Questions tagged [python-xarray]

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Xarray - N-D labeled arrays and datasets in Python

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Python: How to optimize loading zarr files/groups from gcs using xarray?

I have a database of zarr groups on gcs, and everytime I try to load them using xarray it takes over 5 seconds regardless of the size. I tried saving the files with different chunking parameters and ...

m_montano's user avatar m_montano
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xarray plot sparse data

Xarray uses pcolormesh for plotting. For example 2D data, but where 1 axes is not continuous pcolormesh will interpolate values. The nice thing from xarray is that it is "coordinate aware", ...

3dSpatialUser's user avatar 3dSpatialUser
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xarray geoviews vectorfield

I'm having trouble implementing this for a vector field with a time dimension. My data is stored in an xarray dataset. Currently I am only implementing this for one time step of the data, whereas the ...

oben's user avatar oben
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How to merge two xarray.Datasets based on common coordinates

I want to merge two xarray.Dataset-objects. My code looks as follows: import numpy as np import xarray as xr N_CHAINS = 4 N_DRAWS = 1000 N_PLAYERS = 5 player_idx = [1, 1, 2, 3, 4, 4, 0, 0, 2, 2] ...

HJA24's user avatar HJA24
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Reshaping xarray from NetCDF dimensions

I have a NetCDF file that indexes data using Along/Across dimensions, and I want to index by latitude/longitude instead. This is an example DataSet: #create Dataset U=[[1,2],[3,4]] V=[[3,4],[1,2]] ...

Rychnowski's user avatar Rychnowski
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Is there an easy way to reorder the coordinate levels in a DataArray?

I have the following DataArray. data = xr.DataArray( np.arange(24).reshape(2, 3, 4), dims=['x', 'y', 'z'], coords={ 'x': ['a', 'b'], 'y': [10, 20, 30], 'z': [100, ...

extremeaxe5's user avatar extremeaxe5
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Saving a raster file without including no-data values in Python

I have a file in TIF-format that I am trying to save with rioxarray in Python, but when I save it normally, the file size and height/width is much larger than they should be. If I look at the file ...

Marcus K.'s user avatar Marcus K.
  • 321
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How can I choose to not change the image size when reprojecting with Python rioxarray?

I have an image in tif-format of size 18346x10218 in coordinate system EPSG:4326 that I want to convert to a new coordinate system, which I do with the following method with rioxarray in Python. ...

Marcus K.'s user avatar Marcus K.
  • 321
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Can rechunking using dask may help to load data faster?

I have a single data file as file.h5.gz having 4GB size. I used fZe1 = gzip.open(eDataFN1, 'rb') fDataIne1 = h5py.File(fZe1, 'r') to load the file. It takes much longer time to load. The file ...

vega's user avatar vega
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Performing sklearn.linearmodel ridge regression on xarray data which contains nan elements

I'm attempting to perform a multiple linear regression with ridge corrections to determine the relationship between certain spatial variables in an xarray Dataframe. Because these are observed data, ...

Logan's user avatar Logan
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Correlating a resampled data array with a constant array in python

I am trying to use a bootstrap resampling technique to test the significance of the correlation between rainfall data and an index. I would like the rainfall data to be resampled/shuffled 1000 times, ...

Jessica's user avatar Jessica
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No data in Bounds When clip the netcdf by using rioxarray

This issue related to this post. But there is difference. I set all_touched=True,the code still report same error. As you can see the detail for the boundary. It's very small and touched the grid. I ...

shuaige C's user avatar shuaige C
  • 19
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Grouping based on other variables

I have an Xarray dataset with x and y coordinates and 3 variables agb, col and row. You can have an overview looking at this (don't care about other coords/vars) My goal is to group agb values based ...

bitwize's user avatar bitwize
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ZARR: Inefficiency in Selecting Data Based on Bounding Box Coordinates with TIME Dimensions Only dataset

I have the following dataset which is a trajectory type dataset. LATITUDE and LONGITUDE are defined as coordinates in xarray BUT they aren't dimensions! All of the issues I've came across on ...

Laurent Besnard's user avatar Laurent Besnard
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Multiply xarray map by country specific values

I have one xarray dataset (da_main) with lat, lon dimensions and I want to multiply this dataset by another dataset that depend on the country (da_value_per_country). I also have a dataset giving me ...

bessrom's user avatar bessrom
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