We have the following variable mapped to a category. For example the variable “BankPartnerDES” is mapped to “Bank partner”.
Here is the corresponding json : 

```json 

{ 

"BankPartnerDES":"Bank partner", 
"PortfolioValueTotal":"Current portfolio value", 
"ClientCommercialStatusChangeDate":"Demographics",  
"ClientCommercialStatusDES":"Demographics",  
"ClientGenderDES":"Demographics",  
"ClientIntellectualDisability":"Demographics",  
"ClientMajorityStatusDES":"Demographics",  
"ClientPersonaDES":"Demographics",  
"ClientPhysicalDisability":"Demographics",  
"ClientSegmentDES":"Demographics",  
"CountryID":"Demographics",  
"MaritalStatusDES":"Demographics",  
"PlaceOfBirth":"Demographics",  
"provincia":"Demographics",  
"tipoDomicilio":"Demographics",  
"tipoviaDES":"Demographics",  
"EURO_Price_Pct":"Market environment", 
"European_Bonds_Price_Pct":"Market environment", 
"European_Equity_Price_Pct":"Market environment", 
"PortfolioValueTotal_lag_1":"Past Portfolio Value", 
"PortfolioValueTotal_lag_3":"Past Portfolio Value", 
"PortfolioValueTotal_lag_2":"Past Portfolio Value", 
"PortfolioValueTotal_lag_4":"Past Portfolio Value", 
"PreferESGDES":"Profile ESG", 
"ClientInvestmentExperienceTypeID":"Profile", 
"ClientPreferredLanguageDES":"Profile", 
"ClientRiskProfileComplexProductID":"Profile", 
"ClientRiskProfileCreditDES":"Profile", 
"ClientRiskProfileDES":"Profile", 
"ClientRiskProfileLiquidityDES":"Profile", 
"ClientRiskProfileTimeHorizonDES":"Profile" 

} 

``` 

We have a client which have the following values for each variables : 

```json 
{
"PortfolioValueTotal":  10344854.5,
"ClientMajorityStatusDES":  "Minor",
"ClientGenderDES":  "nan",
"tipoviaDES":  "nan",
"ClientSegmentDES":  "Banca Personal",
"ClientCommercialStatusChangeDate":  "",
"ClientCommercialStatusDES":  "",
"ClientIntellectualDisability":  "",
"ClientPhysicalDisability":  "",
"MaritalStatusDES":  "",
"PlaceOfBirth":  "",
"tipoDomicilio":  "",
"ClientPersonaDES":  "NAME_1 física",
"CountryID":  "nan",
"provincia":  "nan",
"EURO_Price_Pct":  1.691272659,
"European_Bonds_Price_Pct":  1.641586867,
"European_Equity_Price_Pct":  7.346807828,
"PreferESGDES":  "nan",
"ClientRiskProfileComplexProductID":  "2.0",
"ClientRiskProfileDES":  "high",
"ClientRiskProfileCreditDES":  "Permite",
"ClientInvestmentExperienceTypeID":  "0",
"ClientPreferredLanguageDES":  "Spanish - Spain",
"ClientRiskProfileLiquidityDES":  "Permite",
"ClientRiskProfileTimeHorizonDES":  "Perfilador.HorizonteTemporal.LP",
"BankPartnerDES":  "Test de idoneidad Icapital",
"Portfoli