What Is the Best Way to Filter by Date in R?
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The post What Is the Best Way to Filter by Date in R? appeared first on Data Science Tutorials
What Is the Best Way to Filter by Date in R?, Using the dplyr package in R, you can filter a data frame by dates using the following methods.
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Method 1: After Date Filter Rows
df %>% filter(date_column > '2022-01-01')
Method 2: Filter Rows Before Date
df %>% filter(date_column < '2022-01-01')
Method 3: Filter Rows Between Two Dates
df %>% filter(between(date_column, as.Date('2022-01-20'), as.Date('2022-02-20')))
With the following data frame in R, the following examples explain how to utilize each method in practice.
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Let’s create a data frame
df <- data.frame(day=seq(as.Date('2022-01-01'), by = 'week', length.out=10), sales=c(40, 35, 39, 44, 48, 51, 23, 29, 60, 65))
Now we can view the data frame
df day sales 1 2022-01-01 240 2 2022-01-08 335 3 2022-01-15 359 4 2022-01-22 544 5 2022-01-29 548 6 2022-02-05 251 7 2022-02-12 223 8 2022-02-19 529 9 2022-02-26 660 10 2022-03-05 165
Example 1: Filter Rows After Date
To filter for rows in the data frame with a date after 1/25/2022, use the following code.
library(dplyr)
filter for rows with dates after 1/25/2022
df %>% filter(day > '2022-01-25') day sales 1 2022-01-29 548 2 2022-02-05 251 3 2022-02-12 223 4 2022-02-19 529 5 2022-02-26 660 6 2022-03-05 165
Each row in the generated data frame has a date that is later than 1/25/2022.
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Example 2: Filter Rows Before Date
To filter for rows in the data frame with a date before 1/25/2022, we can use the following code.
library(dplyr)
Let’s filter for rows with dates before 1/25/2022
df %>% filter(day < '2022-01-25') day sales 1 2022-01-01 240 2 2022-01-08 335 3 2022-01-15 359 4 2022-01-22 544
Each entry in the generated data frame has a date that is prior to 1/25/2022.
Example 3: Filter Rows Between Two Dates
To filter for rows in the data frame with a date between 1/20/2022 and 2/20/2022, use the following code.
library(dplyr)
filter for rows with dates between 1/20/2022 and 2/20/2022
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df %>% filter(between(daty, as.Date('2022-01-20'), as.Date('2022-02-20'))) day sales 1 2022-01-22 544 2 2022-01-29 548 3 2022-02-05 251 4 2022-02-12 223 5 2022-02-19 529
The dates in the rows of the generated data frame range from 1/20/2022 to 2/20/2022.
If none of the ways above work, you may need to use them as.Date() function to convert the dates you’re working with to a recognized date format.
The post What Is the Best Way to Filter by Date in R? appeared first on Data Science Tutorials
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