I have a dataset and a column in there with information on the "period" of the observations which is a character for quarters of year. The column looks like this:
> dput(df$Period)
structure(c(27L, 40L, 1L, 3L, 15L, 42L, 29L, 35L, 21L, 48L, 9L,
41L, 28L, 2L, 14L, 45L, 32L, 18L, 6L, 22L, 49L, 36L, 10L, 27L,
1L, 40L, 2L, 41L, 14L, 28L, 15L, 3L, 42L, 29L, 6L, 32L, 45L,
18L, 48L, 21L, 35L, 9L, 10L, 49L, 22L, 36L, 2L, 41L, 28L, 14L,
45L, 6L, 18L, 32L, 10L, 49L, 22L, 36L, 18L, 6L, 45L, 32L, 49L,
36L, 22L, 10L, 14L, 2L, 41L, 28L, 45L, 18L, 32L, 6L, 49L, 10L,
22L, 36L, 32L, 18L, 45L, 6L, 36L, 10L, 22L, 49L, 14L, 41L, 28L,
2L, 27L, 40L, 1L, 35L, 9L, 48L, 21L, 27L, 40L, 1L, 35L, 21L,
48L, 9L, 1L, 40L, 27L, 41L, 28L, 2L, 14L, 42L, 15L, 3L, 29L,
32L, 45L, 6L, 18L, 48L, 9L, 21L, 35L, 10L, 49L, 36L, 22L, 1L,
40L, 27L, 14L, 28L, 41L, 2L, 29L, 15L, 42L, 3L, 18L, 6L, 32L,
45L, 49L, 36L, 22L, 10L, 27L, 1L, 40L, 2L, 41L, 28L, 14L, 15L,
42L, 29L, 3L, 6L, 45L, 18L, 32L, 7L, 19L, 46L, 33L, 9L, 35L,
21L, 48L, 10L, 22L, 49L, 36L, 1L, 40L, 27L, 2L, 14L, 28L, 41L,
3L, 42L, 15L, 29L, 18L, 32L, 45L, 6L, 46L, 33L, 19L, 7L, 35L,
9L, 21L, 48L, 49L, 22L, 36L, 10L, 1L, 27L, 40L, 29L, 15L, 3L,
42L, 45L, 6L, 18L, 32L, 9L, 21L, 35L, 48L, 36L, 49L, 10L, 22L,
2L, 28L, 14L, 41L, 32L, 18L, 45L, 6L, 36L, 49L, 22L, 10L, 1L,
27L, 40L, 43L, 30L, 16L, 4L, 44L, 31L, 17L, 5L, 32L, 18L, 45L,
6L, 49L, 36L, 22L, 10L, 27L, 40L, 1L, 9L, 35L, 21L, 48L, 27L,
1L, 40L, 2L, 41L, 28L, 14L, 42L, 29L, 15L, 3L, 18L, 6L, 32L,
45L, 46L, 7L, 19L, 33L, 48L, 21L, 9L, 35L, 36L, 10L, 22L, 49L,
14L, 28L, 41L, 2L, 32L, 6L, 18L, 45L, 22L, 10L, 49L, 36L, 40L,
1L, 27L, 14L, 41L, 28L, 2L, 42L, 29L, 15L, 3L, 6L, 18L, 45L,
32L, 33L, 19L, 7L, 46L, 9L, 48L, 35L, 21L, 36L, 49L, 10L, 22L,
41L, 28L, 2L, 14L, 18L, 6L, 45L, 32L, 36L, 22L, 49L, 10L, 41L,
2L, 28L, 14L, 45L, 18L, 6L, 32L, 22L, 36L, 49L, 10L, 40L, 27L,
1L, 28L, 41L, 2L, 14L, 3L, 15L, 29L, 42L, 32L, 18L, 6L, 45L,
35L, 21L, 48L, 9L, 36L, 22L, 10L, 49L, 32L, 45L, 6L, 18L, 10L,
22L, 49L, 36L, 41L, 28L, 14L, 2L, 45L, 18L, 6L, 32L, 36L, 49L,
10L, 22L, 28L, 2L, 41L, 14L, 45L, 6L, 32L, 18L, 22L, 36L, 10L,
49L, 27L, 1L, 40L, 14L, 2L, 28L, 41L, 42L, 3L, 29L, 15L, 17L,
44L, 31L, 5L, 6L, 32L, 18L, 45L, 9L, 48L, 35L, 21L, 36L, 22L,
10L, 49L, 2L, 14L, 41L, 28L, 32L, 18L, 45L, 6L, 49L, 22L, 10L,
36L, 41L, 28L, 14L, 2L, 6L, 45L, 32L, 18L, 22L, 10L, 49L, 36L,
40L, 1L, 27L, 35L, 21L, 9L, 48L, 1L, 40L, 27L, 14L, 2L, 28L,
41L, 29L, 3L, 15L, 42L, 6L, 45L, 32L, 18L, 46L, 7L, 33L, 19L,
21L, 9L, 35L, 48L, 36L, 10L, 22L, 49L, 28L, 41L, 2L, 14L, 18L,
6L, 45L, 32L, 36L, 22L, 49L, 10L, 1L, 40L, 27L, 28L, 14L, 41L,
2L, 16L, 30L, 43L, 4L, 45L, 6L, 32L, 18L, 20L, 8L, 47L, 34L,
9L, 35L, 48L, 21L, 22L, 36L, 49L, 10L, 41L, 2L, 28L, 14L, 18L,
32L, 45L, 6L, 49L, 22L, 10L, 36L, 27L, 1L, 40L, 48L, 35L, 9L,
21L, 14L, 2L, 41L, 28L, 6L, 45L, 18L, 32L, 36L, 49L, 10L, 22L,
40L, 1L, 27L, 41L, 2L, 28L, 14L, 42L, 3L, 15L, 29L, 17L, 31L,
44L, 5L, 32L, 18L, 45L, 6L, 46L, 33L, 19L, 7L, 9L, 35L, 21L,
48L, 36L, 49L, 10L, 22L, 6L, 18L, 32L, 45L, 10L, 49L, 22L, 36L,
1L, 27L, 40L, 2L, 41L, 28L, 14L, 42L, 29L, 15L, 3L, 18L, 32L,
45L, 6L, 46L, 7L, 33L, 19L, 48L, 21L, 9L, 35L, 49L, 10L, 22L,
36L, 27L, 1L, 40L, 2L, 28L, 14L, 41L, 15L, 3L, 42L, 29L, 45L,
32L, 6L, 18L, 9L, 35L, 48L, 21L, 10L, 36L, 49L, 22L, 40L, 1L,
27L, 41L, 28L, 14L, 2L, 42L, 15L, 29L, 3L, 32L, 6L, 45L, 18L,
46L, 19L, 33L, 7L, 35L, 9L, 21L, 48L, 10L, 22L, 36L, 49L, 27L,
1L, 40L, 41L, 14L, 2L, 28L, 29L, 3L, 15L, 42L, 44L, 31L, 17L,
5L, 6L, 18L, 32L, 45L, 7L, 46L, 33L, 19L, 21L, 35L, 9L, 48L,
22L, 49L, 36L, 10L, 1L, 40L, 27L, 35L, 48L, 9L, 21L, 27L, 1L,
40L, 2L, 28L, 41L, 14L, 42L, 29L, 3L, 15L, 18L, 6L, 32L, 45L,
7L, 33L, 46L, 19L, 9L, 21L, 35L, 48L, 36L, 22L, 10L, 49L, 41L,
2L, 14L, 28L, 18L, 6L, 45L, 32L, 10L, 22L, 49L, 36L, 1L, 40L,
27L, 28L, 14L, 41L, 2L, 42L, 29L, 3L, 15L, 18L, 32L, 45L, 6L,
7L, 33L, 19L, 46L, 35L, 48L, 9L, 21L, 49L, 36L, 22L, 10L, 40L,
1L, 27L, 41L, 2L, 14L, 28L, 15L, 3L, 29L, 42L, 45L, 32L, 6L,
18L, 19L, 7L, 33L, 46L, 21L, 48L, 9L, 35L, 36L, 22L, 49L, 10L,
4L, 30L, 43L, 18L, 45L, 32L, 6L, 10L, 36L, 49L, 22L, 28L, 2L,
41L, 14L, 45L, 32L, 6L, 18L, 22L, 36L, 49L, 10L, 41L, 28L, 2L,
14L, 45L, 6L, 32L, 18L, 22L, 36L, 49L, 10L, 27L, 1L, 40L, 3L,
15L, 29L, 42L, 46L, 7L, 33L, 19L, 9L, 35L, 21L, 48L, 27L, 40L,
1L, 2L, 14L, 41L, 28L, 15L, 3L, 42L, 29L, 32L, 6L, 18L, 45L,
7L, 19L, 33L, 46L, 35L, 9L, 21L, 48L, 36L, 49L, 22L, 10L, 6L,
45L, 18L, 32L, 22L, 36L, 49L, 10L, 45L, 32L, 18L, 6L, 10L, 22L,
49L, 36L, 27L, 40L, 1L, 41L, 28L, 2L, 14L, 45L, 6L, 18L, 32L,
36L, 49L, 10L, 22L, 14L, 41L, 28L, 2L, 18L, 32L, 45L, 6L, 49L,
10L, 22L, 36L, 6L, 45L, 32L, 18L, 22L, 27L, 1L, 40L, 2L, 41L,
28L, 14L, 3L, 42L, 15L, 29L, 45L, 6L, 32L, 18L, 46L, 7L, 19L,
33L, 48L, 35L, 21L, 9L, 49L, 10L, 22L, 36L, 31L, 17L, 44L, 5L,
18L, 40L, 1L, 27L, 2L, 14L, 41L, 28L, 42L, 3L, 29L, 15L, 18L,
6L, 45L, 32L, 19L, 7L, 46L, 33L, 21L, 35L, 48L, 9L, 22L, 10L,
49L, 36L, 1L, 27L, 40L, 41L, 2L, 28L, 14L, 6L, 32L, 45L, 18L,
10L, 22L, 36L, 49L, 32L, 18L, 45L, 6L, 49L, 22L, 36L, 10L, 43L,
4L, 30L, 41L, 14L, 2L, 28L, 6L, 32L, 18L, 45L, 22L, 10L, 36L,
49L, 27L, 1L, 40L, 42L, 15L, 29L, 3L, 31L, 5L, 44L, 17L, 45L,
6L, 32L, 18L, 35L, 9L, 21L, 48L, 49L, 36L, 10L, 22L, 1L, 40L,
27L, 28L, 14L, 2L, 41L, 42L, 15L, 3L, 29L, 6L, 32L, 45L, 18L,
9L, 35L, 48L, 21L, 10L, 36L, 22L, 49L, 40L, 27L, 1L, 27L, 1L,
40L, 48L, 21L, 35L, 9L, 41L, 2L, 14L, 28L, 18L, 45L, 32L, 6L,
10L, 22L, 36L, 49L, 41L, 28L, 2L, 14L, 18L, 45L, 32L, 6L, 22L,
49L, 36L, 10L, 14L, 41L, 2L, 28L, 6L, 32L, 18L, 45L, 22L, 10L,
49L, 36L, 1L, 27L, 40L, 42L, 29L, 3L, 15L, 18L, 32L, 6L, 45L,
19L, 46L, 7L, 33L, 9L, 35L, 48L, 21L, 22L, 10L, 36L, 49L, 1L,
27L, 40L, 28L, 2L, 41L, 14L, 3L, 42L, 15L, 29L, 17L, 44L, 31L,
5L, 45L, 18L, 6L, 32L, 46L, 7L, 33L, 19L, 35L, 21L, 9L, 48L,
10L, 36L, 49L, 22L, 2L, 41L, 28L, 14L, 45L, 32L, 6L, 18L, 49L,
10L, 22L, 36L, 40L, 27L, 1L, 2L, 41L, 28L, 14L, 29L, 42L, 3L,
15L, 45L, 32L, 18L, 6L, 48L, 9L, 35L, 21L, 49L, 10L, 22L, 36L,
14L, 28L, 2L, 41L, 18L, 45L, 32L, 6L, 49L, 10L, 36L, 22L, 27L,
40L, 1L, 41L, 14L, 2L, 28L, 29L, 15L, 3L, 42L, 32L, 6L, 18L,
45L, 9L, 35L, 21L, 48L, 10L, 22L, 36L, 49L, 3L, 15L, 42L, 29L,
40L, 27L, 1L, 48L, 35L, 9L, 21L, 14L, 2L, 41L, 28L, 45L, 32L,
6L, 18L, 49L, 10L, 36L, 22L, 18L, 45L, 32L, 6L, 36L, 22L, 49L,
10L, 18L, 2L, 41L, 28L, 14L, 32L, 45L, 18L, 6L, 36L, 49L, 22L,
10L, 2L, 28L, 14L, 41L, 32L, 6L, 18L, 45L, 22L, 36L, 49L, 10L,
45L, 18L, 32L, 6L, 10L, 36L, 49L, 22L, 32L, 18L, 6L, 45L, 49L,
10L, 22L, 36L, 41L, 14L, 28L, 2L, 18L, 6L, 45L, 32L, 36L, 22L,
10L, 49L, 40L, 27L, 1L, 45L, 32L, 18L, 6L, 49L, 10L, 36L, 22L,
40L, 27L, 1L, 2L, 41L, 28L, 14L, 29L, 3L, 42L, 15L, 18L, 6L,
45L, 32L, 33L, 19L, 46L, 7L, 21L, 9L, 48L, 35L, 49L, 10L, 36L,
22L, 28L, 2L, 41L, 14L, 17L, 44L, 31L, 5L, 18L, 32L, 45L, 6L,
10L, 49L, 36L, 22L, 27L, 40L, 1L, 27L, 1L, 40L, 41L, 28L, 14L,
2L, 42L, 15L, 29L, 3L, 5L, 17L, 31L, 44L, 45L, 32L, 6L, 18L,
46L, 7L, 33L, 19L, 48L, 9L, 21L, 35L, 49L, 10L, 36L, 27L, 1L,
40L, 48L, 9L, 21L, 35L, 40L, 1L, 27L, 2L, 28L, 14L, 41L, 42L,
3L, 29L, 15L, 6L, 32L, 45L, 18L, 46L, 33L, 19L, 7L, 48L, 9L,
21L, 35L, 10L, 22L, 36L, 49L, 2L, 14L, 28L, 41L, 45L, 6L, 32L,
18L, 10L, 49L, 22L, 36L, 14L, 41L, 2L, 28L, 18L, 45L, 6L, 32L,
10L, 49L, 22L, 36L, 40L, 1L, 27L, 42L, 15L, 3L, 29L, 45L, 18L,
6L, 32L, 7L, 33L, 19L, 46L, 21L, 9L, 48L, 35L, 36L, 10L, 22L,
49L, 40L, 1L, 27L, 3L, 29L, 15L, 42L, 46L, 19L, 33L, 7L, 48L,
21L, 9L, 35L, 41L, 14L, 28L, 2L, 32L, 18L, 6L, 45L, 49L, 36L,
22L, 10L, 28L, 2L, 41L, 14L, 6L, 32L, 45L, 18L, 36L, 10L, 22L,
49L, 41L, 2L, 28L, 14L, 32L, 18L, 45L, 6L, 36L, 22L, 49L, 10L,
14L, 28L, 2L, 41L, 32L, 45L, 18L, 6L, 10L, 36L, 22L, 49L, 27L,
40L, 1L, 28L, 41L, 14L, 2L, 42L, 29L, 15L, 3L, 6L, 45L, 18L,
32L, 9L, 35L, 48L, 21L, 22L, 10L, 36L, 49L, 18L, 6L, 45L, 32L,
22L, 10L, 49L, 36L, 27L, 1L, 40L, 28L, 14L, 41L, 2L, 29L, 42L,
15L, 3L, 6L, 45L, 32L, 18L, 33L, 46L, 19L, 7L, 21L, 48L, 9L,
35L, 36L, 49L, 10L, 22L, 27L, 40L, 1L, 42L, 15L, 3L, 29L, 46L,
19L, 7L, 33L, 9L, 35L, 48L, 21L, 28L, 41L, 2L, 14L, 45L, 6L,
32L, 18L, 10L, 36L, 22L, 49L, 1L, 27L, 40L, 14L, 2L, 28L, 41L,
15L, 3L, 29L, 42L, 18L, 32L, 45L, 6L, 7L, 33L, 46L, 19L, 48L,
35L, 9L, 21L, 49L, 10L, 22L, 36L, 40L, 1L, 27L, 48L, 35L, 21L,
9L, 14L, 28L, 41L, 2L, 6L, 45L, 18L, 32L, 49L, 36L, 10L, 22L,
40L, 27L, 1L, 48L, 21L, 9L, 35L, 27L, 40L, 1L, 28L, 14L, 2L,
41L, 42L, 29L, 15L, 3L, 32L, 45L, 18L, 6L, 21L, 9L, 48L, 35L,
36L, 49L, 10L, 22L, 6L, 32L, 18L, 45L, 49L, 22L, 36L, 10L, 27L,
1L, 40L, 48L, 35L, 21L, 9L, 28L, 14L, 41L, 2L, 32L, 18L, 45L,
6L, 22L, 36L, 10L, 49L, 1L, 40L, 27L, 35L, 48L, 9L, 21L, 1L,
27L, 40L, 14L, 28L, 2L, 41L, 15L, 42L, 3L, 29L, 6L, 45L, 32L,
18L, 19L, 33L, 46L, 7L, 48L, 9L, 21L, 35L, 10L, 22L, 36L, 49L,
40L, 1L, 27L, 3L, 29L, 15L, 42L, 6L, 18L, 45L, 32L, 7L, 19L,
33L, 46L, 35L, 21L, 48L, 9L, 10L, 22L, 49L, 36L, 40L, 1L, 27L,
21L, 35L, 9L, 48L, 1L, 40L, 27L, 14L, 2L, 41L, 28L, 15L, 29L,
3L, 42L, 44L, 31L, 5L, 17L, 45L, 18L, 6L, 32L, 46L, 33L, 7L,
19L, 9L, 21L, 48L, 35L, 36L, 22L, 49L, 10L, 40L, 1L, 27L, 41L,
2L, 28L, 14L, 3L, 29L, 42L, 15L, 6L, 32L, 18L, 45L, 7L, 19L,
33L, 46L, 21L, 9L, 48L, 35L, 22L, 10L, 36L, 49L, 40L, 1L, 27L,
42L, 29L, 15L, 3L, 46L, 33L, 19L, 7L, 35L, 9L, 21L, 48L, 27L,
40L, 1L, 41L, 14L, 28L, 2L, 42L, 15L, 3L, 29L, 32L, 6L, 45L,
18L, 7L, 46L, 33L, 19L, 21L, 9L, 48L, 35L, 49L, 10L, 36L, 22L,
27L, 40L, 1L, 9L, 35L, 21L, 48L, 2L, 41L, 14L, 28L, 6L, 45L,
18L, 32L, 36L, 10L, 49L, 22L, 40L, 27L, 1L, 14L, 41L, 28L, 2L,
29L, 15L, 3L, 42L, 18L, 32L, 6L, 45L, 7L, 33L, 19L, 46L, 21L,
35L, 9L, 48L, 49L, 10L, 36L, 22L, 14L, 2L, 41L, 28L, 45L, 6L,
32L, 18L, 49L, 36L, 22L, 10L, 1L, 27L, 40L, 48L, 35L, 9L, 21L,
18L, 32L, 6L, 45L, 10L, 22L, 36L, 49L, 28L, 2L, 14L, 41L, 6L,
45L, 18L, 32L, 10L, 22L, 49L, 36L, 27L, 40L, 1L, 9L, 35L, 21L,
48L, 1L, 27L, 40L, 41L, 14L, 28L, 2L, 29L, 15L, 42L, 3L, 18L,
32L, 45L, 6L, 19L, 7L, 33L, 46L, 9L, 35L, 21L, 48L, 49L, 22L,
10L, 36L, 27L, 1L, 40L, 14L, 28L, 2L, 41L, 29L, 3L, 42L, 15L,
32L, 6L, 45L, 18L, 33L, 46L, 19L, 7L, 9L, 21L, 35L, 48L, 10L,
22L, 49L, 36L, 40L, 27L, 1L, 2L, 28L, 41L, 14L, 15L, 29L, 42L,
3L, 6L, 32L, 45L, 18L, 21L, 35L, 9L, 48L, 22L, 49L, 36L, 10L,
30L, 43L, 16L, 4L, 30L, 43L, 4L, 16L, 1L, 40L, 27L, 48L, 9L,
35L, 21L, 45L, 32L, 6L, 18L, 10L, 22L, 36L, 49L, 1L, 27L, 40L,
41L, 14L, 2L, 28L, 42L, 15L, 29L, 3L, 45L, 6L, 32L, 18L, 21L,
9L, 48L, 35L, 36L, 10L, 49L, 22L, 27L, 1L, 40L, 28L, 2L, 14L,
41L, 15L, 29L, 3L, 42L, 31L, 44L, 17L, 5L, 6L, 45L, 32L, 18L,
48L, 35L, 9L, 21L, 22L, 10L, 49L, 36L, 40L, 1L, 27L, 9L, 48L,
35L, 21L, 41L, 28L, 2L, 14L, 18L, 6L, 45L, 32L, 49L, 10L, 36L,
22L, 27L, 40L, 1L, 28L, 41L, 14L, 2L, 29L, 3L, 42L, 15L, 45L,
6L, 18L, 32L, 19L, 46L, 7L, 33L, 9L, 21L, 48L, 35L, 36L, 10L,
22L, 49L, 28L, 41L, 14L, 2L, 18L, 32L, 45L, 6L, 22L, 36L, 10L,
49L, 32L, 45L, 18L, 6L, 49L, 10L, 22L, 36L, 27L, 1L, 40L, 35L,
48L, 21L, 9L, 41L, 14L, 2L, 28L, 18L, 45L, 6L, 32L, 49L, 36L,
22L, 10L, 1L, 27L, 40L, 29L, 3L, 15L, 42L, 18L, 32L, 6L, 45L,
46L, 33L, 7L, 19L, 9L, 48L, 35L, 21L, 22L, 10L, 36L, 49L, 27L,
1L, 40L, 2L, 41L, 14L, 28L, 42L, 15L, 3L, 29L, 45L, 18L, 32L,
6L, 19L, 7L, 46L, 33L, 21L, 48L, 9L, 35L, 22L, 10L, 36L, 49L,
2L, 41L, 14L, 28L, 18L, 45L, 32L, 6L, 36L, 49L, 22L, 10L, 27L,
40L, 1L, 40L, 27L, 1L, 14L, 28L, 41L, 2L, 3L, 15L, 42L, 29L,
32L, 6L, 18L, 45L, 46L, 33L, 19L, 7L, 21L, 35L, 9L, 48L, 10L,
36L, 49L, 22L, 41L, 28L, 2L, 14L, 45L, 18L, 6L, 32L, 10L, 36L,
49L, 22L, 41L, 14L, 28L, 2L, 6L, 18L, 32L, 45L, 10L, 22L, 36L,
49L, 1L, 40L, 27L, 14L, 28L, 41L, 2L, 15L, 42L, 3L, 29L, 45L,
32L, 6L, 18L, 7L, 19L, 46L, 33L, 48L, 9L, 21L, 35L, 49L, 22L,
36L, 10L, 45L, 18L, 32L, 6L, 10L, 36L, 22L, 49L, 14L, 28L, 41L,
2L, 18L, 32L, 6L, 45L, 22L, 36L, 10L, 49L, 18L, 32L, 6L, 45L,
10L, 36L, 49L, 22L, 18L, 32L, 6L, 45L, 49L, 36L, 22L, 10L, 27L,
40L, 1L, 9L, 21L, 48L, 35L, 18L, 32L, 45L, 6L, 22L, 10L, 49L,
36L, 28L, 2L, 14L, 41L, 6L, 32L, 45L, 18L, 10L, 49L, 22L, 36L,
2L, 14L, 41L, 28L, 18L, 32L, 6L, 45L, 36L, 10L, 49L, 22L, 2L,
28L, 14L, 41L, 32L, 6L, 18L, 45L, 10L, 49L, 22L, 36L, 40L, 27L,
1L, 14L, 41L, 2L, 28L, 29L, 3L, 15L, 42L, 6L, 45L, 32L, 18L,
46L, 7L, 33L, 19L, 35L, 21L, 9L, 48L, 36L, 10L, 22L, 49L, 40L,
1L, 27L, 41L, 14L, 28L, 2L, 3L, 29L, 42L, 15L, 18L, 32L, 6L,
45L, 7L, 33L, 19L, 46L, 9L, 21L, 48L, 35L, 22L, 10L, 49L, 36L,
2L, 14L, 41L, 28L, 45L, 6L, 18L, 32L, 22L, 49L, 36L, 10L, 45L,
18L, 32L, 6L, 49L, 10L, 36L, 22L, 1L, 27L, 40L, 14L, 41L, 28L,
2L, 15L, 3L, 29L, 42L, 32L, 18L, 45L, 6L, 7L, 46L, 33L, 19L,
48L, 9L, 21L, 35L, 49L, 36L, 10L, 22L, 40L, 1L, 27L, 9L, 35L,
48L, 21L, 45L, 32L, 18L, 6L, 22L, 10L, 36L, 49L, 18L, 2L, 14L,
28L, 41L, 6L, 18L, 32L, 45L, 22L, 49L, 36L, 10L, 27L, 1L, 40L,
41L, 28L, 2L, 14L, 3L, 15L, 42L, 29L, 6L, 32L, 18L, 45L, 7L,
46L, 33L, 19L, 9L, 48L, 35L, 21L, 49L, 36L, 22L, 10L, 40L, 1L,
27L, 14L, 2L, 41L, 28L, 3L, 29L, 15L, 42L, 18L, 6L, 32L, 45L,
33L, 19L, 46L, 7L, 48L, 21L, 9L, 35L, 22L, 36L, 10L, 49L, 45L,
18L, 6L, 32L, 36L, 49L, 22L, 10L, 41L, 14L, 28L, 2L, 6L, 45L,
18L, 32L, 49L, 10L, 22L, 36L, 2L, 14L, 41L, 28L, 45L, 6L, 32L,
18L, 36L, 49L, 10L, 22L, 2L, 14L, 28L, 41L, 45L, 32L, 18L, 6L,
10L, 36L, 49L, 22L, 1L, 27L, 40L, 41L, 2L, 28L, 14L, 42L, 29L,
15L, 3L, 32L, 18L, 45L, 6L, 21L, 35L, 9L, 48L, 36L, 10L, 49L,
22L, 28L, 2L, 41L, 14L, 18L, 32L, 6L, 45L, 49L, 10L, 36L, 22L,
6L, 45L, 18L, 32L, 22L, 49L, 36L, 10L, 45L, 6L, 18L, 32L, 22L,
49L, 36L, 10L, 31L, 5L, 17L, 44L, 1L, 27L, 40L, 28L, 2L, 41L,
14L, 42L, 29L, 15L, 3L, 45L, 18L, 32L, 6L, 46L, 7L, 19L, 33L,
48L, 21L, 35L, 9L, 36L, 10L, 49L, 22L, 14L, 28L, 41L, 2L, 32L,
6L, 18L, 45L, 36L, 10L, 49L, 22L, 1L, 27L, 40L, 42L, 3L, 15L,
29L, 19L, 7L, 46L, 33L, 48L, 21L, 9L, 35L, 6L, 18L, 32L, 45L,
22L, 49L, 36L, 10L, 1L, 27L, 40L, 28L, 14L, 41L, 2L, 42L, 15L,
29L, 3L, 45L, 18L, 32L, 6L, 21L, 9L, 48L, 35L, 10L, 22L, 36L,
49L, 1L, 40L, 27L, 29L, 15L, 42L, 3L, 19L, 7L, 33L, 46L, 48L,
35L, 9L, 21L, 27L, 1L, 40L, 14L, 2L, 41L, 28L, 15L, 29L, 3L,
42L, 18L, 6L, 32L, 45L, 46L, 7L, 19L, 33L, 9L, 35L, 21L, 48L,
22L, 10L, 36L, 49L, 27L, 1L, 40L, 27L, 40L, 1L, 14L, 28L, 41L,
2L, 3L, 29L, 42L, 15L, 32L, 6L, 18L, 45L, 33L, 46L, 19L, 7L,
9L, 21L, 48L, 35L, 22L, 10L, 49L, 36L, 40L, 1L, 27L, 41L, 2L,
14L, 28L, 3L, 15L, 29L, 42L, 18L, 45L, 32L, 6L, 33L, 46L, 7L,
19L, 9L, 35L, 48L, 21L, 22L, 49L, 10L, 36L, 2L, 28L, 14L, 41L,
45L, 32L, 6L, 18L, 10L, 22L, 49L, 36L, 40L, 27L, 1L, 28L, 14L,
2L, 41L, 15L, 3L, 42L, 29L, 45L, 6L, 32L, 18L, 19L, 33L, 7L,
46L, 35L, 48L, 9L, 21L, 10L, 22L, 36L, 49L, 27L, 40L, 1L, 28L,
2L, 41L, 14L, 3L, 29L, 15L, 42L, 31L, 5L, 44L, 17L, 45L, 32L,
18L, 6L, 46L, 33L, 19L, 7L, 21L, 9L, 35L, 48L, 22L, 10L, 36L,
49L, 40L, 27L, 1L, 42L, 15L, 29L, 3L, 18L, 40L, 1L, 27L, 2L,
28L, 14L, 41L, 15L, 3L, 29L, 42L, 32L, 18L, 6L, 45L, 7L, 46L,
19L, 33L, 48L, 9L, 35L, 21L, 22L, 10L, 36L, 49L, 1L, 40L, 27L,
44L, 17L, 5L, 31L, 21L, 9L, 48L, 35L, 41L, 14L, 28L, 2L, 32L,
6L, 18L, 45L, 49L, 22L, 10L, 36L, 40L, 1L, 27L, 2L, 28L, 41L,
14L, 3L, 15L, 29L, 42L, 32L, 18L, 6L, 45L, 46L, 19L, 7L, 33L,
21L, 48L, 9L, 35L, 36L, 22L, 49L, 10L, 1L, 27L, 40L, 41L, 2L,
28L, 14L, 29L, 42L, 3L, 15L, 32L, 45L, 6L, 18L, 33L, 46L, 19L,
7L, 35L, 9L, 48L, 21L, 36L, 10L, 49L, 22L, 14L, 2L, 41L, 28L,
45L, 6L, 18L, 32L, 49L, 10L, 22L, 36L, 1L, 27L, 40L, 48L, 35L,
9L, 21L, 6L, 45L, 32L, 18L, 36L, 10L, 49L, 22L, 40L, 27L, 1L,
41L, 2L, 14L, 28L, 29L, 42L, 3L, 15L, 32L, 6L, 45L, 18L, 19L,
46L, 33L, 7L, 48L, 9L, 21L, 35L, 22L, 10L, 36L, 49L, 40L, 27L,
1L, 41L, 14L, 2L, 28L, 29L, 42L, 15L, 3L, 5L, 31L, 44L, 17L,
45L, 32L, 18L, 6L, 33L, 46L, 19L, 7L, 48L, 21L, 35L, 9L, 49L,
10L, 36L, 22L, 27L, 1L, 40L, 28L, 41L, 2L, 14L, 29L, 15L, 3L,
42L, 6L, 45L, 32L, 18L, 46L, 33L, 19L, 7L, 21L, 35L, 48L, 9L,
22L, 36L, 10L, 49L, 18L, 32L, 6L, 45L, 49L, 10L, 22L, 36L, 27L,
40L, 1L, 41L, 28L, 14L, 2L, 42L, 3L, 15L, 29L, 6L, 18L, 32L,
45L, 9L, 48L, 21L, 35L, 10L, 36L, 22L, 49L, 1L, 40L, 27L, 41L,
28L, 14L, 2L, 29L, 15L, 3L, 42L, 18L, 32L, 45L, 6L, 9L, 21L,
48L, 35L, 10L, 22L, 49L, 36L, 1L, 27L, 40L, 2L, 14L, 41L, 28L,
42L, 29L, 15L, 3L, 18L, 32L, 6L, 45L, 46L, 7L, 33L, 19L, 35L,
21L, 9L, 48L, 10L, 49L, 22L, 36L, 6L, 32L, 18L, 45L, 10L, 22L,
36L, 49L, 40L, 1L, 27L, 41L, 14L, 28L, 2L, 29L, 3L, 15L, 42L,
18L, 32L, 6L, 45L, 46L, 7L, 19L, 33L, 48L, 9L, 21L, 35L, 36L,
49L, 22L, 10L, 6L, 32L, 18L, 45L, 49L, 22L, 10L, 36L, 27L, 1L,
40L, 2L, 14L, 41L, 28L, 15L, 29L, 3L, 42L, 18L, 45L, 6L, 32L,
9L, 21L, 35L, 48L, 10L, 36L, 49L, 22L, 40L, 1L, 27L, 14L, 41L,
28L, 2L, 3L, 15L, 42L, 29L, 18L, 32L, 6L, 45L, 48L, 35L, 9L,
21L, 10L, 49L, 36L, 22L, 45L, 32L, 6L, 18L, 36L, 22L, 49L, 10L,
18L, 6L, 45L, 32L, 10L, 36L, 49L, 22L, 1L, 40L, 27L, 2L, 14L,
28L, 41L, 42L, 3L, 15L, 29L, 32L, 6L, 45L, 18L, 33L, 46L, 7L,
19L, 48L, 9L, 21L, 35L, 22L, 49L, 36L, 10L, 32L, 45L, 6L, 18L,
22L, 36L, 10L, 49L, 41L, 28L, 14L, 2L, 6L, 18L, 32L, 45L, 49L,
22L, 10L, 36L, 1L, 27L, 40L, 2L, 14L, 41L, 28L, 15L, 29L, 42L,
3L, 6L, 45L, 32L, 18L, 19L, 7L, 46L, 33L, 21L, 9L, 35L, 48L,
36L, 49L, 10L, 22L, 1L, 27L, 40L, 30L, 43L, 4L, 40L, 1L, 27L,
41L, 2L, 28L, 14L, 3L, 42L, 29L, 15L, 44L, 31L, 17L, 5L, 6L,
32L, 18L, 45L, 33L, 46L, 19L, 7L, 21L, 9L, 35L, 48L, 10L, 22L,
49L, 36L, 27L, 1L, 40L, 14L, 2L, 28L, 41L, 29L, 42L, 3L, 15L,
45L, 18L, 6L, 32L, 33L, 19L, 46L, 7L, 21L, 35L, 9L, 48L, 10L,
36L, 49L, 22L, 40L, 1L, 27L, 18L, 45L, 32L, 6L, 22L, 36L, 10L,
49L, 40L, 1L, 27L, 2L, 14L, 28L, 41L, 3L, 15L, 29L, 42L, 6L,
32L, 45L, 18L, 46L, 33L, 7L, 19L, 48L, 35L, 21L, 9L, 22L, 36L,
10L, 49L, 28L, 14L, 2L, 41L, 32L, 18L, 6L, 45L, 49L, 10L, 22L,
36L, 2L, 28L, 41L, 14L, 32L, 6L, 45L, 18L, 10L, 49L, 36L, 22L,
45L, 32L, 18L, 6L, 10L, 22L, 49L, 36L, 6L, 32L, 18L, 45L, 36L,
10L, 22L, 49L, 18L, 6L, 45L, 32L, 10L, 36L, 22L, 49L, 40L, 1L,
27L, 28L, 2L, 14L, 41L, 3L, 29L, 15L, 42L, 45L, 32L, 6L, 18L,
35L, 21L, 48L, 9L, 22L, 49L, 10L, 36L, 14L, 41L, 2L, 28L, 18L,
45L, 6L, 32L, 10L, 49L, 36L, 22L, 18L, 32L, 45L, 6L, 22L, 36L,
49L, 10L, 14L, 41L, 28L, 2L, 32L, 6L, 45L, 18L, 49L, 36L, 10L,
22L, 41L, 2L, 14L, 28L, 6L, 45L, 18L, 32L, 10L, 22L, 49L, 36L,
6L, 32L, 45L, 18L, 49L, 22L, 36L, 10L, 41L, 28L, 14L, 2L, 6L,
45L, 18L, 32L, 22L, 10L, 49L, 36L, 1L, 27L, 40L, 28L, 2L, 14L,
41L, 42L, 29L, 15L, 3L, 45L, 6L, 18L, 32L, 9L, 21L, 35L, 48L,
10L, 36L, 49L, 22L, 27L, 1L, 40L, 14L, 28L, 41L, 2L, 15L, 29L,
42L, 3L, 18L, 45L, 32L, 6L, 46L, 19L, 7L, 33L, 9L, 35L, 21L,
48L, 49L, 36L, 22L, 10L, 1L, 40L, 27L, 28L, 14L, 2L, 41L, 15L,
42L, 29L, 3L, 32L, 6L, 18L, 45L, 7L, 33L, 19L, 46L, 48L, 35L,
21L, 9L, 10L, 36L, 49L, 22L, 27L, 1L, 40L, 48L, 9L, 35L, 21L,
14L, 41L, 2L, 28L, 45L, 18L, 6L, 32L, 49L, 10L, 36L, 22L, 1L,
40L, 27L, 2L, 28L, 14L, 41L, 15L, 3L, 42L, 29L, 18L, 6L, 45L,
32L, 33L, 19L, 7L, 46L, 9L, 48L, 21L, 35L, 10L, 49L, 22L, 36L,
2L, 41L, 14L, 28L, 45L, 32L, 18L, 6L, 49L, 10L, 22L, 36L, 1L,
40L, 27L, 41L, 14L, 28L, 2L, 15L, 29L, 42L, 3L, 17L, 31L, 44L,
5L, 18L, 32L, 45L, 6L, 33L, 7L, 46L, 19L, 9L, 35L, 48L, 21L,
36L, 10L, 22L, 49L, 2L, 14L, 41L, 28L, 45L, 6L, 32L, 18L, 36L,
22L, 10L, 49L, 41L, 14L, 28L, 2L, 18L, 45L, 32L, 6L, 49L, 22L,
36L, 10L, 40L, 27L, 1L, 41L, 2L, 14L, 28L, 42L, 29L, 3L, 15L,
32L, 45L, 18L, 6L, 46L, 19L, 33L, 7L, 9L, 48L, 21L, 35L, 10L,
49L, 36L, 22L, 1L, 40L, 27L, 41L, 28L, 14L, 2L, 3L, 29L, 15L,
42L, 6L, 18L, 32L, 45L, 46L, 7L, 33L, 19L, 9L, 48L, 21L, 35L,
36L, 10L, 49L, 22L, 14L, 28L, 2L, 41L, 45L, 18L, 32L, 6L, 10L,
22L, 36L, 49L, 1L, 27L, 40L, 14L, 2L, 41L, 28L, 29L, 15L, 3L,
42L, 18L, 45L, 32L, 6L, 22L, 10L, 49L, 36L, 27L, 40L, 1L, 14L,
28L, 41L, 2L, 29L, 15L, 42L, 3L, 32L, 45L, 6L, 18L, 7L, 46L,
19L, 33L, 21L, 9L, 48L, 35L, 49L, 36L, 22L, 10L, 27L, 1L, 40L,
28L, 41L, 14L, 2L, 15L, 3L, 29L, 42L, 18L, 32L, 6L, 45L, 46L,
19L, 33L, 7L, 21L, 48L, 35L, 9L, 49L, 36L, 22L, 10L, 28L, 2L,
14L, 41L, 32L, 18L, 45L, 6L, 22L, 10L, 49L, 36L, 40L, 1L, 27L,
28L, 14L, 41L, 2L, 15L, 42L, 3L, 29L, 6L, 45L, 18L, 32L, 48L,
21L, 9L, 35L, 22L, 36L, 49L, 10L, 14L, 41L, 28L, 2L, 45L, 6L,
18L, 32L, 36L, 22L, 10L, 49L, 40L, 27L, 1L, 5L, 44L, 17L, 31L,
35L, 9L, 21L, 48L, 27L, 1L, 40L, 14L, 2L, 28L, 41L, 15L, 29L,
3L, 42L, 45L, 6L, 32L, 18L, 36L, 10L, 22L, 49L, 28L, 2L, 14L,
41L, 15L, 29L, 42L, 3L, 18L, 45L, 32L, 6L, 46L, 7L, 33L, 19L,
9L, 48L, 21L, 35L, 49L, 36L, 10L, 22L, 1L, 40L, 27L, 14L, 28L,
2L, 41L, 42L, 3L, 15L, 29L, 18L, 32L, 45L, 6L, 9L, 21L, 48L,
35L, 36L, 49L, 22L, 10L, 1L, 40L, 27L, 41L, 2L, 28L, 14L, 3L,
42L, 15L, 29L, 45L, 6L, 18L, 32L, 48L, 9L, 21L, 35L, 36L, 22L,
10L, 49L, 40L, 1L, 27L, 14L, 41L, 2L, 28L, 15L, 42L, 3L, 29L,
6L, 32L, 45L, 18L, 33L, 19L, 7L, 46L, 35L, 48L, 9L, 21L, 36L,
22L, 49L, 10L, 6L, 18L, 45L, 32L, 22L, 10L, 49L, 36L, 6L, 18L,
32L, 45L, 36L, 10L, 22L, 49L, 2L, 14L, 28L, 41L, 45L, 18L, 32L,
6L, 22L, 49L, 10L, 36L, 2L, 28L, 14L, 41L, 32L, 6L, 18L, 45L,
10L, 36L, 49L, 22L, 14L, 28L, 2L, 41L, 18L, 32L, 6L, 45L, 22L,
49L, 36L, 10L, 28L, 41L, 14L, 2L, 18L, 6L, 45L, 32L, 10L, 22L,
49L, 36L, 41L, 14L, 2L, 28L, 18L, 32L, 45L, 6L, 36L, 49L, 10L,
22L, 1L, 27L, 40L, 41L, 28L, 14L, 2L, 3L, 29L, 42L, 15L, 32L,
6L, 45L, 18L, 46L, 7L, 33L, 19L, 21L, 48L, 35L, 9L, 10L, 22L,
49L, 36L, 1L, 27L, 40L, 28L, 41L, 14L, 2L, 15L, 29L, 3L, 42L,
6L, 18L, 45L, 32L, 33L, 7L, 19L, 46L, 9L, 35L, 21L, 48L, 10L,
22L, 36L, 49L, 41L, 2L, 14L, 28L, 32L, 6L, 45L, 18L, 22L, 49L,
10L, 36L, 2L, 14L, 28L, 41L, 32L, 18L, 6L, 45L, 22L, 49L, 36L,
10L, 18L, 6L, 45L, 32L, 22L, 10L, 36L, 49L, 40L, 1L, 27L, 48L,
21L, 9L, 35L, 27L, 40L, 1L, 28L, 14L, 2L, 41L, 42L, 15L, 29L,
3L, 32L, 45L, 18L, 6L, 21L, 35L, 9L, 48L, 36L, 10L, 22L, 49L,
40L, 1L, 27L, 41L, 28L, 14L, 2L, 42L, 29L, 3L, 15L, 45L, 6L,
32L, 18L, 46L, 7L, 19L, 33L, 48L, 35L, 21L, 9L, 49L, 22L, 10L,
36L, 41L, 2L, 14L, 28L, 6L, 18L, 45L, 32L, 10L, 49L, 22L, 36L,
2L, 28L, 41L, 14L, 32L, 6L, 45L, 18L, 10L, 22L, 49L, 36L, 40L,
1L, 27L, 2L, 41L, 14L, 28L, 3L, 29L, 42L, 15L, 45L, 32L, 18L,
6L, 9L, 35L, 21L, 48L, 22L, 10L, 36L, 49L, 1L, 40L, 27L, 28L,
41L, 14L, 2L, 3L, 29L, 15L, 42L, 45L, 32L, 6L, 18L, 35L, 21L,
9L, 48L, 10L, 49L, 22L, 36L, 27L, 1L, 40L, 35L, 9L, 48L, 21L,
27L, 1L, 40L, 9L, 48L, 21L, 35L, 40L, 1L, 27L, 2L, 14L, 28L,
41L, 3L, 42L, 29L, 15L, 18L, 32L, 6L, 45L, 21L, 35L, 9L, 48L,
36L, 22L, 10L, 49L, 14L, 28L, 41L, 2L, 5L, 31L, 17L, 44L, 32L,
45L, 6L, 18L, 22L, 49L, 36L, 10L, 1L, 27L, 40L, 2L, 14L, 28L,
41L, 42L, 29L, 3L, 15L, 45L, 32L, 18L, 6L, 33L, 19L, 46L, 7L,
21L, 35L, 9L, 48L, 10L, 22L, 36L, 49L, 40L, 1L, 27L, 28L, 41L,
2L, 14L, 29L, 3L, 42L, 15L, 32L, 18L, 6L, 45L, 22L, 10L, 49L,
36L, 41L, 28L, 14L, 2L, 45L, 6L, 32L, 18L, 36L, 49L, 10L, 22L,
18L, 45L, 6L, 32L, 36L, 22L, 49L, 10L, 45L, 32L, 6L, 18L, 36L,
10L, 49L, 22L, 1L, 40L, 27L, 14L, 28L, 41L, 2L, 15L, 42L, 3L,
29L, 18L, 32L, 6L, 45L, 7L, 46L, 33L, 19L, 9L, 21L, 48L, 35L,
49L, 22L, 36L, 10L, 41L, 14L, 28L, 2L, 32L, 45L, 6L, 18L, 49L,
36L, 22L, 10L, 6L, 32L, 45L, 18L, 10L, 22L, 49L, 36L, 18L, 27L,
1L, 40L, 41L, 28L, 2L, 14L, 42L, 29L, 3L, 15L, 45L, 6L, 18L,
32L, 33L, 46L, 7L, 19L, 48L, 9L, 21L, 35L, 10L, 22L, 36L, 49L,
40L, 27L, 1L, 15L, 3L, 42L, 29L, 6L, 32L, 18L, 45L, 10L, 36L,
22L, 49L, 1L, 27L, 40L, 28L, 41L, 2L, 14L, 3L, 15L, 29L, 42L,
6L, 18L, 32L, 45L, 35L, 9L, 48L, 21L, 10L, 22L, 36L, 49L, 32L,
45L, 6L, 18L, 36L, 10L, 22L, 49L, 27L, 40L, 1L, 9L, 21L, 35L,
48L, 27L, 1L, 40L, 29L, 42L, 3L, 15L, 18L, 27L, 1L, 40L, 14L,
2L, 28L, 41L, 42L, 15L, 3L, 29L, 6L, 18L, 32L, 45L, 48L, 35L,
9L, 21L, 49L, 22L, 36L, 10L, 43L, 4L, 30L, 40L, 27L, 1L, 2L,
28L, 41L, 14L, 29L, 42L, 3L, 15L, 45L, 32L, 18L, 6L, 33L, 7L,
46L, 19L, 35L, 48L, 9L, 21L, 36L, 22L, 49L, 10L, 14L, 28L, 41L,
2L, 18L, 45L, 32L, 6L, 49L, 22L, 10L, 36L, 40L, 27L, 1L, 41L,
2L, 14L, 28L, 29L, 15L, 42L, 3L, 6L, 45L, 32L, 18L, 48L, 9L,
21L, 35L, 36L, 49L, 22L, 10L, 27L, 40L, 1L, 14L, 28L, 41L, 2L,
29L, 15L, 3L, 42L, 32L, 6L, 45L, 18L, 21L, 9L, 48L, 35L, 10L,
36L, 49L, 22L, 1L, 27L, 40L, 28L, 14L, 2L, 41L, 42L, 3L, 29L,
15L, 45L, 18L, 32L, 6L, 33L, 7L, 46L, 19L, 35L, 9L, 48L, 21L,
36L, 10L, 22L, 49L, 40L, 1L, 27L, 14L, 41L, 28L, 2L, 15L, 29L,
3L, 42L, 32L, 45L, 18L, 6L, 9L, 48L, 35L, 21L, 10L, 36L, 49L,
22L, 40L, 1L, 27L, 28L, 2L, 14L, 41L, 42L, 15L, 3L, 29L, 45L,
6L, 18L, 32L, 33L, 19L, 46L, 7L, 35L, 21L, 9L, 48L, 49L, 22L,
36L, 10L, 40L, 27L, 1L, 28L, 41L, 2L, 14L, 29L, 42L, 3L, 15L,
6L, 45L, 32L, 18L, 33L, 19L, 7L, 46L, 48L, 9L, 21L, 35L, 36L,
49L, 10L, 22L, 14L, 41L, 28L, 2L, 45L, 18L, 32L, 6L, 10L, 22L,
36L, 49L, 32L, 45L, 6L, 18L, 10L, 49L, 36L, 22L, 28L, 2L, 14L,
41L, 6L, 32L, 45L, 18L, 10L, 36L, 22L, 49L, 27L, 1L, 40L, 41L,
2L, 28L, 14L, 15L, 42L, 3L, 29L, 32L, 6L, 45L, 18L, 19L, 7L,
33L, 46L, 35L, 21L, 9L, 48L, 36L, 49L, 22L, 10L, 28L, 14L, 2L,
41L, 32L, 6L, 18L, 45L, 36L, 49L, 10L, 22L), .Label = c("Apr 06 - Jun 06",
"Apr 07 - Jun 07", "Apr 08 - Jun 08", "Apr 09 - Jun 09", "Apr 10 - Jun 10",
"Apr 11 - Jun 11", "Apr 12 - Jun 12", "Apr 13 - Jun 13", "Apr 14 - Jun 14",
"Apr 15 - Jun 15", "Apr 16 - Jun 16", "Apr 17 - Jun 17", "Apr 18 - Jun 18",
"Jan 07 - Mar 07", "Jan 08 - Mar 08", "Jan 09 - Mar 09", "Jan 10 - Mar 10",
"Jan 11 - Mar 11", "Jan 12 - Mar 12", "Jan 13 - Mar 13", "Jan 14 - Mar 14",
"Jan 15 - Mar 15", "Jan 16 - Mar 16", "Jan 17 - Mar 17", "Jan 18 - Mar 18",
"Jan 19 - Mar 19", "Jul 06 - Sep 06", "Jul 07 - Sep 07", "Jul 08 - Sep 08",
"Jul 09 - Sep 09", "Jul 10 - Sep 10", "Jul 11 - Sep 11", "Jul 12 - Sep 12",
"Jul 13 - Sep 13", "Jul 14 - Sep 14", "Jul 15 - Sep 15", "Jul 16 - Sep 16",
"Jul 17 - Sep 17", "Jul 18 - Sep 18", "Oct 06 - Dec 06", "Oct 07 - Dec 07",
"Oct 08 - Dec 08", "Oct 09 - Dec 09", "Oct 10 - Dec 10", "Oct 11 - Dec 11",
"Oct 12 - Dec 12", "Oct 13 - Dec 13", "Oct 14 - Dec 14", "Oct 15 - Dec 15",
"Oct 16 - Dec 16", "Oct 17 - Dec 17", "Oct 18 - Dec 18"), class = "factor")
Is there a way of turning this into a data object using lubridate? I tried different things like this:
a <- as.numeric(df$Period)
library(lubridate)
a <- quarter(a, with_year = TRUE)
And many similar iterations of this, but I cannot really get it tight.
Thanks!
Assuming the input is as shown below we can split it into from and to.
Then convert to yearmon class which represents year/month as year + fraction where fraction = 0 for Jan, 1/12 for Feb, ..., 11/12 for Dec (so for example adding 1/12 to such an object increments it by one month) and displays as shown.
We also convert to yearqtr class which represents quarters as year + fraction where the fraction is 0, 1/4, 1/2 and 3/4 for successive quarters so, for example, adding 1/4 to such an object increments it by one quarter.
These objects display as shown below.
Note that the question states that Period is character but the dput output shows it has factor class, not character.
library(dplyr)
library(tidyr)
library(zoo)
df <- data.frame(Period = c("Jul 06 - Sep 06", "Oct 06 - Dec 06",
"Apr 06 - Jun 06", "Apr 08 - Jun 08"))
df %>%
separate(Period, c("from", "to"), sep = " - ") %>%
mutate(from = as.yearmon(from, "%b %y"),
to = as.yearmon(to, "%b %y"),
year_qtr = as.yearqtr(to),
year = as.integer(to),
qtr = cycle(year_qtr),
from_date = as.Date(from),
to_date = as.Date(to, frac = 1))
giving:
from to year_qtr year qtr from_date to_date
1 Jul 2006 Sep 2006 2006 Q3 2006 3 2006-07-01 2006-09-30
2 Oct 2006 Dec 2006 2006 Q4 2006 4 2006-10-01 2006-12-31
3 Apr 2006 Jun 2006 2006 Q2 2006 2 2006-04-01 2006-06-30
4 Apr 2008 Jun 2008 2008 Q2 2008 2 2008-04-01 2008-06-30
I have a dataframe (databycitydiff2) column as follows:
x
10N
20N
35S
25S
What I want to do is check if the letter at the end is N or S. If it is S, I want to remove the S and multiply the number by -1. If it is N, then I just want to remove the N.
I tried the following but it adds "-" to all values:
databycitydiff2$x<-gsub( "N", "", databycitydiff2$x)
databycitydiff2$x<-sub("^","-", gsub( "S", "", databycitydiff2$x))
What I get is:
x
-10
-20
-35
-25
What I want is:
x
10
20
-35
-25
Any suggestions? thank you!
Dput of the dataframe column (before i changed it to as.character):
structure(c(57L, 47L, 62L, 45L, 45L, 57L, 62L, 55L, 29L, 55L,
60L, 54L, 70L, 70L, 62L, 13L, 55L, 37L, 33L, 29L, 70L, 23L, 72L,
11L, 72L, 55L, 19L, 51L, 62L, 29L, 37L, 72L, 36L, 7L, 17L, 71L,
9L, 41L, 29L, 21L, 55L, 37L, 25L, 19L, 21L, 13L, 29L, 31L, 49L,
21L, 31L, 25L, 35L, 37L, 41L, 17L, 45L, 39L, 45L, 49L, 70L, 17L,
6L, 7L, 37L, 72L, 41L, 26L, 35L, 38L, 45L, 45L, 45L, 37L, 41L,
37L, 37L, 27L, 23L, 45L, 47L, 37L, 58L, 61L, 55L, 53L, 27L, 41L,
35L, 55L, 35L, 29L, 13L, 2L, 7L, 44L, 5L, 22L, 58L, 54L, 37L,
19L, 31L, 27L, 58L, 12L, 72L, 33L, 21L, 2L, 9L, 21L, 65L, 49L,
51L, 45L, 58L, 9L, 53L, 22L, 45L, 35L, 33L, 41L, 47L, 31L, 37L,
45L, 25L, 37L, 39L, 14L, 39L, 9L, 22L, 18L, 57L, 55L, 37L, 49L,
58L, 25L, 7L, 22L, 57L, 23L, 20L, 4L, 51L, 71L, 35L, 4L, 20L,
20L, 22L, 24L, 39L, 12L, 14L, 71L, 67L, 41L, 51L, 43L, 58L, 44L,
41L, 37L, 61L, 49L, 37L, 21L, 33L, 39L, 31L, 37L, 31L, 9L, 57L,
71L, 51L, 24L, 21L, 25L, 39L, 22L, 35L, 37L, 53L, 38L, 53L, 17L,
45L, 29L, 7L, 70L, 55L, 8L, 55L, 25L, 5L, 70L, 71L, 37L, 72L,
51L, 3L, 9L, 41L, 45L, 47L, 13L, 55L, 25L, 33L, 37L, 11L, 11L,
27L, 21L, 29L, 29L, 42L, 5L, 27L, 53L, 51L, 21L, 37L, 37L, 45L,
58L, 61L, 19L, 2L, 9L, 25L, 21L, 53L, 41L, 23L, 5L, 5L, 55L,
23L, 55L, 39L, 15L, 15L, 44L, 71L, 37L, 5L, 21L, 7L, 43L, 49L,
71L, 44L, 21L, 21L, 23L, 73L, 41L, 35L, 53L, 21L, 21L, 21L, 20L,
3L, 21L, 27L, 45L, 72L, 19L, 21L, 29L, 60L, 3L, 20L, 70L, 3L,
6L, 18L, 49L, 13L, 22L, 3L, 53L, 58L, 21L, 25L, 31L, 15L, 31L,
7L, 53L, 39L, 29L, 44L, 3L, 20L, 17L, 35L, 29L, 25L, 23L, 53L,
29L, 19L, 45L, 18L, 35L, 56L, 2L, 43L, 61L, 22L, 9L, 57L, 49L,
9L, 53L, 55L, 18L, 33L, 33L, 33L, 44L, 6L, 29L, 29L, 26L, 45L,
33L, 3L, 63L, 51L, 64L, 57L, 39L, 58L, 53L, 43L, 53L, 26L, 18L,
25L, 7L, 21L, 23L, 23L, 27L, 19L, 21L, 19L, 19L, 23L, 11L, 25L,
17L, 27L, 21L, 17L, 21L, 19L, 3L, 60L, 13L, 72L, 13L, 58L, 57L,
23L, 11L, 27L, 54L, 19L, 47L, 7L, 43L, 15L, 39L, 25L, 25L, 20L,
33L, 33L, 5L, 34L, 5L, 1L, 58L, 60L, 60L, 57L, 10L, 73L, 30L,
26L, 15L, 3L, 58L, 71L, 43L, 70L, 39L, 21L, 26L, 49L, 60L, 56L,
13L, 57L, 1L, 49L, 35L, 37L, 47L, 19L, 53L, 30L, 58L, 22L, 70L,
54L, 57L, 33L, 60L, 45L, 22L, 13L, 51L, 26L, 10L, 51L, 53L, 61L,
44L, 71L, 58L, 60L, 60L, 51L, 54L, 45L, 57L, 7L, 28L, 58L, 24L,
54L, 25L, 57L, 58L, 57L, 60L, 70L, 49L, 53L, 27L, 43L, 47L, 43L,
43L, 29L, 44L, 37L, 16L, 55L, 27L, 9L, 18L, 5L, 25L, 35L, 29L,
47L, 47L, 19L, 41L, 29L, 1L, 55L, 72L, 51L, 60L, 57L, 72L, 13L,
9L, 3L, 22L, 3L, 30L, 18L, 37L, 54L, 72L, 41L, 3L, 9L, 12L, 29L,
71L, 55L, 72L, 22L, 7L, 21L, 57L, 43L, 19L, 5L, 6L, 19L, 71L,
47L, 17L, 71L, 22L, 18L, 20L, 3L, 38L, 19L, 39L, 30L, 3L, 70L,
17L, 55L, 25L, 34L, 24L, 3L, 3L, 22L, 58L, 18L, 13L, 13L, 13L,
33L, 3L, 43L, 73L, 37L, 33L, 24L, 2L, 28L, 20L, 39L, 3L, 44L,
9L, 56L, 30L, 3L, 47L, 17L, 33L, 17L, 21L, 21L, 27L, 31L, 33L,
21L, 17L, 49L, 27L, 49L, 31L, 31L, 45L, 21L, 26L, 3L, 57L, 33L,
35L, 21L, 35L, 72L, 61L, 58L, 58L, 61L, 57L, 45L, 31L, 21L, 25L,
63L, 54L, 49L, 58L, 54L, 37L, 13L, 25L, 23L, 19L, 13L, 47L, 71L,
47L, 37L, 27L, 7L, 38L, 13L, 17L, 73L, 14L, 5L, 8L, 6L, 31L,
29L, 53L, 58L, 7L, 23L, 14L, 31L, 37L, 9L, 7L, 29L, 57L, 6L,
50L, 33L, 19L, 23L, 23L, 27L, 33L, 71L, 71L, 71L, 71L, 56L, 56L,
71L, 19L, 19L, 71L, 56L, 56L, 56L, 56L, 71L, 71L, 41L, 71L, 71L,
56L, 71L, 71L, 56L, 56L, 72L, 72L, 19L, 37L, 27L, 51L, 45L, 53L,
17L, 13L, 12L, 45L, 18L, 58L, 17L, 57L, 70L, 41L, 35L, 41L, 52L,
72L, 38L, 39L, 32L, 18L, 49L, 37L, 18L, 61L, 28L, 30L, 25L, 32L,
58L, 5L, 33L, 18L, 27L, 28L, 33L, 70L, 22L, 70L, 58L, 58L, 57L,
49L, 57L, 28L, 17L, 13L, 22L, 9L, 16L, 13L, 10L, 23L, 3L, 36L,
24L, 56L, 8L, 57L, 5L, 9L, 57L, 29L, 57L, 55L, 25L, 11L, 37L,
35L, 9L, 25L, 41L, 21L, 33L, 70L, 33L, 5L, 21L, 41L, 21L, 71L,
25L, 25L, 57L, 33L, 7L, 45L, 45L, 61L, 70L, 7L, 41L, 31L, 41L,
72L, 53L, 29L, 23L, 49L, 31L, 27L, 27L, 13L, 39L, 73L, 33L, 41L,
25L, 71L, 29L, 31L, 47L, 60L, 45L, 3L, 47L, 21L, 31L, 33L, 39L,
21L, 21L, 25L, 9L, 25L, 17L, 22L, 27L, 51L, 70L, 53L, 25L, 60L,
23L, 3L, 41L, 9L, 3L, 18L, 55L, 3L, 33L, 56L, 23L, 21L, 17L,
45L, 33L, 39L, 58L, 58L, 39L, 55L, 43L, 20L, 35L, 57L, 49L, 23L,
60L, 58L, 57L, 21L, 33L, 72L, 15L, 62L, 52L, 47L, 22L, 23L, 30L,
19L, 21L, 37L, 45L, 41L, 62L, 34L, 35L, 57L, 47L, 37L, 17L, 43L,
70L, 61L, 47L, 45L, 60L, 58L, 72L, 70L, 58L, 29L, 3L, 31L, 35L,
31L, 9L, 72L, 45L, 60L, 1L, 61L, 51L, 45L, 11L, 22L, 58L, 19L,
57L, 58L, 31L, 70L, 55L, 57L, 54L, 5L, 41L, 41L, 33L, 9L, 45L,
33L, 41L, 37L, 18L, 64L, 57L, 27L, 25L, 49L, 39L, 57L, 29L, 54L,
39L, 31L, 25L, 27L, 21L, 27L, 25L, 35L, 6L, 45L, 21L, 24L, 49L,
22L, 35L, 20L, 25L, 31L, 47L, 49L, 15L, 28L, 70L, 51L, 45L, 35L,
49L, 26L, 45L, 25L, 45L, 33L, 44L, 21L, 24L, 18L, 22L, 22L, 57L,
72L, 53L, 39L, 21L, 37L, 37L, 45L, 35L, 35L, 37L, 35L, 37L, 37L,
35L, 29L, 33L, 37L, 5L, 45L, 47L, 33L, 51L, 25L, 63L, 58L, 23L,
24L, 9L, 55L, 29L, 51L, 71L, 21L, 21L, 29L, 25L, 9L, 25L, 37L,
19L, 73L, 33L, 33L, 33L, 72L, 71L, 25L, 7L, 23L, 39L, 21L, 33L,
70L, 70L, 60L, 60L, 45L, 40L, 21L, 58L, 43L, 25L, 51L, 49L, 57L,
36L, 70L, 57L, 45L, 27L, 23L, 49L, 33L, 57L, 70L, 43L, 45L, 29L,
61L, 63L, 35L, 57L, 58L, 21L, 12L, 31L, 28L, 16L, 3L, 58L, 39L,
25L, 19L, 5L, 49L, 25L, 37L, 1L, 58L, 14L, 39L, 33L, 47L, 30L,
53L, 49L, 37L, 51L, 71L, 60L, 30L, 3L, 17L, 25L, 72L, 31L, 33L,
21L, 17L, 18L, 24L, 22L, 3L, 22L, 22L, 9L, 9L, 3L, 16L, 27L,
5L, 11L, 49L, 23L, 25L, 33L, 33L, 11L, 15L, 23L, 9L, 11L, 27L,
5L, 25L, 25L, 18L, 53L, 45L, 19L, 17L, 58L, 58L, 35L, 21L, 45L,
37L, 37L, 5L, 31L, 58L, 9L, 19L, 41L, 45L, 33L, 23L, 54L, 53L,
21L, 23L, 45L, 19L, 29L, 49L, 21L, 57L, 35L, 35L, 60L, 47L, 47L,
58L, 37L, 35L, 37L, 41L, 29L, 19L, 58L, 29L, 33L, 21L, 27L, 14L,
51L, 25L, 72L, 29L, 45L, 7L, 70L, 27L, 39L, 21L, 37L, 31L, 53L,
54L, 57L, 54L, 64L, 37L, 51L, 39L, 25L, 11L, 35L, 29L, 58L, 35L,
25L, 13L, 41L, 35L, 58L, 35L, 7L, 37L, 35L, 37L, 45L, 35L, 29L,
37L, 3L, 48L, 35L, 45L, 17L, 25L, 19L, 51L, 29L, 54L, 22L, 21L,
31L, 9L, 5L, 37L, 29L, 60L, 23L, 23L, 23L, 4L, 47L, 35L, 27L,
33L, 33L, 8L, 6L, 41L, 21L, 27L, 29L, 9L, 60L, 11L, 39L, 21L,
17L, 21L, 51L, 53L, 21L, 33L, 35L, 31L, 23L, 53L, 70L, 43L, 35L,
1L, 7L, 18L, 8L, 11L, 35L, 37L, 35L, 37L, 70L, 72L, 13L, 37L,
70L, 70L, 70L, 70L, 70L, 70L, 35L, 70L, 55L, 70L, 33L, 70L, 44L,
72L, 10L, 72L, 70L, 3L, 72L, 35L, 56L, 23L, 35L, 22L, 41L, 41L,
21L, 56L, 41L, 35L, 54L, 23L, 70L, 53L, 18L, 43L, 58L, 18L, 44L,
35L, 25L, 17L, 33L, 37L, 71L, 58L, 37L, 33L, 33L, 70L, 37L, 37L,
70L, 41L, 15L, 37L, 33L, 31L, 39L, 45L, 22L, 10L, 55L, 22L, 26L,
35L, 22L, 22L, 22L, 22L, 21L, 22L, 62L, 39L, 35L, 37L, 70L, 17L,
62L, 39L, 45L, 35L, 39L, 20L, 21L, 73L, 22L, 33L, 29L, 27L, 72L,
29L, 27L, 25L, 56L, 35L, 31L, 72L, 17L, 25L, 23L, 1L, 2L, 33L,
19L, 21L, 21L, 22L, 26L, 33L, 31L, 25L, 73L, 8L, 37L, 45L, 31L,
19L, 31L, 23L, 33L, 27L, 4L, 53L, 25L, 21L, 31L, 31L, 49L, 27L,
37L, 35L, 31L, 41L, 21L, 5L, 19L, 21L, 33L, 49L, 72L, 70L, 37L,
39L, 23L, 29L, 29L, 29L, 45L, 45L, 45L, 27L, 27L, 49L, 29L, 45L,
49L, 13L, 51L, 71L, 25L, 39L, 26L, 1L, 26L, 45L, 55L, 71L, 3L,
73L, 31L, 71L, 43L, 20L, 24L, 10L, 19L, 22L, 41L, 3L, 35L, 8L,
14L, 3L, 39L, 35L, 25L, 29L, 21L, 37L, 11L, 35L, 56L, 61L, 58L,
39L, 70L, 21L, 60L, 17L, 37L, 35L, 31L, 21L, 61L, 31L, 1L, 57L,
56L, 7L, 21L, 3L, 70L, 3L, 5L, 25L, 41L, 61L, 21L, 7L, 11L, 23L,
37L, 39L, 51L, 71L, 56L, 13L, 35L, 54L, 29L, 35L, 41L, 35L, 29L,
37L, 9L, 57L, 33L, 35L, 37L, 31L, 27L, 23L, 57L, 7L, 73L, 61L,
37L, 37L, 35L, 37L, 41L, 61L, 71L, 53L, 71L, 71L, 23L, 54L, 71L,
61L, 44L, 35L, 51L, 29L, 35L, 54L, 27L, 11L, 19L, 29L, 31L, 27L,
19L, 21L, 9L, 53L, 61L, 7L, 33L, 11L, 33L, 29L, 39L, 45L, 21L,
27L, 33L, 27L, 60L, 57L, 57L, 16L, 44L, 56L, 31L, 28L, 3L, 16L,
13L, 60L, 44L, 37L, 63L, 54L, 37L, 1L, 15L, 35L, 72L, 35L, 49L,
2L, 2L, 35L, 49L, 49L, 6L, 61L, 15L, 71L, 26L, 15L, 37L, 35L,
57L, 3L, 37L, 37L, 33L, 72L, 37L, 7L, 11L, 72L, 61L, 64L, 35L,
37L, 57L, 37L, 39L, 19L, 72L, 39L, 45L, 55L, 37L, 54L, 62L, 60L,
29L, 23L, 55L, 55L, 70L, 5L, 62L, 70L, 49L, 51L, 61L, 57L, 54L,
56L, 21L, 28L, 26L, 53L, 15L, 55L, 43L, 1L, 33L, 6L, 55L, 21L,
37L, 47L, 70L, 43L, 3L, 23L, 4L, 35L, 35L, 61L, 58L, 33L, 35L,
7L, 35L, 49L, 14L, 58L, 9L, 23L, 36L, 30L, 13L, 30L, 13L, 41L,
60L, 17L, 29L, 72L, 72L, 28L, 55L, 55L, 31L, 37L, 37L, 41L, 27L,
25L, 27L, 24L, 13L, 35L, 41L, 47L, 37L, 13L, 33L, 3L, 27L, 27L,
27L, 19L, 37L, 29L, 21L, 45L, 13L, 51L, 71L, 54L, 53L, 5L, 60L,
45L, 7L, 49L, 57L, 58L, 58L, 57L, 25L, 71L, 35L, 27L, 60L, 29L,
71L, 57L, 39L, 57L, 19L, 23L, 37L, 45L, 1L, 21L, 8L, 4L, 57L,
8L, 6L, 20L, 51L, 27L, 45L, 37L, 27L, 18L, 37L, 37L, 41L, 37L,
54L, 7L, 58L, 15L, 41L, 35L, 21L, 23L, 60L, 14L, 51L, 45L, 2L,
6L, 47L, 44L, 47L, 22L, 33L, 3L, 51L, 53L, 47L, 23L, 27L, 35L,
25L, 17L, 3L, 27L, 9L, 39L, 55L, 47L, 46L, 31L, 39L, 73L, 8L,
10L, 33L, 57L, 6L, 7L, 23L, 31L, 54L, 73L, 33L, 35L, 27L, 24L,
10L, 58L, 25L, 29L, 12L, 57L, 51L, 61L, 37L, 37L, 19L, 57L, 57L,
58L, 45L, 31L, 57L, 23L, 9L, 20L, 1L, 4L, 44L, 31L, 37L, 9L,
7L, 21L, 47L, 71L, 7L, 45L, 3L, 22L, 72L, 58L, 71L, 60L, 37L,
10L, 11L, 21L, 5L, 5L, 57L, 5L, 71L, 56L, 9L, 47L, 53L, 70L,
43L, 72L, 3L, 71L, 39L, 17L, 29L, 61L, 9L, 70L, 1L, 5L, 25L,
16L, 37L, 47L, 19L, 3L, 33L, 23L, 5L, 7L, 9L, 41L, 55L, 54L,
2L, 13L, 26L, 19L, 26L, 40L, 56L, 3L, 44L, 3L, 7L, 39L, 20L,
41L, 70L, 37L, 35L, 3L, 22L, 37L, 3L, 31L, 47L, 44L, 29L, 5L,
30L, 37L, 31L, 56L, 25L, 21L, 45L, 73L, 27L, 26L, 35L, 37L, 37L,
35L, 3L, 25L, 22L, 11L, 22L, 49L, 19L, 21L, 58L, 1L, 73L, 55L,
7L, 56L, 19L, 43L, 55L, 17L, 19L, 7L, 15L, 40L, 35L, 34L, 41L,
34L, 5L, 37L, 33L, 33L, 39L, 29L, 13L, 56L, 54L, 33L, 17L, 9L,
60L, 25L, 37L, 31L, 61L, 26L, 60L, 26L, 16L, 51L, 47L, 13L, 35L,
37L, 72L, 51L, 60L, 25L, 43L, 23L, 23L, 37L, 35L, 53L, 33L, 37L,
9L, 31L, 31L, 70L, 49L, 39L, 57L, 31L, 15L, 22L, 71L, 3L, 44L,
25L, 70L, 9L, 72L, 25L, 12L, 36L, 33L, 49L, 51L, 19L, 51L, 9L,
27L, 70L, 17L, 25L, 35L, 35L, 9L, 71L, 21L, 61L, 44L, 56L, 47L,
25L, 72L, 3L, 49L, 6L, 53L, 29L, 23L, 53L, 39L, 31L, 68L, 61L,
21L, 37L, 2L, 14L, 29L, 29L, 25L, 16L, 71L, 3L, 19L, 61L, 49L,
10L, 21L, 35L, 7L, 39L, 37L, 21L, 72L, 35L, 19L, 21L, 2L, 11L,
47L, 7L, 9L, 72L, 2L, 47L, 11L, 17L, 45L, 10L, 57L, 53L, 27L,
31L, 54L, 13L, 19L, 9L, 27L, 31L, 21L, 45L, 53L, 31L, 21L, 33L,
45L, 45L, 37L, 21L, 37L, 21L, 37L, 23L, 56L, 17L, 21L, 41L, 17L,
23L, 25L, 39L, 49L, 72L, 8L, 61L, 65L, 70L, 54L, 29L, 15L, 24L,
33L, 42L, 57L, 49L, 27L, 45L, 29L, 45L, 45L, 28L, 61L, 58L, 39L,
35L, 37L, 5L, 17L, 70L, 7L, 5L, 7L, 49L, 17L, 26L, 39L, 35L,
37L, 58L, 22L, 29L, 47L, 35L, 35L, 22L, 13L, 61L, 64L, 62L, 62L,
55L, 55L, 55L, 33L, 37L, 31L, 61L, 7L, 37L, 69L, 35L, 37L, 38L,
58L, 35L, 58L, 4L, 60L, 13L, 20L, 22L, 51L, 51L, 30L, 61L, 53L,
60L, 60L, 49L, 61L, 57L, 70L, 7L, 27L, 47L, 35L, 54L, 53L, 70L,
39L, 11L, 57L, 47L, 61L, 55L, 27L, 55L, 33L, 3L, 37L, 61L, 51L,
61L, 72L, 57L, 35L, 72L, 31L, 35L, 37L, 43L, 60L, 41L, 58L, 60L,
71L, 54L, 9L, 60L, 45L, 37L, 61L, 33L, 70L, 9L, 55L, 35L, 43L,
57L, 58L, 53L, 25L, 33L, 45L, 61L, 13L, 26L, 53L, 27L, 55L, 60L,
57L, 39L, 14L, 22L, 49L, 70L, 64L, 39L, 58L, 46L, 57L, 37L, 47L,
51L, 70L, 5L, 67L, 41L, 47L, 55L, 70L, 58L, 35L, 37L, 70L, 39L,
12L, 73L, 51L, 13L, 36L, 21L, 71L, 17L, 71L, 2L, 58L, 51L, 70L,
7L, 19L, 29L, 3L, 23L, 16L, 39L, 28L, 25L, 7L, 41L, 17L, 4L,
35L, 43L, 3L, 2L, 27L, 56L, 47L, 56L, 72L, 23L, 61L, 71L, 21L,
29L, 13L, 25L, 37L, 72L, 55L, 32L, 24L, 17L, 54L, 49L, 16L, 56L,
41L, 56L, 35L, 56L, 71L, 1L, 28L, 1L, 71L, 21L, 23L, 45L, 33L,
11L, 71L, 29L, 23L, 14L, 71L, 58L, 54L, 2L, 71L, 41L, 32L, 71L,
8L, 25L, 60L, 45L, 43L, 55L, 39L, 63L, 47L, 32L, 47L, 62L, 47L,
35L, 15L, 9L, 3L, 58L, 22L, 73L, 61L, 60L, 65L, 54L, 31L, 22L,
3L, 41L, 11L, 5L, 33L, 7L, 53L, 27L, 30L, 22L, 27L, 13L, 19L,
22L, 3L, 23L, 35L, 37L, 21L, 21L, 27L, 58L, 22L, 49L, 45L, 56L,
7L, 33L, 49L, 58L, 51L, 47L, 71L, 57L, 57L, 22L, 20L, 47L, 61L,
27L, 54L, 35L, 13L, 5L, 3L, 24L, 2L, 57L, 19L, 13L, 5L, 36L,
2L, 43L, 18L, 73L, 31L, 25L, 51L, 13L, 45L, 30L, 2L, 57L, 28L,
26L, 22L, 18L, 58L, 20L, 58L, 44L, 57L, 22L, 49L, 20L, 60L, 24L,
56L, 47L, 47L, 71L, 9L, 60L, 47L, 41L, 62L, 73L, 3L, 13L, 39L,
3L, 46L, 17L, 3L, 17L, 41L, 13L, 10L, 59L, 5L, 29L, 17L, 25L,
21L, 71L, 71L, 71L, 71L, 37L, 49L, 13L, 35L, 29L, 31L, 37L, 37L,
25L, 51L, 29L, 37L, 21L, 41L, 19L, 53L, 51L, 35L, 60L, 23L, 39L,
53L, 32L, 22L, 14L, 41L, 17L, 29L, 9L, 2L, 7L, 34L, 2L, 23L,
37L, 7L, 35L, 3L, 57L, 25L, 29L, 11L, 23L, 19L, 19L, 11L, 72L,
19L, 21L, 23L, 37L, 33L, 51L, 27L, 71L, 36L, 21L, 35L, 26L, 53L,
56L, 11L, 25L, 21L, 15L, 39L, 54L, 21L, 19L, 49L, 33L, 43L, 5L,
57L, 73L, 58L, 39L, 57L, 54L, 57L, 56L, 53L, 41L, 20L, 28L, 54L,
23L, 27L, 67L, 25L, 35L, 18L, 22L, 20L, 28L, 33L, 39L, 62L, 51L,
49L, 4L, 20L, 34L, 22L, 32L, 16L, 21L, 35L, 57L, 23L, 37L, 7L,
47L, 47L, 27L, 47L, 12L, 29L, 34L, 41L, 60L, 53L, 60L, 58L, 54L,
5L, 58L, 57L, 27L, 2L, 49L, 26L, 60L, 63L, 57L, 57L, 22L, 22L,
20L, 22L, 22L, 28L, 18L, 22L, 24L, 30L, 16L, 22L, 22L, 54L, 45L,
18L, 25L, 33L, 37L, 39L, 27L, 35L, 33L, 37L, 21L, 29L, 25L, 31L,
51L, 20L, 60L, 41L, 51L, 27L, 37L, 35L, 41L, 37L, 11L, 17L, 71L,
60L, 49L, 45L, 58L, 37L, 45L, 24L, 23L, 32L, 8L, 53L, 58L, 60L,
2L, 41L, 19L, 27L, 45L, 7L, 29L, 35L, 34L, 46L, 13L, 33L, 9L,
39L, 17L, 3L, 39L, 13L, 17L, 9L, 24L, 34L, 19L, 33L, 34L, 9L,
72L, 25L, 34L, 55L, 7L, 17L, 7L, 13L, 9L, 36L, 7L, 35L, 19L,
23L, 19L, 35L, 55L, 23L, 35L, 25L, 33L, 25L, 39L, 35L, 7L, 27L,
30L, 32L, 18L, 30L, 3L, 71L, 39L, 3L, 49L, 16L, 17L, 17L, 28L,
22L, 13L, 22L, 55L, 30L, 37L, 49L, 60L, 62L, 58L, 31L, 72L, 37L,
23L, 33L, 58L, 45L, 11L, 21L, 23L, 53L, 31L, 35L, 25L, 56L, 37L,
33L, 53L, 55L, 1L, 5L, 71L, 57L, 37L, 19L, 39L, 56L, 56L, 7L,
15L, 62L, 61L, 18L, 41L, 18L, 37L, 67L, 62L, 39L, 70L, 15L, 37L,
27L, 33L, 31L, 37L, 53L, 72L, 31L, 35L, 27L, 21L, 23L, 27L, 29L,
25L, 21L, 23L, 29L, 60L, 31L, 45L, 21L, 51L, 23L, 49L, 27L, 25L,
23L, 21L, 31L, 7L, 35L, 44L, 29L, 29L, 33L, 41L, 13L, 33L, 21L,
51L, 53L, 23L, 41L, 47L, 7L, 33L, 61L, 51L, 15L, 71L, 57L, 39L,
27L, 3L, 23L, 35L, 72L, 1L, 73L, 1L, 7L, 49L, 23L, 29L, 29L,
27L, 41L, 39L, 25L, 47L, 58L, 61L, 43L, 44L, 72L, 49L, 47L, 55L,
25L, 37L, 72L, 7L, 3L, 64L, 57L, 36L, 4L, 27L, 71L, 22L, 2L,
57L, 55L, 45L, 57L, 58L, 26L, 7L, 13L, 49L, 53L, 37L, 47L, 26L,
13L, 35L, 45L, 47L, 57L, 63L, 49L, 47L, 60L, 63L, 60L, 39L, 58L,
54L, 54L, 71L, 53L, 14L, 51L, 29L, 53L, 29L, 35L, 45L, 71L, 71L,
27L, 72L, 56L, 25L, 22L, 71L, 57L, 61L, 55L, 43L, 39L, 37L, 33L,
71L, 71L, 19L, 72L, 21L, 65L, 11L, 31L, 37L, 58L, 22L, 35L, 35L,
58L, 58L, 36L, 65L, 47L, 60L, 53L, 60L, 51L, 37L, 41L, 22L, 56L,
39L, 27L, 37L, 5L, 14L, 53L, 11L, 53L, 70L, 37L, 19L, 23L, 21L,
23L, 43L, 21L, 39L, 33L, 37L, 37L, 35L, 37L, 35L, 55L, 44L, 38L,
38L, 23L, 3L, 31L, 29L, 63L, 37L, 72L, 71L, 7L, 58L, 56L, 27L,
65L, 19L, 40L, 25L, 56L, 56L, 56L, 41L, 37L, 39L, 43L, 23L, 31L,
9L, 51L, 23L, 9L, 45L, 47L, 51L, 33L, 20L, 9L, 57L, 45L, 39L,
63L, 35L, 45L, 71L, 22L, 17L, 40L, 43L, 9L, 45L, 14L, 43L, 71L,
7L, 13L, 45L, 31L, 56L, 55L, 26L, 57L, 33L, 42L, 11L, 35L, 19L,
20L, 56L, 39L, 1L, 47L, 45L, 55L, 12L, 17L, 19L, 13L, 29L, 17L,
3L, 7L, 11L, 58L, 45L, 9L, 72L, 41L, 35L, 3L, 41L, 31L, 53L,
47L, 53L, 33L, 58L, 51L, 56L, 45L, 3L, 72L, 7L, 3L, 5L, 7L, 21L,
17L, 17L, 14L, 37L, 45L, 37L, 35L, 37L, 45L, 22L, 13L, 60L, 47L,
41L, 62L, 17L, 35L, 35L, 49L, 31L, 41L, 25L, 41L, 49L, 35L, 23L,
45L, 58L, 35L, 21L, 47L, 49L, 13L, 53L, 14L, 35L, 35L, 35L, 35L,
45L, 48L, 51L, 54L, 51L, 72L, 33L, 51L, 66L, 73L, 56L, 37L, 37L,
31L, 23L, 31L, 26L, 13L, 60L, 17L, 37L, 43L, 44L, 7L, 21L, 37L,
55L, 39L, 45L, 51L, 64L, 3L, 11L, 49L, 62L, 57L, 62L, 35L, 18L,
14L, 9L, 13L, 11L, 7L, 37L, 61L, 55L, 36L, 35L, 21L, 66L, 53L,
58L, 13L, 54L, 21L, 60L, 9L, 55L, 71L, 25L, 64L, 37L, 9L, 39L,
70L, 17L, 30L, 41L, 49L, 63L, 58L, 44L, 55L, 54L, 10L, 22L, 64L,
19L, 42L, 3L, 45L, 3L, 39L, 34L, 39L, 45L, 51L, 26L, 37L, 23L,
20L, 47L, 21L, 62L, 63L, 5L, 51L, 13L, 19L, 26L, 51L, 26L, 30L,
51L, 54L, 21L, 54L, 13L, 47L, 29L, 11L, 18L, 9L, 9L, 13L, 43L,
51L, 61L, 34L, 13L, 3L, 54L, 54L, 39L, 17L, 28L, 37L, 13L, 37L,
18L, 10L, 73L, 47L, 13L, 47L, 61L, 47L, 53L, 54L, 63L, 20L, 54L,
58L, 28L, 3L, 54L, 31L, 7L, 35L, 37L, 38L, 57L, 58L, 31L, 13L,
17L, 31L, 47L, 55L, 58L, 71L, 41L, 45L, 49L, 58L, 70L, 33L, 37L,
39L, 35L, 28L, 46L, 39L, 27L, 71L, 58L, 35L, 45L, 45L, 41L, 26L,
39L, 35L, 57L, 22L, 47L, 57L, 37L, 26L, 58L, 58L, 58L, 36L, 58L,
47L, 57L, 41L, 27L, 29L, 31L, 51L, 29L, 57L, 39L, 31L, 29L, 21L,
24L, 17L, 23L, 35L, 27L, 33L, 29L, 35L, 21L, 35L, 27L, 17L, 39L,
23L, 37L, 35L, 37L, 37L, 33L, 39L, 45L, 31L, 35L, 35L, 23L, 29L,
37L, 35L, 54L, 70L, 29L, 37L, 33L, 19L, 23L, 33L, 47L, 39L, 35L,
43L, 62L, 33L, 17L, 31L, 62L, 7L, 58L, 17L, 45L, 51L, 27L, 31L,
53L, 37L, 39L, 31L, 45L, 31L, 49L, 27L, 33L, 71L, 35L, 35L, 37L,
25L, 45L, 60L, 39L, 29L, 19L, 35L, 23L, 21L, 31L, 49L, 29L, 58L,
31L, 57L, 21L, 51L, 53L, 37L, 70L, 17L, 37L, 56L, 31L, 35L, 17L,
53L, 45L, 3L, 61L, 61L, 49L, 37L, 45L, 23L, 19L, 39L, 51L, 21L,
25L, 33L, 33L, 53L, 29L, 19L, 23L, 37L, 33L, 37L, 19L, 29L, 61L,
33L, 41L, 27L, 57L, 58L, 29L, 5L, 7L, 61L, 58L, 45L, 37L, 27L,
53L, 33L, 58L), .Label = c("0.80N", "0.80S", "10.45N", "10.45S",
"12.05N", "12.05S", "13.66N", "13.66S", "15.27N", "15.27S", "16.87N",
"16.87S", "18.48N", "18.48S", "2.41N", "2.41S", "20.09N", "20.09S",
"21.70N", "21.70S", "23.31N", "23.31S", "24.92N", "24.92S", "26.52N",
"26.52S", "28.13N", "28.13S", "29.74N", "29.74S", "31.35N", "31.35S",
"32.95N", "32.95S", "34.56N", "34.56S", "36.17N", "36.17S", "37.78N",
"37.78S", "39.38N", "39.38S", "4.02N", "4.02S", "40.99N", "40.99S",
"42.59N", "42.59S", "44.20N", "44.20S", "45.81N", "45.81S", "47.42N",
"49.03N", "5.63N", "5.63S", "50.63N", "52.24N", "52.24S", "53.84N",
"55.45N", "57.05N", "58.66N", "60.27N", "61.88N", "63.49N", "65.09N",
"68.31N", "69.92N", "7.23N", "7.23S", "8.84N", "8.84S"), class = "factor")
Here is a base R approach with chartr to change "N" to "+" and "S" to "-", and then some string processing with sub to change the "+" and "-" to be in front of the number
tmp <- chartr("NS", "+-", c("10N", "10N", "35S", "25S"))
as.numeric(sub("(\\d+)([-+])", "\\2\\1", tmp))
#[1] 10 10 -35 -25
not that efficient though, (and it assumes that always N/S will be present)
ifelse(grepl("N",df$x), as.numeric(gsub("N","",df$x)), -1*as.numeric(gsub("S","",df$x)))
# [1] 10 20 -35 -25
With gsub and grepl:
as.numeric(gsub('[NS]','',x)) * c(-1,1)[grepl('N',x) + 1]
This results in:
> as.numeric(gsub('[NS]','',x)) * c(-1,1)[grepl('N',x) + 1]
[1] 10 20 -35 -25
Even another option is to use the gsubfn package:
x <- c('10N','20N','35S','25S')
library(gsubfn)
sapply(gsubfn('N|S', list('N'='*1','S'='*-1'), x),
function(x) eval(parse(text = x)),
USE.NAMES = FALSE)
This results in:
> sapply(gsubfn('N|S', list('N'='*1','S'='*-1'), x),
+ function(x) eval(parse(text = x)),
+ USE.NAMES = FALSE)
[1] 10 20 -35 -25
Here is an option with parse_number() from readr package to get the numeric values from the column and endsWith (which is a more efficient version of grepl) to check the trailing letter and make a vector of 1 or -1 based on which letter it is with a little mathematics:
df$x <- with(df, readr::parse_number(x) * (-1) ^ endsWith(x, "S"))
df
# x
#1 10
#2 20
#3 -35
#4 -25