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Kastaway avatar Kastaway commented on May 23, 2024

Hello, I am not sure but this might help conda/conda#9367

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nicrie avatar nicrie commented on May 23, 2024

I think this is more related to conda and your environments than xeofs. It's generally good practice to create and use different conda environments depending on your task. Try creating a new conda environment only with the packages you need, e.g.

conda create -n xeofs python=3.9
conda activate xeofs
conda install -c conda-forge xeofs

This should work :) Also, there shouldn't be any dependency issues with neither eofs nor xmca. It's probably because there are other packages in your base environment.

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gkb999 avatar gkb999 commented on May 23, 2024

I think this is more related to conda and your environments than xeofs. It's generally good practice to create and use different conda environments depending on your task. Try creating a new conda environment only with the packages you need, e.g.

conda create -n xeofs python=3.9
conda activate xeofs
conda install -c conda-forge xeofs

This should work :) Also, there shouldn't be any dependency issues with neither eofs nor xmca. It's probably because there are other packages in your base environment.

Thanks a lot @nicrie Niclas, you're of timely help, as always.
And, it did work (As you said).

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nicrie avatar nicrie commented on May 23, 2024

Great, glad it worked :)

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gkb999 avatar gkb999 commented on May 23, 2024

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nicrie avatar nicrie commented on May 23, 2024

Hi Girija,
Actually cartopy is not a dependency of xeofs - so you definitely want to install it in addition if you want to use cartopy.

Personally, I do not use windows but Linux, so I do not have experience with installing cartopy on your operating system. For me, installing cartopy together with xeofs from the conda-forge channel works without problems:

conda create -n xeofs python=3.9
conda activate xeofs
conda install -c conda-forge xeofs cartopy

Unfortunately, I cannot see the attached image. If you can please copy & paste the warning as text here.

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gkb999 avatar gkb999 commented on May 23, 2024

Well, this worked.
Plots are great as I don't have to plot SVDs and hom_patterns separately like that of xMCA.
Thanks a lot.
Can you please share some references for understanding homogenous and nd heterogeneous patterns?
Mine looks this way :
image

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nicrie avatar nicrie commented on May 23, 2024

Perfect! For understanding a bit better the theory, check out Chapter 14.3 in Wilks' Statistical Methods in the Atmospheric Sciences or the paper by Bretherton et al. 1992.

But in brief: Homogeneous patterns are just the correlation maps between the PCs and the corresponding input field (e.g. hom. pattern 1 = "left" field correlated with "left" PC1). Heterogeneous patterns represent the correlation maps between the PCs and the opposite input field (e.g. het. pattern 1 = "left" field correlated with "right" PC1).

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