Loading adata and preprocessing for CharacterizingOutperformedCompanies1MonthPostCOVID19VaccineSuccess

adata_loading_preprocessing_CharacterizingOutperformedCompanies1MonthPostCOVID19VaccineSuccess.txt

# Loading pandas dataframe as anndata 
adata = qp.AnnData(df_fundamental_logreturn_minmax[ls_fundamental_target])

# Saving raw data for visualization later
adata.raw = adata

# log(x+1) transformation for all data
qp.pp.log1p(adata)

# Standardization scaling per feature
qp.pp.scale(adata)

# add a new `.obs` column for all companies called `GICS_Sector`
adata.obs['GICS_Sector'] = df_fundamental_logreturn['GICS Sector'].values