In [1]:
from pygchem.datafield_backends import iris_backend
In [2]:
%cd /home/benbovy/Aldebaran/ScientificResearch/geoschem/GEOS-Chem-rundirs/
/mnt/hgfs/Aldebaran/ScientificResearch/geoschem/GEOS-Chem-rundirs
In [3]:
%cd 4x5/geos5/standard/
/mnt/hgfs/Aldebaran/ScientificResearch/geoschem/GEOS-Chem-rundirs/4x5/geos5/standard
In [4]:
cubes = iris_backend.load('ctm.bpch')
In [5]:
print cubes
0: DUSTSRCE__DST1 / (kg) (longitude: 72; latitude: 46)
1: DUSTSRCE__DST2 / (kg) (longitude: 72; latitude: 46)
2: DUSTSRCE__DST3 / (kg) (longitude: 72; latitude: 46)
3: DUSTSRCE__DST4 / (kg) (longitude: 72; latitude: 46)
4: BC-ANTH__BLKC / (kg) (longitude: 72; latitude: 46)
5: BC-BIOB__BLKC / (kg) (longitude: 72; latitude: 46)
6: BC-BIOF__BLKC / (kg) (longitude: 72; latitude: 46)
7: PL-BC_S__BLKC / (kg) (longitude: 72; latitude: 46; model_level_number: 47)
8: OC-ANTH__ORGC / (kg) (longitude: 72; latitude: 46)
9: OC-BIOB__ORGC / (kg) (longitude: 72; latitude: 46)
10: OC-BIOF__ORGC / (kg) (longitude: 72; latitude: 46)
11: OC-BIOG__ORGC / (kg) (longitude: 72; latitude: 46)
12: PL-OC_S__ORGC / (kg) (longitude: 72; latitude: 46; model_level_number: 47)
13: SALTSRCE__SALA / (kg) (longitude: 72; latitude: 46)
14: SALTSRCE__SALC / (kg) (longitude: 72; latitude: 46)
15: ACETSRCE__ACETmo / (count/cm2/s) (longitude: 72; latitude: 46)
16: ACETSRCE__ACETmb / (count/cm2/s) (longitude: 72; latitude: 46)
17: ACETSRCE__ACETbg / (count/cm2/s) (longitude: 72; latitude: 46)
18: ACETSRCE__ACETdl / (count/cm2/s) (longitude: 72; latitude: 46)
19: ACETSRCE__ACETgr / (count/cm2/s) (longitude: 72; latitude: 46)
20: ACETSRCE__ACETop / (count/cm2/s) (longitude: 72; latitude: 46)
21: ACETSRCE__ACETol / (count/cm2/s) (longitude: 72; latitude: 46)
22: DMS-BIOG__DMS / (kg S) (longitude: 72; latitude: 46)
23: SO2-AC-S__SO2 / (kg S) (longitude: 72; latitude: 46; model_level_number: 47)
24: SO2-AN-S__SO2 / (kg S) (longitude: 72; latitude: 46; -- : 2)
25: SO2-BIOB__SO2 / (kg S) (longitude: 72; latitude: 46)
26: SO2-BIOF__SO2 / (kg S) (longitude: 72; latitude: 46)
27: SO2-EV-S__SO2 / (kg S) (longitude: 72; latitude: 46; model_level_number: 47)
28: SO2-NV-S__SO2 / (kg S) (longitude: 72; latitude: 46; model_level_number: 47)
29: SO2-SHIP__SO2 / (kg S) (longitude: 72; latitude: 46)
30: SO4-AN-S__SO4 / (kg S) (longitude: 72; latitude: 46; -- : 2)
31: SO4-BIOF__SO4 / (kg S) (longitude: 72; latitude: 46)
32: NH3-ANTH__NH3 / (kg) (longitude: 72; latitude: 46)
33: NH3-NATU__NH3 / (kg) (longitude: 72; latitude: 46)
34: NH3-BIOB__NH3 / (kg) (longitude: 72; latitude: 46)
35: NH3-BIOF__NH3 / (kg) (longitude: 72; latitude: 46)
36: OD-MAP-S__OPTD / (1) (longitude: 72; latitude: 46; -- : 38)
37: OD-MAP-S__CLDTOT / (1) (longitude: 72; latitude: 46; -- : 38)
38: OD-MAP-S__ / (1) (longitude: 72; latitude: 46; -- : 38)
39: OD-MAP-S__OPD / (1) (longitude: 72; latitude: 46; -- : 38)
40: OD-MAP-S__SD / (cm2/cm3) (longitude: 72; latitude: 46; -- : 38)
41: OD-MAP-S__OPSO4 / (1) (longitude: 72; latitude: 46; -- : 38)
42: OD-MAP-S__HGSO4 / (1) (longitude: 72; latitude: 46; -- : 38)
43: OD-MAP-S__SSO4 / (cm2/cm3) (longitude: 72; latitude: 46; -- : 38)
44: OD-MAP-S__OPBC / (1) (longitude: 72; latitude: 46; -- : 38)
45: OD-MAP-S__HGBC / (1) (longitude: 72; latitude: 46; -- : 38)
46: OD-MAP-S__SBC / (cm2/cm3) (longitude: 72; latitude: 46; -- : 38)
47: OD-MAP-S__OPOC / (1) (longitude: 72; latitude: 46; -- : 38)
48: OD-MAP-S__HGOC / (1) (longitude: 72; latitude: 46; -- : 38)
49: OD-MAP-S__SOC / (cm2/cm3) (longitude: 72; latitude: 46; -- : 38)
50: OD-MAP-S__OPSSa / (1) (longitude: 72; latitude: 46; -- : 38)
51: OD-MAP-S__HGSSa / (1) (longitude: 72; latitude: 46; -- : 38)
52: OD-MAP-S__SSSa / (cm2/cm3) (longitude: 72; latitude: 46; -- : 38)
53: OD-MAP-S__OPSSc / (1) (longitude: 72; latitude: 46; -- : 38)
54: OD-MAP-S__HGSSc / (1) (longitude: 72; latitude: 46; -- : 38)
55: OD-MAP-S__SSSc / (cm2/cm3) (longitude: 72; latitude: 46; -- : 38)
56: OD-MAP-S__OPD1 / (1) (longitude: 72; latitude: 46; -- : 38)
57: OD-MAP-S__OPD2 / (1) (longitude: 72; latitude: 46; -- : 38)
58: OD-MAP-S__OPD3 / (1) (longitude: 72; latitude: 46; -- : 38)
59: OD-MAP-S__OPD4 / (1) (longitude: 72; latitude: 46; -- : 38)
60: OD-MAP-S__OPD5 / (1) (longitude: 72; latitude: 46; -- : 38)
61: OD-MAP-S__OPD6 / (1) (longitude: 72; latitude: 46; -- : 38)
62: OD-MAP-S__OPD7 / (1) (longitude: 72; latitude: 46; -- : 38)
63: JV-MAP-S__JNO2 / (s-1) (longitude: 72; latitude: 46; -- : 38)
64: JV-MAP-S__JHNO3 / (s-1) (longitude: 72; latitude: 46; -- : 38)
65: JV-MAP-S__JH2O2 / (s-1) (longitude: 72; latitude: 46; -- : 38)
66: JV-MAP-S__JCH2O / (s-1) (longitude: 72; latitude: 46; -- : 38)
67: JV-MAP-S__JO3 / (s-1) (longitude: 72; latitude: 46; -- : 38)
68: JV-MAP-S__POH / (s-1) (longitude: 72; latitude: 46; -- : 38)
69: BIOBSRCE__NOx / (molec/cm2/s) (longitude: 72; latitude: 46)
70: BIOBSRCE__CO / (molec/cm2/s) (longitude: 72; latitude: 46)
71: BIOBSRCE__ALK4 / (count/cm2/s) (longitude: 72; latitude: 46)
72: BIOBSRCE__ACET / (count/cm2/s) (longitude: 72; latitude: 46)
73: BIOBSRCE__MEK / (count/cm2/s) (longitude: 72; latitude: 46)
74: BIOBSRCE__ALD2 / (count/cm2/s) (longitude: 72; latitude: 46)
75: BIOBSRCE__PRPE / (count/cm2/s) (longitude: 72; latitude: 46)
76: BIOBSRCE__C3H8 / (count/cm2/s) (longitude: 72; latitude: 46)
77: BIOBSRCE__CH2O / (molec/cm2/s) (longitude: 72; latitude: 46)
78: BIOBSRCE__C2H6 / (count/cm2/s) (longitude: 72; latitude: 46)
79: BIOBSRCE__SO2 / (count/cm2/s) (longitude: 72; latitude: 46)
80: BIOBSRCE__NH3 / (molec/cm2/s) (longitude: 72; latitude: 46)
81: BIOBSRCE__BC / (count/cm2/s) (longitude: 72; latitude: 46)
82: BIOBSRCE__OC / (count/cm2/s) (longitude: 72; latitude: 46)
83: CO--SRCE__COanth / (mol/cm2/s) (longitude: 72; latitude: 46)
84: CO--SRCE__CObb / (mol/cm2/s) (longitude: 72; latitude: 46)
85: CO--SRCE__CObf / (mol/cm2/s) (longitude: 72; latitude: 46)
86: CO--SRCE__COmeth / (mol/cm2/s) (longitude: 72; latitude: 46)
87: CO--SRCE__COmono / (mol/cm2/s) (longitude: 72; latitude: 46)
88: PEDGE-S__PSURF / (mb) (longitude: 72; latitude: 46; -- : 48)
89: NOX-AC-S__NOx / (molec/cm2/s) (longitude: 72; latitude: 46; -- : 38)
90: NOX-AN-S__NOx / (molec/cm2/s) (longitude: 72; latitude: 46; -- : 2)
91: NOX-BIOB__NOx / (molec/cm2/s) (longitude: 72; latitude: 46)
92: NOX-BIOF__NOx / (molec/cm2/s) (longitude: 72; latitude: 46)
93: NOX-FERT__NOx / (molec/cm2/s) (longitude: 72; latitude: 46)
94: NOX-LI-S__NOx / (molec/cm2/s) (longitude: 72; latitude: 46; -- : 46)
95: NOX-SOIL__NOx / (molec/cm2/s) (longitude: 72; latitude: 46)
96: NOX-STRT__NOx / (molec/cm2/s) (longitude: 72; latitude: 46)
97: BIOFSRCE__NOx / (molec/cm2/s) (longitude: 72; latitude: 46)
98: BIOFSRCE__CO / (molec/cm2/s) (longitude: 72; latitude: 46)
99: BIOFSRCE__ALK4 / (count/cm2/s) (longitude: 72; latitude: 46)
100: BIOFSRCE__ACET / (count/cm2/s) (longitude: 72; latitude: 46)
101: BIOFSRCE__MEK / (count/cm2/s) (longitude: 72; latitude: 46)
102: BIOFSRCE__ALD2 / (count/cm2/s) (longitude: 72; latitude: 46)
103: BIOFSRCE__PRPE / (count/cm2/s) (longitude: 72; latitude: 46)
104: BIOFSRCE__C3H8 / (count/cm2/s) (longitude: 72; latitude: 46)
105: BIOFSRCE__CH2O / (molec/cm2/s) (longitude: 72; latitude: 46)
106: BIOFSRCE__C2H6 / (count/cm2/s) (longitude: 72; latitude: 46)
107: ANTHSRCE__NOx / (molec/cm2/s) (longitude: 72; latitude: 46)
108: ANTHSRCE__CO / (molec/cm2/s) (longitude: 72; latitude: 46)
109: ANTHSRCE__ALK4 / (count/cm2/s) (longitude: 72; latitude: 46)
110: ANTHSRCE__ACET / (count/cm2/s) (longitude: 72; latitude: 46)
111: ANTHSRCE__MEK / (count/cm2/s) (longitude: 72; latitude: 46)
112: ANTHSRCE__ALD2 / (count/cm2/s) (longitude: 72; latitude: 46)
113: ANTHSRCE__PRPE / (count/cm2/s) (longitude: 72; latitude: 46)
114: ANTHSRCE__C3H8 / (count/cm2/s) (longitude: 72; latitude: 46)
115: ANTHSRCE__CH2O / (molec/cm2/s) (longitude: 72; latitude: 46)
116: ANTHSRCE__C2H6 / (count/cm2/s) (longitude: 72; latitude: 46)
117: WETDCV-S__HNO3 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
118: WETDCV-S__H2O2 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
119: WETDCV-S__CH2O / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
120: WETDCV-S__MP / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
121: WETDCV-S__SO2 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
122: WETDCV-S__SO4 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
123: WETDCV-S__SO4s / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
124: WETDCV-S__MSA / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
125: WETDCV-S__NH3 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
126: WETDCV-S__NH4 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
127: WETDCV-S__NIT / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
128: WETDCV-S__NITs / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
129: WETDCV-S__BCPI / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
130: WETDCV-S__OCPI / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
131: WETDCV-S__BCPO / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
132: WETDCV-S__OCPO / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
133: WETDCV-S__DST1 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
134: WETDCV-S__DST2 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
135: WETDCV-S__DST3 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
136: WETDCV-S__DST4 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
137: WETDCV-S__SALA / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
138: WETDCV-S__SALC / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
139: WETDLS-S__HNO3 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
140: WETDLS-S__H2O2 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
141: WETDLS-S__CH2O / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
142: WETDLS-S__MP / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
143: WETDLS-S__SO2 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
144: WETDLS-S__SO4 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
145: WETDLS-S__SO4s / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
146: WETDLS-S__MSA / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
147: WETDLS-S__NH3 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
148: WETDLS-S__NH4 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
149: WETDLS-S__NIT / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
150: WETDLS-S__NITs / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
151: WETDLS-S__BCPI / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
152: WETDLS-S__OCPI / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
153: WETDLS-S__BCPO / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
154: WETDLS-S__OCPO / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
155: WETDLS-S__DST1 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
156: WETDLS-S__DST2 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
157: WETDLS-S__DST3 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
158: WETDLS-S__DST4 / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
159: WETDLS-S__SALA / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
160: WETDLS-S__SALC / (kg/s) (longitude: 72; latitude: 46; model_level_number: 47)
161: CHEM-L_S__OH / (molec/cm3) (longitude: 72; latitude: 46; -- : 38)
162: CHEM-L_S__NO / (1) (longitude: 72; latitude: 46; -- : 38)
163: CHEM-L_S__HO2 / (1) (longitude: 72; latitude: 46; -- : 38)
164: CHEM-L_S__NO2 / (1) (longitude: 72; latitude: 46; -- : 38)
165: CHEM-L_S__NO3 / (1) (longitude: 72; latitude: 46; -- : 38)
166: DRYD-FLX__NO2df / (molec/cm2/s) (longitude: 72; latitude: 46)
167: DRYD-FLX__O3df / (molec/cm2/s) (longitude: 72; latitude: 46)
168: DRYD-FLX__PANdf / (molec/cm2/s) (longitude: 72; latitude: 46)
169: DRYD-FLX__HNO3df / (molec/cm2/s) (longitude: 72; latitude: 46)
170: DRYD-FLX__H2O2df / (molec/cm2/s) (longitude: 72; latitude: 46)
171: DRYD-FLX__PMNdf / (molec/cm2/s) (longitude: 72; latitude: 46)
172: DRYD-FLX__PPNdf / (molec/cm2/s) (longitude: 72; latitude: 46)
173: DRYD-FLX__R4N2df / (molec/cm2/s) (longitude: 72; latitude: 46)
174: DRYD-FLX__CH2Odf / (molec/cm2/s) (longitude: 72; latitude: 46)
175: DRYD-FLX__N2O5df / (molec/cm2/s) (longitude: 72; latitude: 46)
176: DRYD-FLX__SO2df / (molec/cm2/s) (longitude: 72; latitude: 46)
177: DRYD-FLX__SO4df / (molec/cm2/s) (longitude: 72; latitude: 46)
178: DRYD-FLX__SO4Sdf / (molec/cm2/s) (longitude: 72; latitude: 46)
179: DRYD-VEL__NO2dv / (cm/s) (longitude: 72; latitude: 46)
180: DRYD-VEL__O3dv / (cm/s) (longitude: 72; latitude: 46)
181: DRYD-VEL__PANdv / (cm/s) (longitude: 72; latitude: 46)
182: DRYD-VEL__HNO3dv / (cm/s) (longitude: 72; latitude: 46)
183: DRYD-VEL__H2O2dv / (cm/s) (longitude: 72; latitude: 46)
184: DRYD-VEL__PMNdv / (cm/s) (longitude: 72; latitude: 46)
185: DRYD-VEL__PPNdv / (cm/s) (longitude: 72; latitude: 46)
186: DRYD-VEL__R4N2dv / (cm/s) (longitude: 72; latitude: 46)
187: DRYD-VEL__CH2Odv / (cm/s) (longitude: 72; latitude: 46)
188: DRYD-VEL__N2O5dv / (cm/s) (longitude: 72; latitude: 46)
189: DRYD-VEL__SO2dv / (cm/s) (longitude: 72; latitude: 46)
190: DRYD-VEL__SO4dv / (cm/s) (longitude: 72; latitude: 46)
191: DRYD-VEL__SO4Sdv / (cm/s) (longitude: 72; latitude: 46)
192: IJ-AVG-S__NOx / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
193: IJ-AVG-S__Ox / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
194: IJ-AVG-S__O3 / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
195: IJ-AVG-S__PAN / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
196: IJ-AVG-S__CO / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
197: IJ-AVG-S__ALK4 / (ppb) (longitude: 72; latitude: 46; model_level_number: 47)
198: IJ-AVG-S__ISOP / (ppb) (longitude: 72; latitude: 46; model_level_number: 47)
199: IJ-AVG-S__HNO3 / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
200: IJ-AVG-S__H2O2 / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
201: IJ-AVG-S__ACET / (ppb) (longitude: 72; latitude: 46; model_level_number: 47)
202: IJ-AVG-S__MEK / (ppb) (longitude: 72; latitude: 46; model_level_number: 47)
203: IJ-AVG-S__ALD2 / (ppb) (longitude: 72; latitude: 46; model_level_number: 47)
204: IJ-AVG-S__RCHO / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
205: IJ-AVG-S__MVK / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
206: IJ-AVG-S__MACR / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
207: IJ-AVG-S__PMN / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
208: IJ-AVG-S__PPN / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
209: IJ-AVG-S__R4N2 / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
210: IJ-AVG-S__PRPE / (ppb) (longitude: 72; latitude: 46; model_level_number: 47)
211: IJ-AVG-S__C3H8 / (ppb) (longitude: 72; latitude: 46; model_level_number: 47)
212: IJ-AVG-S__CH2O / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
213: IJ-AVG-S__C2H6 / (ppb) (longitude: 72; latitude: 46; model_level_number: 47)
214: IJ-AVG-S__N2O5 / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
215: IJ-AVG-S__HNO4 / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
216: IJ-AVG-S__MP / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
217: IJ-AVG-S__DMS / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
218: IJ-AVG-S__SO2 / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
219: IJ-AVG-S__SO4 / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
220: IJ-AVG-S__SO4s / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
221: IJ-AVG-S__MSA / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
222: IJ-AVG-S__NH3 / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
223: IJ-AVG-S__NH4 / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
224: IJ-AVG-S__NIT / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
225: IJ-AVG-S__NITs / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
226: IJ-AVG-S__BCPI / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
227: IJ-AVG-S__OCPI / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
228: IJ-AVG-S__BCPO / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
229: IJ-AVG-S__OCPO / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
230: IJ-AVG-S__DST1 / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
231: IJ-AVG-S__DST2 / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
232: IJ-AVG-S__DST3 / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
233: IJ-AVG-S__DST4 / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
234: IJ-AVG-S__SALA / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
235: IJ-AVG-S__SALC / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
236: BIOGSRCE__ISOP / (count/cm2/s) (longitude: 72; latitude: 46)
237: BIOGSRCE__ACET / (count/cm2/s) (longitude: 72; latitude: 46)
238: BIOGSRCE__PRPE / (count/cm2/s) (longitude: 72; latitude: 46)
239: BIOGSRCE__MONOT / (count/cm2/s) (longitude: 72; latitude: 46)
240: BIOGSRCE__MBO / (count/cm2/s) (longitude: 72; latitude: 46)
241: BIOGSRCE__APINE / (count/cm2/s) (longitude: 72; latitude: 46)
242: BIOGSRCE__BPINE / (count/cm2/s) (longitude: 72; latitude: 46)
243: BIOGSRCE__LIMON / (count/cm2/s) (longitude: 72; latitude: 46)
244: BIOGSRCE__SABIN / (count/cm2/s) (longitude: 72; latitude: 46)
245: BIOGSRCE__MYRCN / (count/cm2/s) (longitude: 72; latitude: 46)
246: BIOGSRCE__CAREN / (count/cm2/s) (longitude: 72; latitude: 46)
247: BIOGSRCE__OCIMN / (count/cm2/s) (longitude: 72; latitude: 46)
248: TIME-TPS__TIMETROP / (1) (longitude: 72; latitude: 46; -- : 38)
249: TR-PAUSE__TP-LEVEL / (1) (longitude: 72; latitude: 46)
250: TR-PAUSE__TP-HGHT / (km) (longitude: 72; latitude: 46)
251: TR-PAUSE__TP-PRESS / (mb) (longitude: 72; latitude: 46)
252: DAO-3D-S__UWND / (m/s) (longitude: 72; latitude: 46; model_level_number: 47)
253: DAO-3D-S__VWND / (m/s) (longitude: 72; latitude: 46; model_level_number: 47)
254: DAO-3D-S__TMPU / (K) (longitude: 72; latitude: 46; model_level_number: 47)
255: DAO-3D-S__SPHU / (g/kg) (longitude: 72; latitude: 46; model_level_number: 47)
256: DAO-3D-S__CMFMC / (kg/m2/s) (longitude: 72; latitude: 46; model_level_number: 47)
257: DAO-3D-S__DTRAIN / (kg/m2/s) (longitude: 72; latitude: 46; model_level_number: 47)
258: DAO-FLDS__HFLUX / (W/m2) (longitude: 72; latitude: 46)
259: DAO-FLDS__RADSWG / (W/m2) (longitude: 72; latitude: 46)
260: DAO-FLDS__PREACC / (mm/day) (longitude: 72; latitude: 46)
261: DAO-FLDS__PRECON / (mm/day) (longitude: 72; latitude: 46)
262: DAO-FLDS__TS / (K) (longitude: 72; latitude: 46)
263: DAO-FLDS__RADSWT / (W/m2) (longitude: 72; latitude: 46)
264: DAO-FLDS__USTAR / (m/s) (longitude: 72; latitude: 46)
265: DAO-FLDS__Z0 / (m) (longitude: 72; latitude: 46)
266: DAO-FLDS__PBL / (hPa) (longitude: 72; latitude: 46)
267: DAO-FLDS__CLDFRC / (1) (longitude: 72; latitude: 46)
268: DAO-FLDS__U10M / (m/s) (longitude: 72; latitude: 46)
269: DAO-FLDS__V10M / (m/s) (longitude: 72; latitude: 46)
270: DAO-FLDS__PS-PBL / (hPa) (longitude: 72; latitude: 46)
271: DAO-FLDS__ALBD / (1) (longitude: 72; latitude: 46)
272: DAO-FLDS__PHIS / (m) (longitude: 72; latitude: 46)
273: DAO-FLDS__CLDTOP / (1s) (longitude: 72; latitude: 46)
274: DAO-FLDS__TROPP / (hPa) (longitude: 72; latitude: 46)
275: DAO-FLDS__SLP / (hPa) (longitude: 72; latitude: 46)
276: DAO-FLDS__TSKIN / (K) (longitude: 72; latitude: 46)
277: DAO-FLDS__PARDF / (W/m2) (longitude: 72; latitude: 46)
278: DAO-FLDS__PARDR / (W/m2) (longitude: 72; latitude: 46)
279: DAO-FLDS__GWET / (1) (longitude: 72; latitude: 46)
280: DAO-FLDS__EFLUX / (W/m2) (longitude: 72; latitude: 46)
281: BXHGHT-S__BXHEIGHT / (m) (longitude: 72; latitude: 46; model_level_number: 47)
282: BXHGHT-S__AD / (kg) (longitude: 72; latitude: 46; model_level_number: 47)
283: BXHGHT-S__AVGW / (1) (longitude: 72; latitude: 46; model_level_number: 47)
284: BXHGHT-S__N(AIR) / (molec/m3) (longitude: 72; latitude: 46; model_level_number: 47)
In [6]:
ox = cubes[193]
print ox
IJ-AVG-S__Ox / (ppbv) (longitude: 72; latitude: 46; model_level_number: 47)
Dimension coordinates:
longitude x - -
latitude - x -
model_level_number - - x
Scalar coordinates:
time: 2005-07-01 00:00:00, bound=(2005-07-01 00:00:00, 2005-08-01 00:00:00)
Attributes:
carbon_weight: 1
category: IJ-AVG-$
chemical: True
ctm_units: ppbv
full_name: Ox tracer
hydrocarbon: False
modelname: GEOS5_47L
molecular_weight: 0.048
name: Ox
number: 2
resolution: (5.0, 4.0)
scale: 1000000000.0
In [7]:
ox.lazy_data()
Out[7]:
<ArrayStack shape=(72, 46, 47) dtype='f'>
In [8]:
ox.data
Out[8]:
array([[[ 23.77987671, 26.4125576 , 27.02749443, ...,
1016.02301025, 198.95402527, 54.58469009],
[ 23.83529472, 26.36066628, 27.01790619, ...,
1016.02301025, 198.95402527, 54.58469009],
[ 21.72313881, 24.53281403, 25.16104317, ...,
1091.05285645, 202.01976013, 55.33759689],
...,
[ 14.10932732, 26.37977219, 30.38652039, ...,
1079.16491699, 255.40653992, 70.01008606],
[ 14.2970953 , 19.55634117, 25.84070206, ...,
1080.49316406, 253.74217224, 69.54967499],
[ 14.30847359, 19.52843666, 25.83966827, ...,
1080.49316406, 253.74217224, 69.54967499]],
[[ 23.77987671, 26.4125576 , 27.02749443, ...,
1016.02301025, 198.95402527, 54.58469009],
[ 23.81500244, 26.38205147, 27.02154922, ...,
1016.02301025, 198.95402527, 54.58469009],
[ 21.55081558, 24.10896111, 24.87249756, ...,
1088.55883789, 201.79916382, 55.35073853],
...,
[ 13.96405125, 26.80822945, 30.5281353 , ...,
1078.9206543 , 255.340271 , 69.99385834],
[ 14.2703886 , 19.56963921, 25.84812546, ...,
1080.49316406, 253.74217224, 69.54967499],
[ 14.30847359, 19.52843666, 25.83966827, ...,
1080.49316406, 253.74217224, 69.54967499]],
[[ 23.77987671, 26.4125576 , 27.02749443, ...,
1016.02301025, 198.95402527, 54.58469009],
[ 23.84861565, 26.35553169, 27.01003838, ...,
1016.02301025, 198.95399475, 54.58469009],
[ 21.39232445, 23.72270584, 24.53930664, ...,
1086.15356445, 201.82476807, 55.33831024],
...,
[ 13.8649416 , 27.2616272 , 30.6882267 , ...,
1078.74829102, 255.30851746, 69.98478699],
[ 14.26151752, 19.57361794, 25.85802078, ...,
1080.49316406, 253.74217224, 69.54967499],
[ 14.30847359, 19.52843666, 25.83966827, ...,
1080.49316406, 253.74217224, 69.54967499]],
...,
[[ 23.77987671, 26.4125576 , 27.02749443, ...,
1016.02301025, 198.95402527, 54.58469009],
[ 23.78190041, 26.41227913, 27.02748871, ...,
1016.02301025, 198.95402527, 54.58469009],
[ 22.82948494, 24.9131794 , 25.90995216, ...,
1104.27685547, 201.72654724, 55.4238739 ],
...,
[ 13.97983932, 24.54576111, 29.82792282, ...,
1079.51257324, 255.55311584, 70.05440521],
[ 14.35746288, 19.50632668, 25.82749748, ...,
1080.49316406, 253.74217224, 69.54967499],
[ 14.30847359, 19.52843666, 25.83966827, ...,
1080.49316406, 253.74217224, 69.54967499]],
[[ 23.77987671, 26.4125576 , 27.02749443, ...,
1016.02301025, 198.95402527, 54.58469009],
[ 23.78355026, 26.41130829, 27.02749443, ...,
1016.02301025, 198.95402527, 54.58469009],
[ 22.39544678, 25.04340363, 25.77289009, ...,
1095.98266602, 201.41720581, 55.36894226],
...,
[ 14.02122498, 25.48226357, 30.1846199 , ...,
1079.47717285, 255.52270508, 70.04142761],
[ 14.35179043, 19.52101326, 25.81862068, ...,
1080.49316406, 253.74217224, 69.54967499],
[ 14.30847359, 19.52843666, 25.83966827, ...,
1080.49316406, 253.74217224, 69.54967499]],
[[ 23.77987671, 26.4125576 , 27.02749443, ...,
1016.02301025, 198.95402527, 54.58469009],
[ 23.79443932, 26.40246201, 27.02415848, ...,
1016.02301025, 198.95402527, 54.58469009],
[ 22.02960014, 24.90606499, 25.48560905, ...,
1093.89074707, 202.10844421, 55.42818451],
...,
[ 14.11771297, 26.18614006, 30.27690125, ...,
1079.36328125, 255.47109985, 70.02600098],
[ 14.30867958, 19.59491158, 25.78800011, ...,
1080.49316406, 253.74217224, 69.54967499],
[ 14.30847359, 19.52843666, 25.83966827, ...,
1080.49316406, 253.74217224, 69.54967499]]], dtype=float32)
In [9]:
ox.coords()
Out[9]:
[DimCoord(array([-180., -175., -170., -165., -160., -155., -150., -145., -140.,
-135., -130., -125., -120., -115., -110., -105., -100., -95.,
-90., -85., -80., -75., -70., -65., -60., -55., -50.,
-45., -40., -35., -30., -25., -20., -15., -10., -5.,
0., 5., 10., 15., 20., 25., 30., 35., 40.,
45., 50., 55., 60., 65., 70., 75., 80., 85.,
90., 95., 100., 105., 110., 115., 120., 125., 130.,
135., 140., 145., 150., 155., 160., 165., 170., 175.]), bounds=array([[-182.5, -177.5],
[-177.5, -172.5],
[-172.5, -167.5],
[-167.5, -162.5],
[-162.5, -157.5],
[-157.5, -152.5],
[-152.5, -147.5],
[-147.5, -142.5],
[-142.5, -137.5],
[-137.5, -132.5],
[-132.5, -127.5],
[-127.5, -122.5],
[-122.5, -117.5],
[-117.5, -112.5],
[-112.5, -107.5],
[-107.5, -102.5],
[-102.5, -97.5],
[ -97.5, -92.5],
[ -92.5, -87.5],
[ -87.5, -82.5],
[ -82.5, -77.5],
[ -77.5, -72.5],
[ -72.5, -67.5],
[ -67.5, -62.5],
[ -62.5, -57.5],
[ -57.5, -52.5],
[ -52.5, -47.5],
[ -47.5, -42.5],
[ -42.5, -37.5],
[ -37.5, -32.5],
[ -32.5, -27.5],
[ -27.5, -22.5],
[ -22.5, -17.5],
[ -17.5, -12.5],
[ -12.5, -7.5],
[ -7.5, -2.5],
[ -2.5, 2.5],
[ 2.5, 7.5],
[ 7.5, 12.5],
[ 12.5, 17.5],
[ 17.5, 22.5],
[ 22.5, 27.5],
[ 27.5, 32.5],
[ 32.5, 37.5],
[ 37.5, 42.5],
[ 42.5, 47.5],
[ 47.5, 52.5],
[ 52.5, 57.5],
[ 57.5, 62.5],
[ 62.5, 67.5],
[ 67.5, 72.5],
[ 72.5, 77.5],
[ 77.5, 82.5],
[ 82.5, 87.5],
[ 87.5, 92.5],
[ 92.5, 97.5],
[ 97.5, 102.5],
[ 102.5, 107.5],
[ 107.5, 112.5],
[ 112.5, 117.5],
[ 117.5, 122.5],
[ 122.5, 127.5],
[ 127.5, 132.5],
[ 132.5, 137.5],
[ 137.5, 142.5],
[ 142.5, 147.5],
[ 147.5, 152.5],
[ 152.5, 157.5],
[ 157.5, 162.5],
[ 162.5, 167.5],
[ 167.5, 172.5],
[ 172.5, 177.5]]), standard_name='longitude', units=Unit('degrees_east'), var_name='longitude', coord_system=GeogCS(6367470.0)),
DimCoord(array([-89., -86., -82., -78., -74., -70., -66., -62., -58., -54., -50.,
-46., -42., -38., -34., -30., -26., -22., -18., -14., -10., -6.,
-2., 2., 6., 10., 14., 18., 22., 26., 30., 34., 38.,
42., 46., 50., 54., 58., 62., 66., 70., 74., 78., 82.,
86., 89.]), bounds=array([[-90., -88.],
[-88., -84.],
[-84., -80.],
[-80., -76.],
[-76., -72.],
[-72., -68.],
[-68., -64.],
[-64., -60.],
[-60., -56.],
[-56., -52.],
[-52., -48.],
[-48., -44.],
[-44., -40.],
[-40., -36.],
[-36., -32.],
[-32., -28.],
[-28., -24.],
[-24., -20.],
[-20., -16.],
[-16., -12.],
[-12., -8.],
[ -8., -4.],
[ -4., 0.],
[ 0., 4.],
[ 4., 8.],
[ 8., 12.],
[ 12., 16.],
[ 16., 20.],
[ 20., 24.],
[ 24., 28.],
[ 28., 32.],
[ 32., 36.],
[ 36., 40.],
[ 40., 44.],
[ 44., 48.],
[ 48., 52.],
[ 52., 56.],
[ 56., 60.],
[ 60., 64.],
[ 64., 68.],
[ 68., 72.],
[ 72., 76.],
[ 76., 80.],
[ 80., 84.],
[ 84., 88.],
[ 88., 90.]]), standard_name='latitude', units=Unit('degrees_north'), var_name='latitude', coord_system=GeogCS(6367470.0)),
DimCoord(array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,
18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34,
35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47]), standard_name='model_level_number', units=Unit('1'), var_name='model_level_number'),
DimCoord(array([ 179664.]), bounds=array([[ 179664., 180408.]]), standard_name='time', units=Unit('hours since 1985-01-01 00:00:00', calendar='standard'))]
In [10]:
print cubes[277]
DAO-FLDS__PARDF / (W/m2) (longitude: 72; latitude: 46)
Dimension coordinates:
longitude x -
latitude - x
Scalar coordinates:
time: 2005-07-01 00:00:00, bound=(2005-07-01 00:00:00, 2005-08-01 00:00:00)
Attributes:
carbon_weight: 1
category: DAO-FLDS
chemical: False
ctm_units: W/m2
full_name: GMAO PARDF field
hydrocarbon: False
modelname: GEOS5_47L
molecular_weight: 0.0
name: PARDF
number: 20
resolution: (5.0, 4.0)
scale: 1.0
In [11]:
%timeit iris_backend.load('restart.4x5.geos5.2005070100')
1 loops, best of 3: 376 ms per loop
In [12]:
print iris_backend.load('restart.4x5.geos5.2005070100')[0]
IJ-AVG-S__NOx / (1) (longitude: 72; latitude: 46; model_level_number: 47)
Dimension coordinates:
longitude x - -
latitude - x -
model_level_number - - x
Scalar coordinates:
time: 2005-07-01 00:00:00, bound=(2005-07-01 00:00:00, 2005-07-01 00:00:00)
Attributes:
carbon_weight: 1
category: IJ-AVG-$
chemical: True
ctm_units: v/v
full_name: NOx tracer
hydrocarbon: False
modelname: GEOS5_47L
molecular_weight: 0.014
name: NOx
number: 1
resolution: (5.0, 4.0)
scale: 1000000000.0
In [13]:
%cd -
%cd ND49_example
/mnt/hgfs/Aldebaran/ScientificResearch/geoschem/GEOS-Chem-rundirs
/mnt/hgfs/Aldebaran/ScientificResearch/geoschem/GEOS-Chem-rundirs/ND49_example
In [14]:
ts_cubes = iris_backend.load('ts.joch.*.bpch')
In [15]:
print ts_cubes
0: IJ-AVG-S__PAN / (ppbv) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
1: IJ-AVG-S__CO / (ppbv) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
2: IJ-AVG-S__H2O2 / (ppbv) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
3: IJ-AVG-S__ACET / (ppb) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
4: IJ-AVG-S__C3H8 / (ppb) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
5: IJ-AVG-S__CH2O / (ppbv) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
6: IJ-AVG-S__C2H6 / (ppb) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
7: IJ-AVG-S__NH3 / (ppbv) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
8: IJ-AVG-S__C2H4 / (ppb) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
9: IJ-AVG-S__C2H2 / (ppb) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
10: TIME-SER__OH / (molec/cm3) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
11: TIME-SER__AIRDEN / (molec/cm3) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
12: BXHGHT-S__BXHEIGHT / (m) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
13: PEDGE-S__PSURF / (hPa) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
14: DAO-3D-S__TMPU / (K) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
In [16]:
pan = ts_cubes[0]
print pan
IJ-AVG-S__PAN / (ppbv) (time: 248; longitude: 2; latitude: 2; model_level_number: 47)
Dimension coordinates:
time x - - -
longitude - x - -
latitude - - x -
model_level_number - - - x
Attributes:
carbon_weight: 1
category: IJ-AVG-$
chemical: True
ctm_units: ppbv
full_name: PAN tracer
hydrocarbon: False
modelname: GEOS5_47L
molecular_weight: 0.121
name: PAN
number: 3
resolution: (2.5, 2.0)
scale: 1000000000.0
In [17]:
print pan.coords()
[DimCoord(array([ 166539., 166542., 166545., 166548., 166551., 166554.,
166557., 166560., 166563., 166566., 166569., 166572.,
166575., 166578., 166581., 166584., 166587., 166590.,
166593., 166596., 166599., 166602., 166605., 166608.,
166611., 166614., 166617., 166620., 166623., 166626.,
166629., 166632., 166635., 166638., 166641., 166644.,
166647., 166650., 166653., 166656., 166659., 166662.,
166665., 166668., 166671., 166674., 166677., 166680.,
166683., 166686., 166689., 166692., 166695., 166698.,
166701., 166704., 166707., 166710., 166713., 166716.,
166719., 166722., 166725., 166728., 166731., 166734.,
166737., 166740., 166743., 166746., 166749., 166752.,
166755., 166758., 166761., 166764., 166767., 166770.,
166773., 166776., 166779., 166782., 166785., 166788.,
166791., 166794., 166797., 166800., 166803., 166806.,
166809., 166812., 166815., 166818., 166821., 166824.,
166827., 166830., 166833., 166836., 166839., 166842.,
166845., 166848., 166851., 166854., 166857., 166860.,
166863., 166866., 166869., 166872., 166875., 166878.,
166881., 166884., 166887., 166890., 166893., 166896.,
166899., 166902., 166905., 166908., 166911., 166914.,
166917., 166920., 166923., 166926., 166929., 166932.,
166935., 166938., 166941., 166944., 166947., 166950.,
166953., 166956., 166959., 166962., 166965., 166968.,
166971., 166974., 166977., 166980., 166983., 166986.,
166989., 166992., 166995., 166998., 167001., 167004.,
167007., 167010., 167013., 167016., 167019., 167022.,
167025., 167028., 167031., 167034., 167037., 167040.,
167043., 167046., 167049., 167052., 167055., 167058.,
167061., 167064., 167067., 167070., 167073., 167076.,
167079., 167082., 167085., 167088., 167091., 167094.,
167097., 167100., 167103., 167106., 167109., 167112.,
167115., 167118., 167121., 167124., 167127., 167130.,
167133., 167136., 167139., 167142., 167145., 167148.,
167151., 167154., 167157., 167160., 167163., 167166.,
167169., 167172., 167175., 167178., 167181., 167184.,
167187., 167190., 167193., 167196., 167199., 167202.,
167205., 167208., 167211., 167214., 167217., 167220.,
167223., 167226., 167229., 167232., 167235., 167238.,
167241., 167244., 167247., 167250., 167253., 167256.,
167259., 167262., 167265., 167268., 167271., 167274.,
167277., 167280.]), bounds=array([[ 166539., 166539.],
[ 166542., 166542.],
[ 166545., 166545.],
[ 166548., 166548.],
[ 166551., 166551.],
[ 166554., 166554.],
[ 166557., 166557.],
[ 166560., 166560.],
[ 166563., 166563.],
[ 166566., 166566.],
[ 166569., 166569.],
[ 166572., 166572.],
[ 166575., 166575.],
[ 166578., 166578.],
[ 166581., 166581.],
[ 166584., 166584.],
[ 166587., 166587.],
[ 166590., 166590.],
[ 166593., 166593.],
[ 166596., 166596.],
[ 166599., 166599.],
[ 166602., 166602.],
[ 166605., 166605.],
[ 166608., 166608.],
[ 166611., 166611.],
[ 166614., 166614.],
[ 166617., 166617.],
[ 166620., 166620.],
[ 166623., 166623.],
[ 166626., 166626.],
[ 166629., 166629.],
[ 166632., 166632.],
[ 166635., 166635.],
[ 166638., 166638.],
[ 166641., 166641.],
[ 166644., 166644.],
[ 166647., 166647.],
[ 166650., 166650.],
[ 166653., 166653.],
[ 166656., 166656.],
[ 166659., 166659.],
[ 166662., 166662.],
[ 166665., 166665.],
[ 166668., 166668.],
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[ 167280., 167280.]]), standard_name='time', units=Unit('hours since 1985-01-01 00:00:00', calendar='standard')), DimCoord(array([ 7.5, 10. ]), bounds=array([[ 6.25, 8.75],
[ 8.75, 11.25]]), standard_name='longitude', units=Unit('degrees_east'), var_name='longitude', coord_system=GeogCS(6367470.0)), DimCoord(array([ 46., 48.]), bounds=array([[ 45., 47.],
[ 47., 49.]]), standard_name='latitude', units=Unit('degrees_north'), var_name='latitude', coord_system=GeogCS(6367470.0)), DimCoord(array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,
18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34,
35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47]), standard_name='model_level_number', units=Unit('1'), var_name='model_level_number')]
In [17]:
Content source: benbovy/PyGChem_examples
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