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Create 'multiverse analysis' in R

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inst/doc/conditions.R

inst/doc/conditions.R
In multiverse: Create 'multiverse analysis' in R 

params <-
list(EVAL = TRUE)

## ----setup, message=FALSE, warning=FALSE--------------------------------------
library(knitr)
library(dplyr)
library(tidyr)
library(purrr)
library(broom)
library(gganimate)
library(cowplot)
library(multiverse)

## ----include=FALSE------------------------------------------------------------
M = multiverse()

## ----chunk-setup, include=FALSE-----------------------------------------------
opts_chunk$set(
  echo = TRUE,
  eval = if (isTRUE(exists("params"))) params$EVAL else FALSE,
  fig.width = 6, 
  fig.height = 4
)

## ----data---------------------------------------------------------------------
data("durante")

df_durante <- durante |>
  mutate(
    Abortion = abs(7 - Abortion) + 1,
    StemCell = abs(7 - StemCell) + 1,
    Marijuana = abs(7 - Marijuana) + 1,
    RichTax = abs(7 - RichTax) + 1,
    StLiving = abs(7 - StLiving) + 1,
    Profit = abs(7 - Profit) + 1,
    FiscConsComp = FreeMarket + PrivSocialSec + RichTax + StLiving + Profit,
    SocConsComp = Marriage + RestrictAbortion + Abortion + StemCell + Marijuana
  )

## ----eval = FALSE-------------------------------------------------------------
#  df <- df |>
#      mutate(NextMenstrualOnset = branch(menstrual_calculation,
#          "mc_option1" ~ (StartDateofLastPeriod + ComputedCycleLength) %when% (cycle_length != "cl_option3"),
#          "mc_option2" ~ (StartDateofLastPeriod + ReportedCycleLength) %when% (cycle_length != "cl_option2"),
#          "mc_option3" ~ StartDateNext)
#      )

## ----eval = FALSE-------------------------------------------------------------
#  df |>
#      mutate(NextMenstrualOnset = branch(menstrual_calculation,
#          "mc_option1" %when% (cycle_length != "cl_option3") ~ StartDateofLastPeriod + ComputedCycleLength,
#          "mc_option2" %when% (cycle_length != "cl_option2") ~ (StartDateofLastPeriod + ReportedCycleLength),
#          "mc_option3" ~ StartDateNext)
#      )

## -----------------------------------------------------------------------------
M = multiverse()

inside(M, {
  df.1 <- df_durante  |>
      mutate( ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast )  |>
      dplyr::filter( branch(cycle_length,
          "cl_option1" ~ TRUE,
          "cl_option2" ~ ComputedCycleLength > 25 & ComputedCycleLength < 35,
          "cl_option3" ~ ReportedCycleLength > 25 & ReportedCycleLength < 35
      )) |>
      mutate(NextMenstrualOnset = branch(menstrual_calculation,
          "mc_option1" %when% (cycle_length != "cl_option3") ~ StartDateofLastPeriod + ComputedCycleLength,
          "mc_option2" %when% (cycle_length != "cl_option2") ~ StartDateofLastPeriod + ReportedCycleLength,
          "mc_option3" ~ StartDateNext)
      )
})

## ----default-m-1, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(dplyr::filter(mutate(df_durante, ComputedCycleLength = StartDateofLastPeriod -
#      StartDateofPeriodBeforeLast), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength)

## ----default-m-1, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(dplyr::filter(mutate(df_durante, ComputedCycleLength = StartDateofLastPeriod -
#      StartDateofPeriodBeforeLast), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength)

## ----default-m-1, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(dplyr::filter(mutate(df_durante, ComputedCycleLength = StartDateofLastPeriod -
#      StartDateofPeriodBeforeLast), TRUE), NextMenstrualOnset = StartDateNext)

## ----default-m-1, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(dplyr::filter(mutate(df_durante, ComputedCycleLength = StartDateofLastPeriod -
#      StartDateofPeriodBeforeLast), ComputedCycleLength > 25 & ComputedCycleLength <
#      35), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength)

## ----default-m-1, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(dplyr::filter(mutate(df_durante, ComputedCycleLength = StartDateofLastPeriod -
#      StartDateofPeriodBeforeLast), ComputedCycleLength > 25 & ComputedCycleLength <
#      35), NextMenstrualOnset = StartDateNext)

## ----default-m-1, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(dplyr::filter(mutate(df_durante, ComputedCycleLength = StartDateofLastPeriod -
#      StartDateofPeriodBeforeLast), ReportedCycleLength > 25 & ReportedCycleLength <
#      35), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength)

## ----default-m-1, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(dplyr::filter(mutate(df_durante, ComputedCycleLength = StartDateofLastPeriod -
#      StartDateofPeriodBeforeLast), ReportedCycleLength > 25 & ReportedCycleLength <
#      35), NextMenstrualOnset = StartDateNext)

## -----------------------------------------------------------------------------
expand(M)

## ----eval = FALSE-------------------------------------------------------------
#  df |>
#      branch_assert( (menstrual_calculation != "mc_option1" | (cycle_length != "cl_option3")) ) |>
#      branch_assert( (menstrual_calculation != "mc_option2" | (cycle_length != "cl_option2")) )

## -----------------------------------------------------------------------------
M = multiverse()

inside(M, {
    df.2 <- df_durante  |>
        mutate( ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast )  |>
        filter( branch(cycle_length,
            "cl_option1" ~ TRUE,
            "cl_option2" ~ ComputedCycleLength > 25 & ComputedCycleLength < 35,
            "cl_option3" ~ ReportedCycleLength > 25 & ReportedCycleLength < 35
        )) |>
        mutate(NextMenstrualOnset = branch(menstrual_calculation,
            "mc_option1" ~ StartDateofLastPeriod + ComputedCycleLength,
            "mc_option2" ~ StartDateofLastPeriod + ReportedCycleLength,
            "mc_option3" ~ StartDateNext)
        ) |>
        branch_assert( (menstrual_calculation != "mc_option1" | (cycle_length != "cl_option3")) ) |>
        branch_assert( (menstrual_calculation != "mc_option2" | (cycle_length != "cl_option2")) )
})

## -----------------------------------------------------------------------------
expand(M)

## ----when-eg-2----------------------------------------------------------------
M = multiverse()

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 7 & CycleDay <= 14, "high",
#      ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 7 & CycleDay <= 14, "high",
#      ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 7 & CycleDay <= 14, "high",
#      ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 6 & CycleDay <= 14, "high",
#      ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 6 & CycleDay <= 14, "high",
#      ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 6 & CycleDay <= 14, "high",
#      ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 9 & CycleDay <= 17, "high",
#      ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 9 & CycleDay <= 17, "high",
#      ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 9 & CycleDay <= 17, "high",
#      ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 8 & CycleDay <= 14, "high",
#      "low"))), RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship ==
#      2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 8 & CycleDay <= 14, "high",
#      "low"))), RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 8 & CycleDay <= 14, "high",
#      "low"))), RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#      3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 8 & CycleDay <= 17, "high",
#      "low"))), RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship ==
#      2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 8 & CycleDay <= 17, "high",
#      "low"))), RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 - (NextMenstrualOnset -
#      DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay < 28, CycleDay, ifelse(CycleDay <
#      1, 1, 28))), Fertility = factor(ifelse(CycleDay >= 8 & CycleDay <= 17, "high",
#      "low"))), RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#      3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ComputedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod + ReportedCycleLength),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), TRUE),
#      Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ComputedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ComputedCycleLength >
#      25 & ComputedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), TRUE), NextMenstrualOnset = StartDateNext), CycleDay = 28 -
#      (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay > 1 & CycleDay <
#      28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateofLastPeriod +
#      ReportedCycleLength), CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#      1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      7 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      6 & CycleDay <= 14, "high", ifelse(CycleDay >= 17 & CycleDay <= 27, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1 | Relationship == 2, "Single",
#          "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      9 & CycleDay <= 17, "high", ifelse(CycleDay >= 18 & CycleDay <= 25, "low", NA)))),
#      RelationshipStatus = factor(ifelse(Relationship == 1, "Single", ifelse(Relationship ==
#          3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 14, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1 | Relationship == 2, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", "Relationship")))

## ----default-m-2, inside = M, echo = FALSE, engine="multiverse"---------------
#  df <- mutate(mutate(mutate(mutate(dplyr::filter(dplyr::filter(mutate(df_durante,
#      ComputedCycleLength = StartDateofLastPeriod - StartDateofPeriodBeforeLast), ReportedCycleLength >
#      25 & ReportedCycleLength < 35), Sure1 > 6 | Sure2 > 6), NextMenstrualOnset = StartDateNext),
#      CycleDay = 28 - (NextMenstrualOnset - DateTesting), CycleDay = ifelse(CycleDay >
#          1 & CycleDay < 28, CycleDay, ifelse(CycleDay < 1, 1, 28))), Fertility = factor(ifelse(CycleDay >=
#      8 & CycleDay <= 17, "high", "low"))), RelationshipStatus = factor(ifelse(Relationship ==
#      1, "Single", ifelse(Relationship == 3 | Relationship == 4, "Relationship", NA))))

## ----df-conditions-assert-----------------------------------------------------
expand(M) |> nrow()

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multiverse documentation built on Oct. 8, 2024, 1:08 a.m.

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