R: Subsetting a data frame using a list of dates as the filter

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臣服心动
臣服心动 2020-12-24 07:19

I have a data frame with a date column and some other value columns. I would like to extract from the data frame those rows in which the date column matches any of the eleme

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  •  萌比男神i
    2020-12-24 07:44

    Both suggestions so far are definitely good, but if you are going to be doing a lot of work with dates, you may want to invest some time with the xts package:

    # Some sample data for 90 consecutive days 
    set.seed(1)
    testdf <- data.frame(mydate = seq(as.Date('2012-01-01'), 
                                      length.out=90, by = 'day'),
                         col1 = rnorm(90), col2 = rnorm(90),
                         col3 = rnorm(90))
    
    # Convert the data to an xts object
    require(xts)
    testdfx = xts(testdf, order.by=testdf$mydate)
    
    # Take a random sample of dates
    testdfx[sample(index(testdfx), 5)]
    #                   col1        col2        col3
    # 2012-01-17 -0.01619026  0.71670748  1.44115771
    # 2012-01-29 -0.47815006  0.49418833 -0.01339952
    # 2012-02-05 -0.41499456  0.71266631  1.51974503
    # 2012-02-27 -1.04413463  0.01739562 -1.18645864
    # 2012-03-26  0.33295037 -0.03472603  0.27005490
    
    # Get specific dates
    testdfx[c('2012-01-05', '2012-01-09')]
    #                 col1      col2       col3
    # 2012-01-05 0.3295078  1.586833  0.5210227
    # 2012-01-09 0.5757814 -1.224613 -0.4302118
    

    You can also get dates from another vector.

    # Get dates from another vector
    lookup = c("2012-01-12", "2012-01-31", "2012-03-05", "2012-03-19")
    testdfx[lookup]
    testdfx[lookup]
    #                   col1        col2       col3
    # 2012-01-12  0.38984324  0.04211587  0.4020118
    # 2012-01-31  1.35867955 -0.50595746 -0.1643758
    # 2012-03-05 -0.74327321 -1.48746031  1.1629646
    # 2012-03-19  0.07434132 -0.14439960  0.3747244
    

    The xts package will give you intelligent subsetting options. For instance, testdfx["2012-03"] will return all the data from March; testdfx["2012"] will return for the year; testdfx["/2012-02-15"] will return the data from the start of the dataset to February 15; and testdfx["2012-02-15/"] will go from February 15 to the end of the dataset.

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