R Dataframe - Remove NA Rows - Examples - Tutorial Kart
R Dataframe ? Remove NA Rows
In this tutorial, we will learn hot to remove rows in a dataframe with one or more NAs as column values.
Remove rows of R Dataframe with one or more NAs
To remove rows of a dataframe with one or more NAs, use complete.cases() function as shown below
resultDF = myDat aframe[c omplet e .c ases(myDat aframe),] resultDF = myDataframe[complete.cases(myDataframe),]
where
myDataframe is the dataframe containing rows with one or more NAs
resultDF is the resulting dataframe with rows not containing atleast one NA
Example ? Remove rows with NA in Dataframe
In this example, we will create a dataframe with some of the rows containing NAs.
> DF1 = data.frame(x = c(9, NA, 7, 4), y = c(4, NA, NA, 21)) > DF1 >xDFy1 = data.frame(x = c(9, NA, 7, 4), y = c(4, NA, NA, 21)) 1 9 4 2>NDAF1NA 3 7x yNA 4 4 21 1 9 4 2 NA NA 3 7 NA 4 4 21
In the second row we have all the column values as NA. In the third row, we have some columns with NA and some with numbers.
Now, we will use complete.cases() function to remove these rows in dataframe containing NAs
> resultDF = DF1[c omplet e.c ases(D F1), ] > resultDF
x y 19 4 4 4 21
> resultDF = DF1[complete.cases(DF1), ] > resultDF
x y 1 9 4 4 4 21
The resultDF contains rows with none of the values being NA.
Remove rows of R Dataframe with all NAs
In the previous example with complete.cases() function, we considered the rows without any missing values. But in this example, we will consider rows with NAs but not all NAs.
To remove rows of a dataframe that has all NAs, use dataframe subsetting as shown below
resultDF = mydataframe[rowSums (is.na(mydataframe[ , 0:nc ol(mydat aframe)]) )re DF1 = data.frame(x = c(9, NA, 7, 4), y = c(4, NA, NA, 21)) > DF1 >xDFy1 = data.frame(x = c(9, NA, 7, 4), y = c(4, NA, NA, 21)) 1 9 4 2>NDAF1NA 3 7x yNA 4 4 21 1 9 4 2 NA NA 3 7 NA 4 4 21
In the second row we have all the column values as NA. In the third row, we have some columns with NA and some with numbers.
Now, we will use dataframe subsetting to remove these rows in dataframe containing all NAs.
> resultDF = DF1[rowSums(is.na(DF 1[ , 0:ncol(DF1)])) < ncol(DF1), ] >>rreessuultltDDFF = DF1[rowSums(is.na(DF1[ , 0:ncol(DF1)])) < ncol(DF1), ]
x y 1>9res4ultDF 3 7x yNA 4 4 21 >1 9 4 3 7 NA 4 4 21 >
The resultDF contains rows with none of the rows having all NAs.
Example ? Remove rows with all NAs in Dataframe
In this example, we will create a dataframe with some of the rows containing NAs.
> DF1 = data.frame(x = c(9, NA, 7, 4), y = c(4, NA, NA, 21)) > DF1 >xDFy1 = data.frame(x = c(9, NA, 7, 4), y = c(4, NA, NA, 21)) 1 9 4 2>NDAF1NA 3 7x yNA 4 4 21 1 9 4 2 NA NA 3 7 NA 4 4 21
In the second row we have all the column values as NA. In the third row, we have some columns with NA and some with numbers.
Now, we will use dataframe subsetting to remove these rows in dataframe containing all NAs.
> resultDF = DF1[rowSums(is.na(DF 1[ , 0:ncol(DF1)])) < ncol(DF1), ] > resultDF
x y 19 4 3 7 NA 4 4 21 >
> resultDF = DF1[rowSums(is.na(DF1[ , 0:ncol(DF1)])) < ncol(DF1), ] > resultDF
x y 1 9 4 3 7 NA 4 4 21 >
The resultDF contains rows with none of the rows having all NAs.
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