# [R] sensitivity logical operators in R

Petr Savicky savicky at praha1.ff.cuni.cz
Mon Jan 24 08:39:25 CET 2011

```On Sun, Jan 23, 2011 at 11:13:11PM +0100, Marc Jekel wrote:
> Hello R Fans,
>
> Another question for the community that really frightened me today. The
> following logical comparison produces a "false" as output:
>
> t = sum((c(.7,.69,.68,.67,.66)-.5)*c(1,1,-1,-1,1))
> tt = sum((c(.7,.69,.68,.67,.66)-.5)*c(1,-1,1,1,-1))
>
> t == tt
>
> This is really strange behavior. Most likely this has something to do
> how R represents numbers internally and the possible sensitivity of a
> computer? Does anyone know when this strange behavior occurs and how to
> fix it?

The number 0.7 has infinite expansion in binary
0.1011001100110011001100110011...
so is rounded in the standard numeric data type, which is used for
speed needed in complex computations. If you know in advance that
the result has at most 2 decimal positions, then round(, digits=2)
yields the correct comparison

round(t, 2) == round(tt, 2)
#  TRUE

athough 0.2 is also not exactly representable. Both sides are rounded
to the same representable number.