Pipes and Variables
In this lesson:
- we will learn about a powerful search tool
- how to use redirection of streams
- How to use and assign values to variables
Searching files
We discussed in a previous lesson how to search within a file using less. We can also search within files without even opening them, using grep. grep is a command-line utility for searching plain text files for lines matching a specific set of characters (sometimes called a string) or a particular pattern (which can be specified using something called regular expressions). We’re not going to work with regular expressions in this lesson, and instead will use specific strings or with shell wildcards.
Let’s head into the meta data directory:
$ cd shell_data/sra_metadata/
$ less -S SraRunTable.txt
Suppose we want to see how many samples in our meta data file are paired end data.
$ grep PAIRED SraRunTable.txt
SAMN00205564 2834 PAIRED ZDB30 29-May-14 1695 679 25-Mar-11SRR098033 SRS167172 ZDB30 WGS <not provided> PRJNA188723 MSU public Escherichia coli B str. REL606 ILLUMINA SRP004752 <not provided> <not provided> <not provided> REL606 SAMN00205573 2729 PAIRED ZDB172-PE 29-May-14 1620 635 25-Mar-11 SRR098043 SRS167181 ZDB172 WGS <not provided> PRJNA188723 MSU public Escherichia coli B str. REL606 ILLUMINA SRP004752<not provided> <not provided> <not provided> REL606
We can use the -B argument for grep to return a specific number of lines before each match and the -A argument to return a specific number of lines after each matching line. Here we want the line before and the line after each matching line so we add -B1 -A1 to our grep command.
$ grep -B1 -A1 PAIRED SraRunTable.txt
One of the sets of lines returned by this command is:
SAMN00205564 0 SINGLE <not provided> 29-May-14 311 257 25-Mar-11 SRR098032 SRS167172 ZDB30 WGS <not provided> PRJNA188723 MSU public Escherichia coli B str. REL606 ILLUMINA SRP004752<not provided> <not provided> <not provided> REL606 SAMN00205564 2834 PAIRED ZDB30 29-May-14 1695 679 25-Mar-11SRR098033 SRS167172 ZDB30 WGS <not provided> PRJNA188723 MSU public Escherichia coli B str. REL606 ILLUMINA SRP004752 <not provided> <not provided> <not provided> REL606 SAMN00205565 0 SINGLE ZDB83 29-May-14 260 162 25-Mar-11SRR098034 SRS167173 ZDB83 WGS <not provided> PRJNA188723 MSU public Escherichia coli B str. REL606 ILLUMINA SRP004752 <not provided> <not provided> <not provided> REL606
Redirecting output
grep allowed us to identify specific line entries in our meta data file that matched a particular pattern. All of these were printed to our terminal screen, but we may need to capture that output in some way instead of just printing to the screen.
We can do this with something called “redirection”. The idea is that we are taking what would ordinarily be printed to the terminal screen and redirecting it to another location. In our case, we want to stream this information into a file so that we can look at it later and use other commands to analyze this data.
The operator for redirecting output to a file is >.
Let’s try out this command and copy all the records in our SraRunTable.txt file that contain ‘PAIRED’ to another file called paired_end_samples.txt.
$ grep PAIRED SraRunTable.txt > paired_end_samples.txt
Type ls. You should see a new file called paired_end_samples.txt.
We can check the number of lines in our new file using a command called wc. wc stands for word count. This command counts the number of words, lines, and characters in a file.
$ wc paired_end_samples.txt
2 62 465 paired_end_samples.txt
This will tell us the number of lines, words and characters in the file. If we want only the number of lines, we can use the -l flag for lines.
$ wc -l paired_end_samples.txt
2 paired_end_samples.txt
What if we might want to search multiple times in a file for our search pattern?
However, we need to be careful, because each time we use the > command to redirect output
to a file, the new output will replace the output that was already present in the file.
This is called “overwriting” and
$ grep CZB1 SraRunTable.txt > special_samples.txt
$ wc -l special_samples.txt
3 special_samples.txt
$ grep REL1 SraRunTable.txt > special_samples.txt
$ wc -l special_samples.txt
which gives:
3 special_samples.txt
Still only at 3 lines, let’s take a look again
$ less -S special_samples.txt
Here, the output of our second call to wc shows that we no longer have any lines in our paired_end_samples.txt file. This is
because the second time we searched our file was overwritten and now only contains the new matches.
We can avoid overwriting our files by using the command >>. >> is known as the “append redirect” and will
append new output to the end of a file, rather than overwriting it.
$ grep CZB1 SraRunTable.txt >> special_samples.txt
$ wc -l special_samples.txt
6 special_samples.txt
We can verify what got written:
$ less -S special_samples.txt
Pipes
What if we don’t care to save the results of these searches, but also don’t want a large number of matches to clutter up the screen? We ca the pipe operator (|).
This is probably not a key on your keyboard you use very much, so let’s all take a minute to find that key. What | does is take the output that is scrolling by on the terminal and uses that output as input to another command. When our output was scrolling by, we might have wished we could slow it down and look at it, like we can with less. Well it turns out that we can! We can redirect our output from our grep call through the less command.
$ grep SINGLE SraRunTable.txt | less -S
We can now see the output from our grep call within the less interface. This can sort of be likened to how man uses less to show us the manual pages of commands.
Redirecting output is often not intuitive, and can take some time to get used to. Once you’re comfortable with redirection, however, you’ll be able to combine any number of commands to do all sorts of exciting things with your data!
None of the command line programs we’ve been learning do anything all that impressive on their own, but when you start chaining them together, you can do some really powerful things very efficiently. Let’s take a few minutes to practice.
Streams - the second ‘pillar’ to understanding Unix/Linux
The word ‘stream’ has been used a few times in the lesson. There are 3 main streams in Unix, and they are a core concept much like paths. Whenever a file is accessed, its contents are put on the input stream. Some commands and programs, like less, automatically direct the output stream to themselves. The output stream goes directly to the terminal, to be displayed to the user. So less takes the input stream and formats it a specific way to display it to the user in an interactive form on the output stream. The third stream, standard error, is like the output stream, only it’s a channel meant for error messages. For example, when the shell reports an error in a commands usage, that is usually on the error stream, even though a user gets no indication whether it was from the output or error streams. Some bioinformatics programs make use of the error stream to output diagnostics on their operation.
Combining multiple commands with more piping
You’ve seen a simple way to search back through you history, but its a bit limited. With pipes and the grep command, you can mine your history with a lot more power! history sends its results to the output stream, and can be manipulated by the commands its piped to.
$ history | less
Instead of less opening a file, it takes as input the piped output stream of history. Similarly, grep can take the output stream instead of specifying file(s) for it to operate on:
$ history | grep "mkdir"
Your command number will differ, but you should see at least this command in the output:
250 mkdir backup
You’ll also notice the search itself is added to the history before the output is sent to grep
1007 history | grep "mkdir"
You can search on any part of line of the command:
$ history | grep "CZB1"
993 grep CZB1 SraRunTable.txt > special_samples.txt 1007 grep CZB1 SraRunTable.txt >> special_samples.txt 1015 history | grep "CZB1"
Since grep is also sending its results to the output stream, you can keep on piping:
$ history | grep "CZB1" | less
So long as a command or program outputs to the out stream, you can keep piping. This is what a lot of bioinformatics utilities do, and are designed to chain a series of manipulations.
Eg:
program1 -i input.data | program2 [some options] | program3 > results_file.format
Or with some of the commands we’ve used:
$ history | grep "CZB1" > CZB1_uses.txt
$ less CZB1_uses.txt
Variables
A variable is a way of storing a value. Let’s assign a variable a value and then look at it with the echo command.
$ id=sample01
$ echo $id
sample01
Assigning a value to a variable in the the bash shell takes the form of:
variable_name=[value]
However, in the example above, you access the value in the variable using $ operator in front of the variable. This may seem a bit odd since the bash
shell also uses $ as the command prompt. Try echoing the value stored in id without the $
If we use a space, the shell is not happy:
$ id=sample 01
-bash: 01: command not found
Instead, we need to use quotes to include spaces in the variable assignment
$ id="sample 01"
$ echo $id
sample 01
However, in general, its not a good idea to have spaces unless you have a specific need.
There are a number of predefined variables in the shell. For example, I’ve talked a lot about paths, and there is a predefined set of paths the shell looks through when you try to execute a command.
$ echo $PATH
/usr/lib64/qt-3.3/bin:/usr/local/bin:/usr/bin:/usr/local/sbin:/usr/sbin:/ifs/sec/cpc/addhealth/apps/bin:/nas/longleaf/home/tristand/.local/bin:/nas/longleaf/home/tristand/bin
Each path the shell looks through is separated by :, and it looks for the command you type in order from the first until the last. If the command wasn’t found, then you get the error message
By convention, the predefined shell variables use all CAPS to distinguish them. For now, you probably shouldn’t mess with any of them. But the fact you can modify these shows that Unix is very customizable - and dangerous. If you overwrite your $PATH you won’t be able to easily use the basic commands.
You can see all the preset shell variable with
$ env
One use of shell variables is to simplify our navigation of the file system. You could for example record the path to your scratch space:
$ scr_path=/pine/scr/t/r/tristand
Again, substituting in your own scratch space. We can now easily move to our scratch space, or include it in a longer path
$ pwd
$ cd $scr_path
$ pwd
If you still have a shell_data directory in your scratch space, you could include it to extend the path
$ cd ~
$ pwd
$ cd $scr_path/shell_data
$ pwd
The shell can resolve variable names if you are separating them out with . or /, but it is safest if you enclose the variable like this ${<variable_name}
$ name=shell
$ echo $name
$ echo $name_data
$ echo ${name}_data
The shell interprets $name_data as a variable named ‘name_data’, not the variable ‘name’, to have its value appended with ‘_data’