I have the following dataframe, df:
structure(list(x = structure(1:961, levels = c("2019-11-30",
"2019-12-01", "2019-12-02", "2019-12-03", "2019-12-04", "2019-12-05",
"2019-12-06", "2019-12-07", "2019-12-08", "2019-12-09", "2019-12-10",
"2019-12-11", "2019-12-12", "2019-12-13", "2019-12-14", "2019-12-15",
"2019-12-16", "2019-12-17", "2019-12-18", "2019-12-19", "2019-12-20",
"2019-12-21", "2019-12-22", "2019-12-23", "2019-12-24", "2019-12-25",
"2019-12-26", "2019-12-27", "2019-12-28", "2019-12-29", "2019-12-30",
"2019-12-31", "2020-01-01", "2020-01-02", "2020-01-03", "2020-01-04",
"2020-01-05", "2020-01-06", "2020-01-07", "2020-01-08", "2020-01-09",
"2020-01-10", "2020-01-11", "2020-01-12", "2020-01-13", "2020-01-14",
"2020-01-15", "2020-01-16", "2020-01-17", "2020-01-18", "2020-01-19",
"2020-01-20", "2020-01-21", "2020-01-22", "2020-01-23", "2020-01-24",
"2020-01-25", "2020-01-26", "2020-01-27", "2020-01-28", "2020-01-29",
"2020-01-30", "2020-01-31", "2020-02-01", "2020-02-02", "2020-02-03",
"2020-02-04", "2020-02-05", "2020-02-06", "2020-02-07", "2020-02-08",
"2020-02-09", "2020-02-10", "2020-02-11", "2020-02-12", "2020-02-13",
"2020-02-14", "2020-02-15", "2020-02-16", "2020-02-17", "2020-02-18",
"2020-02-19", "2020-02-20", "2020-02-21", "2020-02-22", "2020-02-23",
"2020-02-24", "2020-02-25", "2020-02-26", "2020-02-27", "2020-02-28",
"2020-02-29", "2020-03-01", "2020-03-02", "2020-03-03", "2020-03-04",
"2020-03-05", "2020-03-06", "2020-03-07", "2020-03-08", "2020-03-09",
"2020-03-10", "2020-03-11", "2020-03-12", "2020-03-13", "2020-03-14",
"2020-03-15", "2020-03-16", "2020-03-17", "2020-03-18", "2020-03-19",
"2020-03-20", "2020-03-21", "2020-03-22", "2020-03-23", "2020-04-26",
"2020-04-27", "2020-04-28", "2020-04-29", "2020-04-30", "2020-05-01",
"2020-05-02", "2020-05-03", "2020-05-04", "2020-05-05", "2020-05-06",
"2020-05-07", "2020-05-08", "2020-05-09", "2020-05-10", "2020-05-11",
"2020-05-12", "2020-05-13", "2020-05-14", "2020-05-15", "2020-05-16",
"2020-05-17", "2020-05-18", "2020-05-19", "2020-05-20", "2020-05-21",
"2020-05-22", "2020-05-23", "2020-05-24", "2020-05-25", "2020-05-26",
"2020-05-27", "2020-05-28", "2020-05-29", "2020-05-30", "2020-05-31",
"2020-06-01", "2020-06-02", "2020-06-03", "2020-06-04", "2020-06-05",
"2020-06-06", "2020-06-07", "2020-06-08", "2020-06-09", "2020-06-10",
"2020-06-11", "2020-06-12", "2020-06-13", "2020-06-14", "2020-06-15",
"2020-06-16", "2020-06-17", "2020-06-18", "2020-06-19", "2020-06-20",
"2020-06-21", "2020-06-22", "2020-06-23", "2020-06-24", "2020-06-25",
"2020-06-26", "2020-06-27", "2020-06-28", "2020-06-29", "2020-06-30",
"2020-07-01", "2020-07-02", "2020-07-03", "2020-07-04", "2020-07-05",
"2020-07-06", "2020-07-07", "2020-07-08", "2020-07-09", "2020-07-10",
"2020-07-11", "2020-07-12", "2020-07-13", "2020-07-14", "2020-07-15",
"2020-07-16", "2020-07-17", "2020-07-18", "2020-07-19", "2020-07-20",
"2020-07-21", "2020-07-22", "2020-07-23", "2020-07-24", "2020-07-25",
"2020-07-26", "2020-07-27", "2020-07-28", "2020-07-29", "2020-07-30",
"2020-07-31", "2020-08-01", "2020-08-02", "2020-08-03", "2020-08-04",
"2020-08-05", "2020-08-06", "2020-08-07", "2020-08-08", "2020-08-09",
"2020-08-10", "2020-08-11", "2020-08-12", "2020-08-13", "2020-08-14",
"2020-08-15", "2020-08-16", "2020-08-17", "2020-08-18", "2020-08-19",
"2020-08-20", "2020-08-21", "2020-08-22", "2020-08-23", "2020-08-24",
"2020-08-25", "2020-08-26", "2020-08-27", "2020-08-28", "2020-08-29",
"2020-08-30", "2020-08-31", "2020-09-01", "2020-09-02", "2020-09-03",
"2020-09-04", "2020-09-05", "2020-09-06", "2020-09-07", "2020-09-08",
"2020-09-09", "2020-09-10", "2020-09-11", "2020-09-12", "2020-09-13",
"2020-09-14", "2020-09-15", "2020-09-16", "2020-09-17", "2020-09-18",
"2020-09-19", "2020-09-20", "2020-09-21", "2020-09-22", "2020-09-23",
"2020-09-24", "2020-09-25", "2020-09-26", "2020-09-27", "2020-09-28",
"2020-09-29", "2020-09-30", "2020-10-01", "2020-10-02", "2020-10-03",
"2020-10-04", "2020-10-05", "2020-10-06", "2020-10-07", "2020-10-08",
"2020-10-09", "2020-10-10", "2020-10-11", "2020-10-12", "2020-10-13",
"2020-10-14", "2020-10-15", "2020-10-16", "2020-10-17", "2020-10-18",
"2020-10-19", "2020-10-20", "2020-10-21", "2020-10-22", "2020-10-23",
"2020-10-24", "2020-10-25", "2020-10-26", "2020-10-27", "2020-10-28",
"2020-10-29", "2020-10-30", "2020-10-31", "2020-11-01", "2020-11-02",
"2020-11-03", "2020-11-04", "2020-11-05", "2020-11-06", "2020-11-07",
"2020-11-08", "2020-11-09", "2020-11-10", "2020-11-11", "2020-11-12",
"2020-11-13", "2020-11-14", "2020-11-15", "2020-11-16", "2020-11-17",
"2020-11-18", "2020-11-19", "2020-11-20", "2020-11-21", "2020-11-22",
"2020-11-23", "2020-11-24", "2020-11-25", "2020-11-26", "2020-11-27",
"2020-11-28", "2020-11-29", "2020-11-30", "2020-12-01", "2020-12-02",
"2020-12-03", "2020-12-04", "2020-12-05", "2020-12-06", "2020-12-07",
"2020-12-08", "2020-12-09", "2020-12-10", "2020-12-11", "2020-12-12",
"2020-12-13", "2020-12-14", "2020-12-15", "2020-12-16", "2020-12-17",
"2020-12-18", "2020-12-19", "2020-12-20", "2020-12-21", "2020-12-22",
"2020-12-23", "2020-12-24", "2020-12-25", "2020-12-26", "2020-12-27",
"2020-12-28", "2020-12-29", "2020-12-30", "2020-12-31", "2021-01-01",
"2021-01-02", "2021-01-03", "2021-01-04", "2021-01-05", "2021-01-06",
"2021-01-07", "2021-01-08", "2021-01-09", "2021-01-10", "2021-01-11",
"2021-01-12", "2021-01-13", "2021-01-14", "2021-01-15", "2021-01-16",
"2021-01-17", "2021-01-18", "2021-01-19", "2021-01-20", "2021-01-21",
"2021-01-22", "2021-01-23", "2021-01-24", "2021-01-25", "2021-01-26",
"2021-01-27", "2021-01-28", "2021-01-29", "2021-01-30", "2021-01-31",
"2021-02-01", "2021-02-02", "2021-02-03", "2021-02-04", "2021-02-05",
"2021-02-06", "2021-02-07", "2021-02-08", "2021-02-09", "2021-02-10",
"2021-02-11", "2021-02-12", "2021-02-13", "2021-02-14", "2021-02-15",
"2021-02-18", "2021-02-19", "2021-02-20", "2021-02-21", "2021-02-22",
"2021-02-23", "2021-02-24", "2021-02-25", "2021-02-26", "2021-02-27",
"2021-02-28", "2021-03-01", "2021-03-02", "2021-03-03", "2021-03-04",
"2021-03-05", "2021-03-06", "2021-03-07", "2021-03-08", "2021-03-09",
"2021-03-10", "2021-03-11", "2021-03-12", "2021-03-13", "2021-03-14",
"2021-03-15", "2021-03-16", "2021-03-17", "2021-03-18", "2021-03-19",
"2021-03-20", "2021-03-21", "2021-03-22", "2021-03-23", "2021-03-24",
"2021-03-25", "2021-03-26", "2021-03-27", "2021-03-28", "2021-03-29",
"2021-03-30", "2021-03-31", "2021-04-01", "2021-04-02", "2021-04-03",
"2021-04-04", "2021-04-05", "2021-04-06", "2021-04-07", "2021-04-08",
"2021-04-09", "2021-04-10", "2021-04-11", "2021-04-12", "2021-04-13",
"2021-04-14", "2021-04-15", "2021-04-16", "2021-04-17", "2021-04-18",
"2021-04-19", "2021-04-20", "2021-04-21", "2021-04-22", "2021-04-23",
"2021-04-24", "2021-04-25", "2021-04-26", "2021-04-27", "2021-04-28",
"2021-04-29", "2021-04-30", "2021-05-01", "2021-05-02", "2021-05-03",
"2021-05-04", "2021-05-05", "2021-05-06", "2021-05-07", "2021-05-08",
"2021-05-09", "2021-05-10", "2021-05-11", "2021-05-12", "2021-05-13",
"2021-05-14", "2021-05-15", "2021-05-16", "2021-05-17", "2021-05-18",
"2021-05-19", "2021-05-20", "2021-05-21", "2021-05-22", "2021-05-23",
"2021-05-24", "2021-05-25", "2021-05-26", "2021-05-27", "2021-05-28",
"2021-05-29", "2021-05-30", "2021-05-31", "2021-06-01", "2021-06-02",
"2021-06-03", "2021-06-04", "2021-06-05", "2021-06-06", "2021-06-07",
"2021-06-08", "2021-06-09", "2021-06-10", "2021-06-11", "2021-06-12",
"2021-06-13", "2021-06-14", "2021-06-15", "2021-06-16", "2021-06-17",
"2021-06-18", "2021-06-19", "2021-06-20", "2021-06-21", "2021-06-22",
"2021-06-23", "2021-06-24", "2021-06-25", "2021-06-26", "2021-06-27",
"2021-06-28", "2021-06-29", "2021-06-30", "2021-07-01", "2021-07-02",
"2021-07-03", "2021-07-04", "2021-07-05", "2021-07-06", "2021-07-07",
"2021-07-08", "2021-07-09", "2021-07-10", "2021-07-11", "2021-07-12",
"2021-07-13", "2021-07-14", "2021-07-15", "2021-07-16", "2021-07-17",
"2021-07-18", "2021-07-19", "2021-07-20", "2021-07-21", "2021-07-22",
"2021-07-23", "2021-07-24", "2021-07-25", "2021-07-26", "2021-07-27",
"2021-07-28", "2021-07-29", "2021-07-30", "2021-07-31", "2021-08-01",
"2021-08-02", "2021-08-03", "2021-08-04", "2021-08-05", "2021-08-06",
"2021-08-07", "2021-08-08", "2021-08-09", "2021-08-10", "2021-08-11",
"2021-08-12", "2021-08-13", "2021-08-14", "2021-08-15", "2021-08-16",
"2021-08-17", "2021-08-18", "2021-08-19", "2021-08-20", "2021-08-21",
"2021-08-22", "2021-08-23", "2021-08-24", "2021-08-25", "2021-08-26",
"2021-08-27", "2021-08-28", "2021-08-29", "2021-08-30", "2021-08-31",
"2021-09-01", "2021-09-02", "2021-09-03", "2021-09-04", "2021-09-05",
"2021-09-06", "2021-09-07", "2021-09-08", "2021-09-09", "2021-09-10",
"2021-09-11", "2021-09-12", "2021-09-13", "2021-09-14", "2021-09-15",
"2021-09-16", "2021-09-17", "2021-09-18", "2021-09-19", "2021-09-20",
"2021-09-21", "2021-09-22", "2021-09-23", "2021-09-24", "2021-09-25",
"2021-09-26", "2021-09-27", "2021-09-28", "2021-09-29", "2021-09-30",
"2021-10-01", "2021-10-02", "2021-10-03", "2021-10-04", "2021-10-05",
"2021-10-06", "2021-10-07", "2021-10-08", "2021-10-09", "2021-10-10",
"2021-10-11", "2021-10-12", "2021-10-13", "2021-10-14", "2021-10-15",
"2021-10-16", "2021-10-17", "2021-10-18", "2021-10-19", "2021-10-20",
"2021-10-21", "2021-10-22", "2021-10-23", "2021-10-24", "2021-10-25",
"2021-10-26", "2021-10-27", "2021-10-28", "2021-10-29", "2021-10-30",
"2021-10-31", "2021-11-01", "2021-11-02", "2021-11-03", "2021-11-04",
"2021-11-05", "2021-11-06", "2021-11-07", "2021-11-08", "2021-11-09",
"2021-11-10", "2021-11-11", "2021-11-12", "2021-11-13", "2021-11-14",
"2021-11-15", "2021-11-16", "2021-11-17", "2021-11-18", "2021-11-19",
"2021-11-20", "2021-11-21", "2021-11-22", "2021-11-23", "2021-11-24",
"2021-11-25", "2021-11-26", "2021-11-27", "2021-11-28", "2021-11-29",
"2021-11-30", "2021-12-01", "2021-12-02", "2021-12-03", "2021-12-04",
"2021-12-05", "2021-12-06", "2021-12-07", "2021-12-08", "2021-12-09",
"2021-12-10", "2021-12-11", "2021-12-12", "2021-12-13", "2021-12-14",
"2021-12-15", "2021-12-16", "2021-12-17", "2021-12-18", "2021-12-19",
"2021-12-20", "2021-12-21", "2021-12-22", "2021-12-23", "2021-12-24",
"2021-12-25", "2021-12-26", "2021-12-27", "2021-12-28", "2021-12-29",
"2021-12-30", "2021-12-31", "2022-01-01", "2022-01-02", "2022-01-03",
"2022-01-04", "2022-01-05", "2022-01-06", "2022-01-07", "2022-01-08",
"2022-01-09", "2022-01-10", "2022-01-11", "2022-01-12", "2022-01-13",
"2022-01-14", "2022-01-15", "2022-01-16", "2022-01-17", "2022-01-18",
"2022-01-19", "2022-01-20", "2022-01-21", "2022-01-22", "2022-01-23",
"2022-01-24", "2022-01-25", "2022-01-26", "2022-01-27", "2022-01-28",
"2022-01-29", "2022-01-30", "2022-01-31", "2022-02-01", "2022-02-02",
"2022-02-03", "2022-02-04", "2022-02-05", "2022-02-06", "2022-02-07",
"2022-02-08", "2022-02-09", "2022-02-10", "2022-02-11", "2022-02-12",
"2022-02-13", "2022-02-14", "2022-02-15", "2022-02-16", "2022-02-17",
"2022-02-18", "2022-02-19", "2022-02-20", "2022-02-21", "2022-02-22",
"2022-02-23", "2022-02-24", "2022-02-25", "2022-02-26", "2022-02-27",
"2022-02-28", "2022-03-01", "2022-03-02", "2022-03-03", "2022-03-04",
"2022-03-05", "2022-03-06", "2022-03-07", "2022-03-08", "2022-03-09",
"2022-03-10", "2022-03-11", "2022-03-12", "2022-03-13", "2022-03-14",
"2022-03-15", "2022-03-16", "2022-03-17", "2022-03-18", "2022-03-19",
"2022-03-20", "2022-03-21", "2022-03-22", "2022-03-23", "2022-03-24",
"2022-03-25", "2022-03-26", "2022-03-27", "2022-03-28", "2022-03-29",
"2022-03-30", "2022-03-31", "2022-04-01", "2022-04-02", "2022-04-03",
"2022-04-04", "2022-04-05", "2022-04-06", "2022-04-07", "2022-04-08",
"2022-04-09", "2022-04-10", "2022-04-11", "2022-04-12", "2022-04-13",
"2022-04-14", "2022-04-15", "2022-04-16", "2022-04-17", "2022-04-18",
"2022-04-19", "2022-04-20", "2022-04-21", "2022-04-22", "2022-04-23",
"2022-04-24", "2022-04-25", "2022-04-26", "2022-04-27", "2022-04-28",
"2022-04-29", "2022-04-30", "2022-05-01", "2022-05-02", "2022-05-03",
"2022-05-04", "2022-05-05", "2022-05-06", "2022-05-07", "2022-05-08",
"2022-05-09", "2022-05-10", "2022-05-11", "2022-05-12", "2022-05-13",
"2022-05-14", "2022-05-15", "2022-05-16", "2022-05-17", "2022-05-18",
"2022-05-19", "2022-05-20", "2022-05-21", "2022-05-22", "2022-05-23",
"2022-05-24", "2022-05-25", "2022-05-26", "2022-05-27", "2022-05-28",
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"2022-06-18", "2022-06-19", "2022-06-20", "2022-06-21", "2022-06-22",
"2022-06-23", "2022-06-24", "2022-06-25", "2022-06-26", "2022-06-27",
"2022-06-28", "2022-07-02", "2022-07-03", "2022-07-04", "2022-07-05",
"2022-07-06", "2022-07-07", "2022-07-08", "2022-07-09", "2022-07-10",
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"2022-07-21", "2022-07-22", "2022-07-23", "2022-07-24", "2022-07-25",
"2022-07-26", "2022-07-30", "2022-07-31", "2022-08-01", "2022-08-02",
"2022-08-03", "2022-08-04", "2022-08-05", "2022-08-06", "2022-08-07",
"2022-08-08", "2022-08-09", "2022-08-13", "2022-08-14", "2022-08-15",
"2022-08-16", "2022-08-17", "2022-08-18", "2022-08-19", "2022-08-20",
"2022-08-21", "2022-08-22", "2022-08-23", "2022-08-24", "2022-08-25",
"2022-08-26", "2022-08-27", "2022-08-28", "2022-08-29", "2022-08-30"
), class = "factor"), Freq = c(1733L, 4015L, 4303L, 4910L, 3522L,
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4556L, 3033L, 3404L, 3781L, 3154L, 2989L, 2514L, 1779L, 2431L,
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4927L, 4745L, 3976L, 6663L, 5079L, 4604L, 4038L, 3539L, 3863L,
3229L, 4094L, 3737L, 4130L, 3258L, 2793L, 3518L, 2484L, 3091L,
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-961L))
In the variable Freq we find the number of times that a particular event occurs. I would like to count these numbers by month, i.e. totaling all the entries of variable Freq by month. I tried with the following code:
library(lubridate)
aggregate(Freq~month(x), data = n_occur, sum)
but did not obtain the desired result:
month(x) Freq
1 1 317257
2 2 404837
3 3 373429
4 4 301919
5 5 339101
6 6 315882
7 7 324160
8 8 406973
9 9 243593
10 10 326444
11 11 204803
12 12 318932
I would inted like to take into account the year, for example November 2019, December 2019 and so on.
We could extract the year, month as grouping variable and get the sum
library(dplyr)
library(lubridate)
n_occur %>%
group_by(x = format(ymd(x), '%B %Y')) %>%
summarise(Freq = sum(Freq))
Or convert to yearmon class from zoo and get the sum of 'Freq' by 'x'
library(zoo)
n_occur %>%
group_by(x = as.yearmon(x)) %>%
summarise(Freq = sum(Freq))
# A tibble: 34 × 2
x Freq
<yearmon> <int>
1 Nov 2019 1733
2 Dec 2019 137050
3 Jan 2020 114323
4 Feb 2020 115832
5 Mar 2020 51688
6 Apr 2020 17321
7 May 2020 96916
8 Jun 2020 76297
9 Jul 2020 85132
10 Aug 2020 120480
# … with 24 more rows