age_at_mar <- structure(list(age = c(32L, 25L, 24L, 26L, 32L, 29L, 23L, 23L, 29L, 27L, 23L, 21L, 29L, 40L, 22L, 20L, 31L, 21L, 25L, 24L, 23L, 31L, 30L, 34L, 29L, 29L, 35L, 25L, 22L, 26L, 26L, 21L, 25L, 22L, 19L, 24L, 22L, 26L, 27L, 29L, 25L, 22L, 29L, 21L, 23L, 28L, 25L, 29L, 27L, 25L, 21L, 20L, 31L, 33L, 32L, 24L, 33L, 24L, 22L, 33L, 33L, 25L, 24L, 23L, 20L, 27L, 28L, 23L, 27L, 25L, 22L, 29L, 27L, 19L, 27L, 17L, 29L, 23L, 27L, 24L, 27L, 31L, 30L, 19L, 24L, 28L, 15L, 19L, 26L, 22L, 19L, 19L, 22L, 26L, 24L, 20L, 30L, 18L, 22L, 21L, 17L, 27L, 27L, 31L, 34L, 32L, 22L, 28L, 25L, 24L, 18L, 23L, 17L, 16L, 23L, 24L, 21L, 30L, 23L, 24L, 26L, 25L, 22L, 27L, 19L, 24L, 24L, 22L, 26L, 22L, 23L, 33L, 28L, 20L, 24L, 20L, 26L, 28L, 24L, 19L, 41L, 34L, 23L, 33L, 39L, 27L, 23L, 26L, 18L, 28L, 34L, 31L, 18L, 18L, 22L, 21L, 29L, 29L, 27L, 30L, 25L, 27L, 23L, 29L, 22L, 23L, 22L, 22L, 26L, 18L, 22L, 33L, 19L, 21L, 29L, 29L, 18L, 27L, 27L, 23L, 20L, 25L, 25L, 25L, 23L, 28L, 30L, 20L, 28L, 27L, 29L, 27L, 29L, 40L, 23L, 29L, 32L, 24L, 23L, 27L, 29L, 23L, 23L, 19L, 17L, 25L, 37L, 23L, 42L, 35L, 24L, 26L, 27L, 28L, 30L, 21L, 18L, 19L, 19L, 18L, 22L, 19L, 28L, 32L, 20L, 29L, 31L, 29L, 31L, 31L, 24L, 25L, 24L, 27L, 24L, 21L, 29L, 24L, 31L, 26L, 19L, 41L, 26L, 24L, 23L, 20L, 26L, 18L, 27L, 28L, 22L, 18L, 26L, 32L, 28L, 23L, 32L, 34L, 28L, 25L, 25L, 19L, 25L, 33L, 25L, 23L, 17L, 36L, 29L, 25L, 20L, 31L, 28L, 29L, 18L, 28L, 20L, 25L, 28L, 27L, 25L, 21L, 30L, 22L, 25L, 23L, 25L, 27L, 27L, 23L, 25L, 25L, 21L, 29L, 22L, 36L, 22L, 24L, 24L, 30L, 25L, 22L, 21L, 19L, 27L, 25L, 29L, 19L, 25L, 28L, 25L, 20L, 30L, 27L, 23L, 24L, 30L, 25L, 18L, 22L, 30L, 25L, 25L, 23L, 29L, 25L, 30L, 19L, 22L, 19L, 24L, 19L, 25L, 22L, 37L, 34L, 35L, 22L, 26L, 18L, 31L, 22L, 21L, 29L, 22L, 33L, 26L, 20L, 24L, 24L, 15L, 23L, 28L, 24L, 21L, 23L, 26L, 19L, 25L, 25L, 17L, 18L, 19L, 21L, 29L, 22L, 19L, 29L, 23L, 22L, 28L, 26L, 23L, 20L, 24L, 27L, 25L, 34L, 24L, 30L, 22L, 30L, 20L, 28L, 27L, 27L, 27L, 21L, 23L, 29L, 23L, 31L, 20L, 18L, 22L, 20L, 28L, 20L, 22L, 21L, 21L, 31L, 29L, 24L, 31L, 22L, 19L, 19L, 18L, 23L, 19L, 21L, 29L, 27L, 20L, 37L, 27L, 32L, 22L, 20L, 21L, 23L, 21L, 21L, 23L, 19L, 19L, 38L, 21L, 25L, 21L, 33L, 23L, 23L, 18L, 33L, 27L, 21L, 20L, 25L, 18L, 20L, 19L, 26L, 20L, 26L, 20L, 25L, 16L, 16L, 22L, 24L, 22L, 24L, 21L, 24L, 34L, 19L, 29L, 24L, 23L, 23L, 21L, 21L, 23L, 31L, 17L, 28L, 19L, 17L, 24L, 27L, 23L, 22L, 21L, 34L, 17L, 30L, 41L, 28L, 27L, 28L, 24L, 19L, 20L, 28L, 29L, 20L, 25L, 16L, 21L, 26L, 31L, 20L, 18L, 19L, 21L, 16L, 21L, 31L, 21L, 22L, 18L, 23L, 33L, 36L, 26L, 26L, 18L, 24L, 25L, 25L, 28L, 22L, 20L, 24L, 20L, 26L, 21L, 26L, 26L, 24L, 38L, 22L, 25L, 21L, 35L, 20L, 18L, 22L, 23L, 32L, 27L, 20L, 13L, 20L, 26L, 20L, 21L, 20L, 37L, 26L, 22L, 26L, 29L, 21L, 22L, 25L, 27L, 21L, 29L, 19L, 32L, 27L, 31L, 32L, 20L, 22L, 22L, 29L, 17L, 25L, 26L, 22L, 26L, 21L, 33L, 26L, 21L, 24L, 22L, 28L, 26L, 25L, 26L, 22L, 24L, 27L, 33L, 23L, 26L, 21L, 26L, 22L, 26L, 21L, 19L, 28L, 30L, 22L, 20L, 27L, 26L, 23L, 29L, 23L, 26L, 20L, 26L, 30L, 18L, 26L, 15L, 25L, 25L, 23L, 30L, 28L, 18L, 21L, 25L, 26L, 26L, 25L, 29L, 17L, 22L, 25L, 30L, 31L, 24L, 38L, 25L, 20L, 26L, 30L, 23L, 24L, 25L, 26L, 21L, 29L, 29L, 18L, 22L, 21L, 29L, 22L, 20L, 19L, 20L, 19L, 25L, 25L, 18L, 19L, 19L, 21L, 24L, 21L, 22L, 23L, 19L, 22L, 29L, 25L, 26L, 24L, 26L, 29L, 22L, 21L, 21L, 20L, 25L, 26L, 26L, 21L, 24L, 40L, 20L, 19L, 16L, 29L, 24L, 25L, 22L, 28L, 23L, 17L, 16L, 23L, 20L, 21L, 23L, 33L, 20L, 27L, 19L, 24L, 26L, 22L, 26L, 22L, 29L, 29L, 25L, 21L, 24L, 32L, 42L, 22L, 26L, 24L, 19L, 21L, 22L, 21L, 27L, 37L, 22L, 20L, 31L, 24L, 20L, 25L, 22L, 23L, 20L, 24L, 25L, 33L, 20L, 21L, 19L, 28L, 24L, 19L, 19L, 31L, 28L, 20L, 27L, 18L, 22L, 20L, 22L, 25L, 28L, 26L, 20L, 20L, 37L, 21L, 19L, 32L, 29L, 19L, 19L, 34L, 21L, 27L, 29L, 23L, 21L, 23L, 26L, 30L, 26L, 35L, 23L, 18L, 19L, 33L, 30L, 21L, 26L, 25L, 35L, 30L, 29L, 25L, 20L, 21L, 25L, 26L, 25L, 39L, 25L, 24L, 26L, 23L, 29L, 26L, 22L, 25L, 25L, 20L, 22L, 26L, 22L, 29L, 26L, 25L, 25L, 29L, 19L, 27L, 40L, 21L, 25L, 29L, 21L, 23L, 26L, 19L, 33L, 17L, 28L, 25L, 24L, 26L, 18L, 31L, 21L, 24L, 26L, 24L, 25L, 32L, 18L, 22L, 25L, 26L, 23L, 20L, 20L, 29L, 30L, 28L, 23L, 28L, 27L, 21L, 19L, 23L, 21L, 21L, 23L, 23L, 18L, 26L, 22L, 20L, 20L, 15L, 24L, 20L, 32L, 32L, 28L, 23L, 26L, 32L, 19L, 28L, 24L, 30L, 17L, 27L, 26L, 26L, 27L, 33L, 36L, 22L, 22L, 30L, 26L, 23L, 20L, 18L, 21L, 17L, 19L, 31L, 21L, 19L, 30L, 24L, 25L, 28L, 21L, 25L, 26L, 30L, 23L, 28L, 27L, 32L, 25L, 20L, 20L, 37L, 23L, 28L, 24L, 35L, 25L, 26L, 21L, 30L, 23L, 32L, 21L, 24L, 20L, 33L, 20L, 18L, 28L, 27L, 19L, 29L, 19L, 14L, 20L, 21L, 17L, 28L, 21L, 21L, 31L, 25L, 27L, 29L, 29L, 18L, 29L, 25L, 27L, 25L, 21L, 24L, 18L, 22L, 22L, 17L, 29L, 21L, 33L, 29L, 21L, 27L, 18L, 22L, 18L, 18L, 20L, 23L, 19L, 21L, 21L, 23L, 19L, 27L, 22L, 24L, 17L, 17L, 27L, 29L, 22L, 26L, 33L, 20L, 21L, 21L, 27L, 21L, 25L, 22L, 17L, 27L, 21L, 18L, 30L, 31L, 23L, 26L, 19L, 21L, 30L, 28L, 19L, 27L, 23L, 23L, 19L, 23L, 13L, 28L, 23L, 18L, 17L, 25L, 25L, 25L, 23L, 26L, 21L, 23L, 35L, 20L, 23L, 23L, 21L, 25L, 16L, 23L, 17L, 24L, 20L, 24L, 17L, 22L, 28L, 24L, 25L, 18L, 23L, 28L, 19L, 29L, 27L, 26L, 25L, 23L, 28L, 21L, 26L, 25L, 29L, 25L, 22L, 28L, 23L, 25L, 22L, 25L, 19L, 19L, 20L, 16L, 24L, 20L, 18L, 30L, 19L, 29L, 23L, 31L, 15L, 25L, 15L, 29L, 23L, 24L, 14L, 19L, 31L, 28L, 16L, 17L, 28L, 21L, 18L, 22L, 20L, 23L, 18L, 24L, 25L, 14L, 18L, 23L, 19L, 17L, 20L, 14L, 22L, 16L, 21L, 19L, 17L, 21L, 27L, 24L, 19L, 17L, 21L, 17L, 25L, 26L, 18L, 24L, 26L, 24L, 22L, 25L, 24L, 21L, 16L, 29L, 18L, 26L, 28L, 28L, 19L, 29L, 21L, 31L, 30L, 23L, 19L, 18L, 23L, 21L, 22L, 23L, 21L, 21L, 16L, 35L, 21L, 20L, 20L, 25L, 30L, 29L, 29L, 18L, 18L, 25L, 22L, 19L, 30L, 25L, 26L, 18L, 26L, 23L, 25L, 24L, 18L, 19L, 22L, 19L, 28L, 18L, 24L, 19L, 22L, 35L, 14L, 23L, 19L, 24L, 25L, 20L, 28L, 32L, 17L, 28L, 29L, 25L, 29L, 24L, 25L, 21L, 25L, 22L, 24L, 24L, 20L, 24L, 21L, 23L, 26L, 22L, 20L, 22L, 27L, 22L, 21L, 23L, 26L, 25L, 22L, 26L, 24L, 19L, 34L, 20L, 27L, 23L, 20L, 27L, 27L, 19L, 25L, 22L, 31L, 33L, 19L, 20L, 31L, 21L, 17L, 17L, 21L, 23L, 18L, 27L, 33L, 27L, 23L, 26L, 27L, 22L, 18L, 19L, 25L, 19L, 24L, 17L, 25L, 19L, 15L, 20L, 24L, 23L, 19L, 25L, 27L, 27L, 22L, 29L, 21L, 20L, 32L, 28L, 29L, 21L, 26L, 16L, 17L, 19L, 21L, 15L, 22L, 23L, 22L, 22L, 25L, 23L, 21L, 37L, 18L, 21L, 29L, 20L, 17L, 19L, 22L, 27L, 23L, 25L, 22L, 19L, 15L, 22L, 19L, 28L, 24L, 23L, 20L, 21L, 22L, 30L, 24L, 20L, 24L, 20L, 18L, 27L, 22L, 22L, 40L, 18L, 25L, 25L, 23L, 19L, 18L, 26L, 24L, 14L, 21L, 19L, 18L, 22L, 10L, 23L, 18L, 18L, 21L, 30L, 18L, 20L, 31L, 19L, 17L, 18L, 25L, 19L, 22L, 31L, 19L, 27L, 17L, 23L, 27L, 24L, 17L, 19L, 19L, 25L, 21L, 28L, 23L, 20L, 23L, 22L, 24L, 23L, 37L, 25L, 21L, 24L, 18L, 23L, 16L, 21L, 17L, 26L, 30L, 28L, 23L, 30L, 26L, 24L, 20L, 22L, 30L, 25L, 15L, 21L, 25L, 26L, 26L, 20L, 22L, 41L, 20L, 25L, 42L, 22L, 25L, 16L, 19L, 20L, 23L, 29L, 23L, 21L, 23L, 24L, 23L, 19L, 22L, 23L, 18L, 21L, 18L, 21L, 20L, 20L, 19L, 23L, 25L, 19L, 25L, 16L, 22L, 29L, 19L, 29L, 30L, 27L, 22L, 20L, 18L, 26L, 20L, 20L, 18L, 19L, 31L, 21L, 31L, 22L, 20L, 25L, 18L, 19L, 19L, 27L, 28L, 29L, 25L, 18L, 22L, 18L, 22L, 25L, 20L, 18L, 20L, 19L, 22L, 19L, 18L, 23L, 20L, 20L, 24L, 27L, 22L, 21L, 31L, 18L, 33L, 16L, 23L, 21L, 23L, 21L, 20L, 27L, 19L, 21L, 28L, 30L, 18L, 17L, 28L, 18L, 31L, 21L, 32L, 22L, 16L, 26L, 26L, 18L, 19L, 15L, 22L, 21L, 19L, 19L, 19L, 22L, 15L, 26L, 29L, 23L, 20L, 20L, 20L, 24L, 21L, 23L, 32L, 31L, 21L, 31L, 28L, 33L, 26L, 20L, 24L, 24L, 25L, 31L, 24L, 32L, 28L, 20L, 22L, 18L, 25L, 16L, 18L, 12L, 22L, 29L, 31L, 20L, 21L, 20L, 23L, 24L, 29L, 19L, 20L, 18L, 21L, 20L, 22L, 21L, 20L, 28L, 22L, 17L, 24L, 30L, 17L, 27L, 33L, 26L, 22L, 18L, 25L, 22L, 32L, 22L, 18L, 22L, 27L, 24L, 30L, 30L, 25L, 25L, 23L, 19L, 28L, 19L, 16L, 20L, 25L, 29L, 18L, 33L, 25L, 28L, 32L, 34L, 32L, 25L, 24L, 28L, 26L, 27L, 29L, 30L, 20L, 24L, 28L, 27L, 24L, 27L, 24L, 23L, 26L, 26L, 26L, 26L, 26L, 24L, 22L, 30L, 21L, 22L, 22L, 34L, 25L, 27L, 21L, 14L, 30L, 27L, 32L, 28L, 20L, 24L, 22L, 23L, 15L, 20L, 25L, 22L, 22L, 25L, 27L, 30L, 26L, 23L, 23L, 15L, 21L, 18L, 21L, 23L, 22L, 24L, 29L, 24L, 19L, 29L, 18L, 21L, 20L, 18L, 23L, 24L, 19L, 21L, 28L, 20L, 30L, 19L, 23L, 24L, 24L, 25L, 23L, 22L, 29L, 26L, 26L, 23L, 25L, 18L, 41L, 19L, 28L, 18L, 19L, 38L, 19L, 33L, 30L, 18L, 16L, 23L, 29L, 31L, 19L, 22L, 18L, 21L, 17L, 22L, 26L, 26L, 20L, 25L, 28L, 24L, 23L, 28L, 17L, 22L, 25L, 25L, 22L, 19L, 18L, 17L, 25L, 23L, 32L, 22L, 17L, 30L, 27L, 16L, 21L, 21L, 26L, 17L, 22L, 22L, 31L, 23L, 22L, 25L, 30L, 23L, 25L, 20L, 25L, 21L, 21L, 19L, 16L, 24L, 28L, 19L, 19L, 39L, 21L, 32L, 25L, 26L, 40L, 16L, 25L, 21L, 19L, 20L, 20L, 25L, 20L, 22L, 25L, 22L, 16L, 17L, 19L, 15L, 30L, 18L, 21L, 30L, 21L, 35L, 20L, 21L, 26L, 30L, 17L, 23L, 19L, 25L, 19L, 17L, 32L, 25L, 32L, 19L, 25L, 25L, 27L, 19L, 20L, 28L, 25L, 28L, 21L, 29L, 23L, 25L, 17L, 17L, 24L, 37L, 28L, 22L, 25L, 31L, 25L, 24L, 19L, 22L, 28L, 24L, 24L, 18L, 29L, 22L, 27L, 26L, 27L, 19L, 35L, 17L, 20L, 18L, 19L, 27L, 22L, 29L, 26L, 30L, 27L, 19L, 22L, 25L, 22L, 29L, 28L, 25L, 29L, 38L, 23L, 35L, 25L, 32L, 23L, 30L, 35L, 24L, 26L, 22L, 16L, 23L, 26L, 21L, 23L, 19L, 28L, 16L, 22L, 26L, 26L, 26L, 31L, 19L, 21L, 20L, 17L, 26L, 20L, 28L, 25L, 27L, 20L, 25L, 32L, 32L, 19L, 15L, 24L, 22L, 20L, 22L, 26L, 23L, 21L, 18L, 22L, 27L, 19L, 21L, 24L, 20L, 25L, 22L, 21L, 20L, 18L, 20L, 18L, 20L, 27L, 18L, 18L, 23L, 16L, 18L, 22L, 22L, 19L, 18L, 22L, 26L, 19L, 35L, 31L, 22L, 15L, 26L, 21L, 25L, 38L, 15L, 19L, 26L, 18L, 24L, 22L, 21L, 18L, 19L, 25L, 27L, 20L, 19L, 22L, 23L, 23L, 28L, 29L, 16L, 23L, 27L, 19L, 23L, 23L, 25L, 22L, 18L, 25L, 20L, 24L, 20L, 27L, 30L, 24L, 17L, 18L, 18L, 22L, 25L, 23L, 22L, 18L, 23L, 21L, 27L, 28L, 20L, 29L, 23L, 18L, 34L, 24L, 36L, 25L, 28L, 35L, 23L, 23L, 31L, 23L, 27L, 23L, 19L, 20L, 26L, 24L, 34L, 29L, 21L, 27L, 23L, 27L, 23L, 21L, 22L, 21L, 37L, 23L, 24L, 29L, 30L, 26L, 26L, 21L, 29L, 23L, 26L, 21L, 19L, 21L, 34L, 25L, 19L, 29L, 19L, 22L, 29L, 24L, 25L, 28L, 14L, 25L, 33L, 21L, 25L, 20L, 26L, 20L, 24L, 18L, 26L, 27L, 16L, 23L, 21L, 22L, 28L, 27L, 19L, 18L, 27L, 28L, 19L, 27L, 22L, 22L, 27L, 26L, 24L, 29L, 28L, 22L, 27L, 25L, 23L, 19L, 25L, 23L, 26L, 22L, 23L, 24L, 24L, 18L, 32L, 23L, 27L, 23L, 16L, 24L, 27L, 28L, 20L, 24L, 30L, 18L, 27L, 21L, 25L, 28L, 24L, 34L, 31L, 23L, 37L, 35L, 38L, 35L, 20L, 28L, 31L, 27L, 35L, 22L, 22L, 33L, 29L, 26L, 25L, 19L, 23L, 28L, 19L, 37L, 22L, 23L, 26L, 21L, 18L, 18L, 37L, 29L, 20L, 22L, 24L, 25L, 19L, 27L, 32L, 27L, 32L, 26L, 31L, 37L, 23L, 22L, 24L, 32L, 29L, 29L, 25L, 23L, 31L, 20L, 17L, 16L, 26L, 21L, 21L, 28L, 23L, 29L, 24L, 17L, 17L, 24L, 22L, 21L, 24L, 20L, 23L, 22L, 26L, 21L, 21L, 24L, 26L, 25L, 37L, 24L, 35L, 23L, 21L, 24L, 22L, 28L, 25L, 25L, 20L, 22L, 21L, 21L, 17L, 36L, 26L, 28L, 16L, 17L, 20L, 14L, 21L, 28L, 18L, 25L, 29L, 31L, 34L, 28L, 24L, 34L, 29L, 18L, 29L, 25L, 18L, 19L, 26L, 22L, 22L, 20L, 30L, 24L, 22L, 29L, 23L, 21L, 19L, 26L, 29L, 26L, 26L, 18L, 24L, 21L, 27L, 22L, 25L, 29L, 31L, 23L, 29L, 19L, 23L, 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