The light-weight code version for MN5 with calculation of MaxMinMean and MaxMinMeanClim of Zet, Zeta 1 and Zeta 2, maps and series for Zeta1 and Zeta2 along with time consumption output. Runs for 1900-1999 within 3 hours for all 12 variables

The final script for the Min Max maps for 9 variables, histograms, and series plus the time output and plot output. Have to elucidate to suppress the warning text, as it occupies 500 M

Maps of MinMax Norms for all 9 variables. Cleaned version. Next to add timeseries for these extreme regions and their histograms of value distributions via argmax index

Experimenting with climatological min max norm anomaly maps to select the highest variation regions for training of the emulator

Full scale code with 9var 9sampl after testing the lightweight code 1var1samp for correction of RMSE, length of Forecast series plot and Heatmap scales of RMSE that are now up to 20%

LSTM module successfully run for INTPP and NO3. Test run completed. Next are  adding CORR_FORECAST and Heatmap for RMSE and CORR_FORECAST and GEO information for plots

Added geolocation info dictionary for index values and heat map. A bug seems to persist in ARIMA. Test now with 9VAR and 4Geoloc.

Test run for 2 variables and 2 geo-locations completed successfull. Now the code implemented until the Extractor step. Cross-correlation added. Now the test run will be for all variables and geo-locations. For 2 var and 2 geo, the runtime was 9 minutes in total. After this test-run, then implement LSTM and ARIMA model, and at the end the sampling code snippets from the SAMPMARINEX project

Running the code with TimeseriesExtractor tests. Getattr() works the best. Issue with the k_factor extraction