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Difference between revisions of "How to create a frequency list?"
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==== Output : words-list.txt ==== | ==== Output : words-list.txt ==== | ||
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Revision as of 09:27, 18 December 2018
Nutshell : To start a recording session you needs
- one LinguaLibre user,
- one willing speaker, and
- a list of items to record with one item by line. One item can be any easy to read sign, word, sentence or paragraph. The most common use-case is to record a comprehensive words list for your target language.
After reading this page you will be able to create your own frequency list, clean and split into easy-to-handle files.
Getting my corpus
Download corpuses
You can download available corpuses in your language or collect your own corpus via some datamining. Corpuses are easily available for about 60 languages. Corpuses for rare language are likely missing, you will likely have to do some data mining.
Some research centers are curating the web to provide large corpuses to linguists and netizens alike.
- Jörg Tiedemann, 2009, News from OPUS - A Collection of Multilingual Parallel Corpora with Tools and Interfaces. In N. Nicolov and K. Bontcheva and G. Angelova and R. Mitkov (eds.) Recent Advances in Natural Language Processing (vol V), pages 237-248, John Benjamins, Amsterdam/Philadelphia
Datamining
When you have a solid corpus with 2 millions words, you can process it so you get a words frequency list.
For datamining, Python
and other languages are your friends to gather data and/or process various those directories of files.
From corpus to frequency data {item}{occurences}
Characters frequency (+sorted!)
$ grep -o '\S' myfile.txt | awk '{a[$1]++}END{for(k in a)print a[k],k}' | sort > myoutput.txt
Space-separated Words frequency (+sorted!):
$ grep -o '\w*' myfile.txt | awk '{a[$1]++}END{for(k in a)print a[k],k}' | sort > myoutput.txt # or $ awk '{a[$1]++}END{for(k in a)print a[k],k}' RS=" |\n" myfile.txt | sort > myfileout.txt
On all .txt of a folder and its subfolders
find -iname '*.txt' -exec cat {} \; | grep -o '\w*' | awk '{a[$1]++}END{for(k in a)print a[k],k}' | sort > myfileout.txt
Output : myfileout.txt
39626 aš 35938 ir 33361 tai 28520 tu'21th 26213 kad'toto ...
From frequency data to clean list of {item}s
Most sources provide wordlists with <word> <number_of_apparitions>
such as :
Input : frequency-list.txt
39626 aš 35938 ir 33361 tai 28520 tu'21th 26213 kad'toto ...
Command
To clean up, we recommend sed’s -r
or -E
:
sed -E 's/^[0-9]+ /# /g' frequency-list.txt > words-list.txt
Output : words-list.txt
# aš # ir # tai # tu'21th # kad'toto # ...
This final result is what you want for LinguaLibre.
Splitting the file
Words-lists files generally are be over 10k lines long, thus not convenient to run recording sessions. Given 1000 recordings per hour via LinguaLibre and 3 hours sessions being quite good andintense, we recommend sub-files of : - 1000 lines, so you use 1, 2 or 3 files per session ; - 3000 lines, so you use 1 file per session and kill it off like a warrior
See How to split a large text file into smaller files with equal number of lines in terminal?
split -d -l 2000 FRA-mysource-words-list.txt FRA-mysource-words-list-
Manual:
$ split --help Usage: split [OPTION] [INPUT [PREFIX]] Output fixed-size pieces of INPUT to PREFIXaa, PREFIXab, ...; default size is 1000 lines, and default PREFIX is `x'. With no INPUT, or when INPUT is -, read standard input. Mandatory arguments to long options are mandatory for short options too. -a, --suffix-length=N use suffixes of length N (default 2) -b, --bytes=SIZE put SIZE bytes per output file -C, --line-bytes=SIZE put at most SIZE bytes of lines per output file -d, --numeric-suffixes use numeric suffixes instead of alphabetic -l, --lines=NUMBER put NUMBER lines per output file --verbose print a diagnostic to standard error just before each output file is opened --help display this help and exit --version output version information and exit
Counting lines of a file
wc -l filename.txt # -l : lines
See sample of a file
head -n 50 filename.txt # -n : number of line