ndvi | python function that uses GDAL | Computer Vision library

I am performing a supervised classification with GEE on a region in Italy and I face the error: Output of image computation is too large (15 bands for 931221 pixels = 99.5 MiB > 80.0 MiB). If this is a reduction, try specifying a larger 'tileScale' parameter.

This is the part of the code that I think makes the problem because before these lines, I did not face errors:

I have a xarray data set and want to transform the values of my variable in a specific region within the dataset to Nan values. Using dataset.where I only get the specific region as the output but I want to keep the values at the locations around the mask in the array. So basically I want to keep my dataset but replace the values of my variable at certain coordinates with NaN.

[The dataset is called Lae21 and the lon/lat_mask are sliced coordinates from the dataset]

I have a dataframe called data_subset. In the aggregation_period column, I want to replace every row containing month names (e.g, 3, 4, 5,6, 7) as an integer to month.abb format (e.g. Mar, Apr, May Jun, Jul) without affecting other rows containing AMJ and MAMJJ. I have tried the below code chunks, but could not find a way to reach the required results.

Any thoughts and ideas, please?

I have a long format data frame called ind_long_sub . I want to select only characters such sum or mean from the characters in indices column, so that I can create another column contain only characters such as mean and sum. I have tried substr() and strsplit() functions, but could not achieved anything, because the characters in the column have different dimensions.

Any thoughts or ideas please?

I fitted a glm model and had to transform some variables with log1p. I now want to create a ggpredict plot with a backtransformed scale. I transformed the variables before using the glm function.

here's a sample of a few variables of my original data and my code:

When the user click for the first time on the map, he can see the related information. But if he click again, the informations are duplicated as you can see on the image below.

I expect that the old information is substitute with the newest. For handle this request I've developed the function below:

I'd like to use expand.grid in vector to create all the combinations of the factors in myvec, in a specific format and without duplicates. I try to:

I would like to plot two different plots with Plotly on an HTML page, but only one will show.

I've tried to make Plotly.js plots based on this codepen.io I found but it will not display multiple plots properly. I have two CSV URLs. If I comment out one URL's code, the other will appear fine. However, if I include both code, only one will display and the other is blank. Is there a certain code I'm missing that will enable multiple plots to exist in an HTML site? I do not want to use subplot.

Partial code:

I used the .combine command to convert two image collections into a two-band image collection (in the last line) to use in a function in the next step. This command is executed but writes 0 elements in the console. Where does this problem come from?

code link: https://code.earthengine.google.com/ed0992093ff830d926c7dd14403477c6

Code: