Description Details References Examples

The `fmat`

object is the internal dataset used by the `outcomerate`

package.
It holds all definitions for the outcome rates. With the exception of location
rates, these are taken from the AAPOR Standard Definitions (2016).

The data is a 3-dimensional binary array consisting of:

outcome: codes I, P, R, NC, O, UH, UO, eUH, eUO, NE

rate: the shorthand name for the rate (e.g. RR1)

side: numerator (NUM) and denominator (DEN)

Given these three dimensions, each outcome rate can be defined as a rational number (i.e. a fraction) consisting of a summation of frequencies of outcome codes (where the matrix entries are nonzero).

The input parameters given by the user are I, P, R, NC, O, UH, UO and the parameter 'e'. The parameter e is multiplied by UH, UO internally so as to produce eUH, eUO.

The reason for this implementation is:

a) It conforms to a DRY (don't repeat yourself) philosophy by holding all definitions in one place. These definitions can be used as upstream inputs to functions/test suites requiring them.

b) It makes it easier to use intermediate steps in the formula calculations. For instance, it may be of use to a researchers to want to obtain the numerator/denominators of calculations, instead of only the output.

c) it makes it easy to compare the output

d) It is easier to maintain

https://www.aapor.org/Standards-Ethics/Standard-Definitions-(1).aspx

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 | ```
fmat <- outcomerate:::fmat
# Print the dimensions
dimnames(fmat)
# Say we want to know the defintion of Response Rate 2, RR2. We see
# below that the numerator (NUM) column is defined by the entries with a 1,
# or (I + P). Likewise, the denominator (DEN) is defined as
# (I + P + R + NC + O + UH + UO)
fmat[, "RR2", ]
# To use linear algebra, we define a zero-one numerator matrix 'N'
# and a zero-one denominator matrix 'D'. Our count of disposition codes
# is given here manually as 'x' (in the same order as N and D).
N = fmat[ , , 1]
D = fmat[ , , 2]
x <- c(I = 5, P = 2, R = 1, NC = 7, O = 3,
UH = 4, UO = 8, NE = 1, eUH = 3, eUO = 6)
# Return all rates
(x %*% N) / (x %*% D)
# The same thing can be achieved with the apply family of functions
numden <- apply(x * fmat, 2:3, sum)
numden[, 1] / numden[, 2]
``` |

```
$outcome
[1] "I" "P" "R" "NC" "O" "UH" "UO" "NE" "eUH" "eUO"
$rate
[1] "RR1" "RR2" "RR3" "RR4" "RR5" "RR6" "COOP1" "COOP2" "COOP3"
[10] "COOP4" "REF1" "REF2" "REF3" "CON1" "CON2" "CON3" "LOC1" "LOC2"
$side
[1] "NUM" "DEN"
side
outcome NUM DEN
I 1 1
P 1 1
R 0 1
NC 0 1
O 0 1
UH 0 1
UO 0 1
NE 0 0
eUH 0 0
eUO 0 0
rate
RR1 RR2 RR3 RR4 RR5 RR6 COOP1
[1,] 0.1666667 0.2333333 0.1851852 0.2592593 0.2777778 0.3888889 0.4545455
rate
COOP2 COOP3 COOP4 REF1 REF2 REF3 CON1
[1,] 0.6363636 0.625 0.875 0.03333333 0.03703704 0.05555556 0.3666667
rate
CON2 CON3 LOC1 LOC2
[1,] 0.4074074 0.6111111 0.6 0.6666667
RR1 RR2 RR3 RR4 RR5 RR6 COOP1
0.16666667 0.23333333 0.18518519 0.25925926 0.27777778 0.38888889 0.45454545
COOP2 COOP3 COOP4 REF1 REF2 REF3 CON1
0.63636364 0.62500000 0.87500000 0.03333333 0.03703704 0.05555556 0.36666667
CON2 CON3 LOC1 LOC2
0.40740741 0.61111111 0.60000000 0.66666667
```

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