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Any Metview function that normally returns a vector will return a numPy array when called from Python. dtypes of float32 and float64 are supported. For example, the follownig fieldset functions return numPy arrays:
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This is based on the Open Source cfgrib package which is planned to be ultimately integrated into xarray.
From version 0.8.6 of Metview's Python interface, it is also possible to convert an xarray dataset to a Metview Fieldset, and also to pass one directly to Metview functions. Note that this uses an experimental feature of cfgrib and will only work for a small subsset of xarray datasets. Examples:
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grib = mv.read('temperature_on_pl.grib')
x = grib.to_dataset() # convert from Fieldset to dataset
f = mv.dataset_to_fieldset(x) # convert back to Fieldset |
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grib = mv.read('temperature_on_pl.grib') x = grib.to_dataset() # x is now an xarray dataset fs = mv.mean(x*2) # *2 is done by xarray, mean() is done by Metview |
Icon functions
Macro functions which correspond to icons, such as retrieve()
, which corresponds to the Mars Retrieval icon, can take their arguments in a number of ways:
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- Macro indexing starts at 1, but Python indexing starts at 0. Aside from the standard Python structures such as lists, this is also true for Metview Python classes such as Fieldset. Given a fieldset
fs
, the first field is obtained in Macro byfs[1]
, but in Python it is obtained byfs[0]
. - Some MARS requests require a class parameter. As class is a restricted keyword in Python, please use class_ in its place.
- In order to support the more interactive coding environments provided by Python, any call to the
plot()
command will immediately produce a plot. This is different from Macro, where plots are delayed until the end. The result of this is that multipleplot()
commands in Python will result in multiple plot windows. Fortunately, a singleplot()
command can be given any number of items, including multiple pages. To see how to produce a multi-plot layout, please see the Layoutx3 Example gallery example. - To produce multiple physical pages in a PostScript file, add calls to
newpage()
within theplot()
command, e.g.plot(dw, data1, visdef1, newpage(), data2, visdef2)
.