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This Excel LAMBDA function one-hot encodes a categorical variable
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/* | |
ONEHOT | |
One-hot encodes a catagorical variable | |
Inputs | |
- rng: a single-column array or range of categorical data (usually text) | |
Returns | |
For each unique value v in rng, a new column with header rng.header & "_" & v | |
where a cell in the column is 1 if the row in rng contains the value represented | |
in the output column, or zero otherwise\ | |
Example | |
If rng = {"Country";"United States";"United Kingdom";"United States"} | |
ONEHOT: | |
{ | |
"Country_United_States","Country_United_Kingdom"; | |
1 ,0; | |
0 ,1; | |
1 ,0 | |
} | |
*/ | |
ONEHOT = LAMBDA(rng, | |
LET( | |
var,INDEX(rng,1,1), | |
vals,UNIQUE(INDEX(rng,2,1):INDEX(rng,ROWS(rng),1)), | |
heads,var&"_"&TRANSPOSE(SUBSTITUTE(vals," ","_")), | |
MAKEARRAY( | |
ROWS(rng), | |
COLUMNS(heads), | |
LAMBDA(r,c, | |
IFS( | |
r=1,INDEX(heads,1,c), | |
INDEX(rng,r,1)=INDEX(TRANSPOSE(vals),1,c),1, | |
TRUE,0 | |
) | |
) | |
) | |
) | |
); |
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