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@@ -1,16 +1,16 @@
-# Healpix_exp
+#### Healpix_exp
 
-## Stage 1 pick a sample local era5.nc and tokenize to hp
+##### Stage 1 pick a sample local era5.nc and tokenize to hp
 1 - Assuming rectilinear and plot a sample
-### 2 - Assuming rectilinear and plot across variables and samples
-### 3 - save the hp without loosing data
-### 4 - try handling native spectral guassian thats reduced than full rectilinear as in ERA5 with no overlap
-### 5 -  same as 4 but with overlap
+2 - Assuming rectilinear and plot across variables and samples
+3 - save the hp without loosing data
+4 - try handling native spectral guassian thats reduced than full rectilinear as in ERA5 with no overlap
+5 -  same as 4 but with overlap
 
-## Stage 2 Fetch data directly from CDS API of ERA5 and convert to healpix 
-### Without loss of data (Overlapping no considered for metadata at this point) - config is handled by hydra and saved as different formats as needed tested end to end with netcdf
+##### Stage 2 Fetch data directly from CDS API of ERA5 and convert to healpix 
+- Without loss of data (Overlapping no considered for metadata at this point) - config is handled by hydra and saved as different formats as needed tested end to end with netcdf
 
-## Stage 3 optimize the usage of xarray as is without flattening
-### This plots each timestamps missing pixels in a subfolder for easy visual rep
+##### Stage 3 optimize the usage of xarray as is without flattening
+- This plots each timestamps missing pixels in a subfolder for easy visual rep
 
-### Also logs in line with hydra for better maintanance and indicates the overall 14.98% missing pixels with a nside of 256 (Although nside 512 will go over above 721*1440 ERA5 dimensions its recommended to have slighltly lesser than overall pixels to disregard overlapped pixels in irregular guassian grid but can easily be experimented with in the config.yaml)
+- Also logs in line with hydra for better maintanance and indicates the overall 14.98% missing pixels with a nside of 256 (Although nside 512 will go over above 721*1440 ERA5 dimensions its recommended to have slighltly lesser than overall pixels to disregard overlapped pixels in irregular guassian grid but can easily be experimented with in the config.yaml)