(gawk.info) Word Sorting
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Generating Word Usage Counts
----------------------------
The following `awk' program prints the number of occurrences of each
word in its input. It illustrates the associative nature of `awk'
arrays by using strings as subscripts. It also demonstrates the `for X
in ARRAY' construction. Finally, it shows how `awk' can be used in
conjunction with other utility programs to do a useful task of some
complexity with a minimum of effort. Some explanations follow the
program listing.
awk '
# Print list of word frequencies
{
for (i = 1; i <= NF; i++)
freq[$i]++
}
END {
for (word in freq)
printf "%s\t%d\n", word, freq[word]
}'
The first thing to notice about this program is that it has two
rules. The first rule, because it has an empty pattern, is executed on
every line of the input. It uses `awk''s field-accessing mechanism
( Examining Fields Fields.) to pick out the individual words from
the line, and the built-in variable `NF' ( Built-in Variables)
to know how many fields are available.
For each input word, an element of the array `freq' is incremented to
reflect that the word has been seen an additional time.
The second rule, because it has the pattern `END', is not executed
until the input has been exhausted. It prints out the contents of the
`freq' table that has been built up inside the first action.
This program has several problems that would prevent it from being
useful by itself on real text files:
* Words are detected using the `awk' convention that fields are
separated by whitespace and that other characters in the input
(except newlines) don't have any special meaning to `awk'. This
means that punctuation characters count as part of words.
* The `awk' language considers upper- and lower-case characters to be
distinct. Therefore, `bartender' and `Bartender' are not treated
as the same word. This is undesirable since, in normal text, words
are capitalized if they begin sentences, and a frequency analyzer
should not be sensitive to capitalization.
* The output does not come out in any useful order. You're more
likely to be interested in which words occur most frequently, or
having an alphabetized table of how frequently each word occurs.
The way to solve these problems is to use some of the more advanced
features of the `awk' language. First, we use `tolower' to remove case
distinctions. Next, we use `gsub' to remove punctuation characters.
Finally, we use the system `sort' utility to process the output of the
`awk' script. Here is the new version of the program:
# Print list of word frequencies
{
$0 = tolower($0) # remove case distinctions
gsub(/[^a-z0-9_ \t]/, "", $0) # remove punctuation
for (i = 1; i <= NF; i++)
freq[$i]++
}
END {
for (word in freq)
printf "%s\t%d\n", word, freq[word]
}
Assuming we have saved this program in a file named `wordfreq.awk',
and that the data is in `file1', the following pipeline
awk -f wordfreq.awk file1 | sort +1 -nr
produces a table of the words appearing in `file1' in order of
decreasing frequency.
The `awk' program suitably massages the data and produces a word
frequency table, which is not ordered.
The `awk' script's output is then sorted by the `sort' utility and
printed on the terminal. The options given to `sort' in this example
specify to sort using the second field of each input line (skipping one
field), that the sort keys should be treated as numeric quantities
(otherwise `15' would come before `5'), and that the sorting should be
done in descending (reverse) order.
We could have even done the `sort' from within the program, by
changing the `END' action to:
END {
sort = "sort +1 -nr"
for (word in freq)
printf "%s\t%d\n", word, freq[word] | sort
close(sort)
}
You would have to use this way of sorting on systems that do not
have true pipes.
See the general operating system documentation for more information
on how to use the `sort' program.
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