How to convert character variables to numeric variables in a data set?

Hi everyone.
I have this list of data.
I would like to replace each of the characters to numeric variables.
I would like to create numeric variables between 0 and 1 just like python does with the get_dummies statement. pandas.get_dummies β€” pandas 3.0.5 documentation
Does anyone know how I can do it in Mathematica ?
Is there a function similar to get_dummies() in the Wolfram language that does the same thing for me?
the data is attached in the file NewData.csv

nuevo = Import["NewData.csv"];
  Shallow[nuevo]

NewData.csv (71.2 KB)

Can you give an example of what conversion you want? Maybe you can manually put together a short example that illustrates what the result would be of processing your csv file.

Hi Luis,

I don’t think there is a built-in function to do that, however, one-hot encoding is easy to implement. Take a look at this implementation.

If you want a mapping to unique integer values, take a look at ArrayComponents.

checkingstatus1 =
Flatten[NewData2[[All,
1]] /. {{β€œA11” β†’ 1, β€œA12” β†’ 0, β€œA13” β†’ 0, β€œA14” β†’ 0}}];
checkingstatus2 =
Flatten[NewData2[[All,
1]] /. {{β€œA11” β†’ 0, β€œA12” β†’ 1, β€œA13” β†’ 0, β€œA14” β†’ 0}}];
checkingstatus3 =
Flatten[NewData2[[All,
1]] /. {{β€œA11” β†’ 0, β€œA12” β†’ 0, β€œA13” β†’ 1, β€œA14” β†’ 0}}];
checkingstatus4 =
Flatten[NewData2[[All,
1]] /. {{β€œA11” β†’ 0, β€œA12” β†’ 0, β€œA13” β†’ 0, β€œA14” β†’ 1}}];

This is the example, I was able to solve it, thanks, or if you have another way to solve it, I would like to know it

checkingstatus1 =
Flatten[NewData2[[All,
1]] /. {{β€œA11” β†’ 1, β€œA12” β†’ 0, β€œA13” β†’ 0, β€œA14” β†’ 0}}];
checkingstatus2 =
Flatten[NewData2[[All,
1]] /. {{β€œA11” β†’ 0, β€œA12” β†’ 1, β€œA13” β†’ 0, β€œA14” β†’ 0}}];
checkingstatus3 =
Flatten[NewData2[[All,
1]] /. {{β€œA11” β†’ 0, β€œA12” β†’ 0, β€œA13” β†’ 1, β€œA14” β†’ 0}}];
checkingstatus4 =
Flatten[NewData2[[All,
1]] /. {{β€œA11” β†’ 0, β€œA12” β†’ 0, β€œA13” β†’ 0, β€œA14” β†’ 1}}];

This is the example, I was able to solve it, thanks, or if you have another way to solve it, I would like to know it