------------------------
568	NameError·································Traceback·(most·recent·call·last)	568	NameError·································Traceback·(most·recent·call·last)
569	Cell·In·[63],·line·1	569	Cell·In·[63],·line·1
570	---->·1·dsi.air.plot(ax=axes[1])	570	---->·1·dsi.air.plot(ax=axes[1])


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·0x7f~~07c3fe13d~~0>]	546	Out[51]:·[<matplotlib.lines.Line2D·at·0x7f5685e7e750>]
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)·int64·0·1·2·3	1031	··*·z········(z)·int64·0·1·2·3
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·0x7f~~07c3edf29~~0>	1036	Out[99]:·<matplotlib.collections.PathCollection·at·0x7f5685d2bed0>
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·0x7f~~07c3d9c31~~0>	1040	Out[100]:·<matplotlib.collections.PathCollection·at·0x7f5685c6ba90>
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·0x7f~~07c3e5~~6690>	1044	Out[101]:·<matplotlib.collections.PathCollection·at·0x7f5685cd6cd0>
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·0x7f~~07c3e243~~10>	1048	Out[102]:·<matplotlib.collections.PathCollection·at·0x7f5685c38c10>
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·0x7f~~070d58729~~0>	1054	Out[103]:·<matplotlib.collections.PathCollection·at·0x7f55d343ccd0>
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·0x7f~~07c~~3e405d0>	1058	Out[104]:·<matplotlib.collections.PathCollection·at·0x7f55d3475dd0>
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·0x7f~~070d5c729~~0>	1064	Out[105]:·<matplotlib.collections.PathCollection·at·0x7f55d32d1a50>
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·0x7f~~070d43~~0350>	1068	Out[106]:·<mpl_toolkits.mplot3d.art3d.Path3DCollection·at·0x7f55d32f0190>
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·0x7f070d4b~~429~~0>	1073	Out[107]:·<xarray.plot.facetgrid.FacetGrid·at·0x7f55d6b7a050>
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·0x7f~~070cf7035~~0>	1078	Out[108]:·<xarray.plot.facetgrid.FacetGrid·at·0x7f55d305c610>
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·0x7f070d2~~de8d~~0>	1086	Out[109]:·<matplotlib.quiver.Quiver·at·0x7f55d2c8cb90>
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·0x7f~~070f6a955~~0>	1091	Out[110]:·<xarray.plot.facetgrid.FacetGrid·at·0x7f55d2d61bd0>
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·0x7f~~07c3e0fe1~~0>	1099	Out[111]:·<matplotlib.collections.LineCollection·at·0x7f55d29493d0>
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·0x7f~~070d0~~7d590>	1104	Out[112]:·<xarray.plot.facetgrid.FacetGrid·at·0x7f55d2772690>
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·0x7f~~070bfd~~1490>]	1225	Out[124]:·[<matplotlib.lines.Line2D·at·0x7f55d31f1ad0>]

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·0x7f~~070c56cb5~~0>]	1227	Out[125]:·[<matplotlib.lines.Line2D·at·0x7f55d197f910>]

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·0x7f~~070bb9ff~~90>]	1229	Out[126]:·[<matplotlib.lines.Line2D·at·0x7f55d18ed490>]

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·0x7f~~070bb9fc9~~0>]	1231	Out[127]:·[<matplotlib.lines.Line2D·at·0x7f55d18edf50>]

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·0x7f~~07099~~d~~5d5~~0></span>	5860	<span·class="gh">Out[46]:·</span><span·class="go"><matplotlib.collections.QuadMesh·at·0x7f55cdfdded0></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·0x7f~~07099~~d~~5d5~~0>	4054	······Out[46]:·<matplotlib.collections.QuadMesh·at·0x7f55cdfdded0>
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)))