mirror of
https://github.com/LCTT/TranslateProject.git
synced 2025-01-25 23:11:02 +08:00
选题[tech]: 20210401 Use awk to calculate letter frequency
sources/tech/20210401 Use awk to calculate letter frequency.md
This commit is contained in:
parent
8785e3a5ad
commit
4f1400d882
286
sources/tech/20210401 Use awk to calculate letter frequency.md
Normal file
286
sources/tech/20210401 Use awk to calculate letter frequency.md
Normal file
@ -0,0 +1,286 @@
|
||||
[#]: subject: (Use awk to calculate letter frequency)
|
||||
[#]: via: (https://opensource.com/article/21/4/gawk-letter-game)
|
||||
[#]: author: (Jim Hall https://opensource.com/users/jim-hall)
|
||||
[#]: collector: (lujun9972)
|
||||
[#]: translator: ( )
|
||||
[#]: reviewer: ( )
|
||||
[#]: publisher: ( )
|
||||
[#]: url: ( )
|
||||
|
||||
Use awk to calculate letter frequency
|
||||
======
|
||||
Write an awk script to determine the most (and least) common letters in
|
||||
a set of words.
|
||||
![Typewriter keys in multicolor][1]
|
||||
|
||||
I recently started writing a game where you build words using letter tiles. To create the game, I needed to know the frequency of letters across regular words in the English language, so I could present a useful set of letter tiles. Letter frequency is discussed in various places, including [on Wikipedia][2], but I wanted to calculate the letter frequency myself.
|
||||
|
||||
Linux provides a list of words in the `/usr/share/dict/words` file, so I already have a list of likely words to use. The `words` file contains lots of words that I want, but a few that I don't. I wanted a list of all words that weren't compound words (no hyphens or spaces) or proper nouns (no uppercase letters). To get that list, I can run the `grep` command to pull out only the lines that consist solely of lowercase letters:
|
||||
|
||||
|
||||
```
|
||||
`$ grep '^[a-z]*$' /usr/share/dict/words`
|
||||
```
|
||||
|
||||
This regular expression asks `grep` to match patterns that are only lowercase letters. The characters `^` and `$` in the pattern represent the start and end of the line, respectively. The `[a-z]` grouping will match only the lowercase letters **a** to **z**.
|
||||
|
||||
Here's a quick sample of the output:
|
||||
|
||||
|
||||
```
|
||||
$ grep '^[a-z]*$' /usr/share/dict/words | head
|
||||
a
|
||||
aa
|
||||
aaa
|
||||
aah
|
||||
aahed
|
||||
aahing
|
||||
aahs
|
||||
aal
|
||||
aalii
|
||||
aaliis
|
||||
```
|
||||
|
||||
And yes, those are all valid words. For example, "aahed" is the past tense exclamation of "aah," as in relaxation. And an "aalii" is a bushy tropical shrub.
|
||||
|
||||
Now I just need to write a `gawk` script to do the work of counting the letters in each word, and then print the relative frequency of each letter it finds.
|
||||
|
||||
### Counting letters
|
||||
|
||||
One way to count letters in `gawk` is to iterate through each character in each input line and count occurrences of each letter **a** to **z**. The `substr` function will return a substring of a given length, such as a single letter, from a larger string. For example, this code example will evaluate each character `c` from the input:
|
||||
|
||||
|
||||
```
|
||||
{
|
||||
len = length($0); for (i = 1; i <= len; i++) {
|
||||
c = substr($0, i, 1);
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
If I start with a global string `LETTERS` that contains the alphabet, I can use the `index` function to find the location of a single letter in the alphabet. I'll expand the `gawk` code example to evaluate only the letters **a** to **z** in the input:
|
||||
|
||||
|
||||
```
|
||||
BEGIN { LETTERS = "abcdefghijklmnopqrstuvwxyz" }
|
||||
|
||||
{
|
||||
len = length($0); for (i = 1; i <= len; i++) {
|
||||
c = substr($0, i, 1);
|
||||
ltr = index(LETTERS, c);
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
Note that the index function returns the first occurrence of the letter from the `LETTERS` string, starting with 1 at the first letter, or zero if not found. If I have an array that is 26 elements long, I can use the array to count the occurrences of each letter. I'll add this to my code example to increment (using `++`) the count for each letter as it appears in the input:
|
||||
|
||||
|
||||
```
|
||||
BEGIN { LETTERS = "abcdefghijklmnopqrstuvwxyz" }
|
||||
|
||||
{
|
||||
len = length($0); for (i = 1; i <= len; i++) {
|
||||
c = substr($0, i, 1);
|
||||
ltr = index(LETTERS, c);
|
||||
|
||||
if (ltr > 0) {
|
||||
++count[ltr];
|
||||
}
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
### Printing relative frequency
|
||||
|
||||
After the `gawk` script counts all the letters, I want to print the frequency of each letter it finds. I am not interested in the total number of each letter from the input, but rather the _relative frequency_ of each letter. The relative frequency scales the counts so that the letter with the fewest occurrences (such as the letter **q**) is set to 1, and other letters are relative to that.
|
||||
|
||||
I'll start with the count for the letter **a**, then compare that value to the counts for each of the other letters **b** to **z**:
|
||||
|
||||
|
||||
```
|
||||
END {
|
||||
min = count[1]; for (ltr = 2; ltr <= 26; ltr++) {
|
||||
if (count[ltr] < min) {
|
||||
min = count[ltr];
|
||||
}
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
At the end of that loop, the variable `min` contains the minimum count for any letter. I can use that to provide a scale for the counts to print the relative frequency of each letter. For example, if the letter with the lowest occurrence is **q**, then `min` will be equal to the **q** count.
|
||||
|
||||
Then I loop through each letter and print it with its relative frequency. I divide each count by `min` to print the relative frequency, which means the letter with the lowest count will be printed with a relative frequency of 1. If another letter appears twice as often as the lowest count, that letter will have a relative frequency of 2. I'm only interested in integer values here, so 2.1 and 2.9 are the same as 2 for my purposes:
|
||||
|
||||
|
||||
```
|
||||
END {
|
||||
min = count[1]; for (ltr = 2; ltr <= 26; ltr++) {
|
||||
if (count[ltr] < min) {
|
||||
min = count[ltr];
|
||||
}
|
||||
}
|
||||
|
||||
for (ltr = 1; ltr <= 26; ltr++) {
|
||||
print substr(LETTERS, ltr, 1), int(count[ltr] / min);
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
### Putting it all together
|
||||
|
||||
Now I have a `gawk` script that can count the relative frequency of letters in its input:
|
||||
|
||||
|
||||
```
|
||||
#!/usr/bin/gawk -f
|
||||
|
||||
# only count a-z, ignore A-Z and any other characters
|
||||
|
||||
BEGIN { LETTERS = "abcdefghijklmnopqrstuvwxyz" }
|
||||
|
||||
{
|
||||
len = length($0); for (i = 1; i <= len; i++) {
|
||||
c = substr($0, i, 1);
|
||||
ltr = index(LETTERS, c);
|
||||
|
||||
if (ltr > 0) {
|
||||
++count[ltr];
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
# print relative frequency of each letter
|
||||
|
||||
END {
|
||||
min = count[1]; for (ltr = 2; ltr <= 26; ltr++) {
|
||||
if (count[ltr] < min) {
|
||||
min = count[ltr];
|
||||
}
|
||||
}
|
||||
|
||||
for (ltr = 1; ltr <= 26; ltr++) {
|
||||
print substr(LETTERS, ltr, 1), int(count[ltr] / min);
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
I'll save that to a file called `letter-freq.awk` so that I can use it more easily from the command line.
|
||||
|
||||
If you prefer, you can also use `chmod +x` to make the file executable on its own. The `#!/usr/bin/gawk -f` on the first line means Linux will run it as a script using the `/usr/bin/gawk` program. And because the `gawk` command line uses `-f` to indicate which file it should use as a script, you need that hanging `-f` so that executing `letter-freq.awk` at the shell will be properly interpreted as running `/usr/bin/gawk -f letter-freq.awk` instead.
|
||||
|
||||
I can test the script with a few simple inputs. For example, if I feed the alphabet into my `gawk` script, each letter should have a relative frequency of 1:
|
||||
|
||||
|
||||
```
|
||||
$ echo abcdefghijklmnopqrstuvwxyz | gawk -f letter-freq.awk
|
||||
a 1
|
||||
b 1
|
||||
c 1
|
||||
d 1
|
||||
e 1
|
||||
f 1
|
||||
g 1
|
||||
h 1
|
||||
i 1
|
||||
j 1
|
||||
k 1
|
||||
l 1
|
||||
m 1
|
||||
n 1
|
||||
o 1
|
||||
p 1
|
||||
q 1
|
||||
r 1
|
||||
s 1
|
||||
t 1
|
||||
u 1
|
||||
v 1
|
||||
w 1
|
||||
x 1
|
||||
y 1
|
||||
z 1
|
||||
```
|
||||
|
||||
Repeating that example but adding an extra instance of the letter **e** will print the letter **e** with a relative frequency of 2 and every other letter as 1:
|
||||
|
||||
|
||||
```
|
||||
$ echo abcdeefghijklmnopqrstuvwxyz | gawk -f letter-freq.awk
|
||||
a 1
|
||||
b 1
|
||||
c 1
|
||||
d 1
|
||||
e 2
|
||||
f 1
|
||||
g 1
|
||||
h 1
|
||||
i 1
|
||||
j 1
|
||||
k 1
|
||||
l 1
|
||||
m 1
|
||||
n 1
|
||||
o 1
|
||||
p 1
|
||||
q 1
|
||||
r 1
|
||||
s 1
|
||||
t 1
|
||||
u 1
|
||||
v 1
|
||||
w 1
|
||||
x 1
|
||||
y 1
|
||||
z 1
|
||||
```
|
||||
|
||||
And now I can take the big step! I'll use the `grep` command with the `/usr/share/dict/words` file and identify the letter frequency for all words spelled entirely with lowercase letters:
|
||||
|
||||
|
||||
```
|
||||
$ grep '^[a-z]*$' /usr/share/dict/words | gawk -f letter-freq.awk
|
||||
a 53
|
||||
b 12
|
||||
c 28
|
||||
d 21
|
||||
e 72
|
||||
f 7
|
||||
g 15
|
||||
h 17
|
||||
i 58
|
||||
j 1
|
||||
k 5
|
||||
l 36
|
||||
m 19
|
||||
n 47
|
||||
o 47
|
||||
p 21
|
||||
q 1
|
||||
r 46
|
||||
s 48
|
||||
t 44
|
||||
u 25
|
||||
v 6
|
||||
w 4
|
||||
x 1
|
||||
y 13
|
||||
z 2
|
||||
```
|
||||
|
||||
Of all the lowercase words in the `/usr/share/dict/words` file, the letters **j**, **q**, and **x** occur least frequently. The letter **z** is also pretty rare. Not surprisingly, the letter **e** is the most frequently used.
|
||||
|
||||
--------------------------------------------------------------------------------
|
||||
|
||||
via: https://opensource.com/article/21/4/gawk-letter-game
|
||||
|
||||
作者:[Jim Hall][a]
|
||||
选题:[lujun9972][b]
|
||||
译者:[译者ID](https://github.com/译者ID)
|
||||
校对:[校对者ID](https://github.com/校对者ID)
|
||||
|
||||
本文由 [LCTT](https://github.com/LCTT/TranslateProject) 原创编译,[Linux中国](https://linux.cn/) 荣誉推出
|
||||
|
||||
[a]: https://opensource.com/users/jim-hall
|
||||
[b]: https://github.com/lujun9972
|
||||
[1]: https://opensource.com/sites/default/files/styles/image-full-size/public/lead-images/osdc-docdish-typewriterkeys-3.png?itok=NyBwMdK_ (Typewriter keys in multicolor)
|
||||
[2]: https://en.wikipedia.org/wiki/Letter_frequency
|
Loading…
Reference in New Issue
Block a user