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tiedeman  committed aa862dc

first release of the blacklist classifier

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+                   GNU LESSER GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
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+
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+
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+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
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+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
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+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU General Public License as published by
+    the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU General Public License for more details.
+
+    You should have received a copy of the GNU General Public License
+    along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+    <program>  Copyright (C) <year>  <name of author>
+    This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+    This is free software, and you are welcome to redistribute it
+    under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License.  Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+<http://www.gnu.org/licenses/>.
+
+  The GNU General Public License does not permit incorporating your program
+into proprietary programs.  If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
+the library.  If this is what you want to do, use the GNU Lesser General
+Public License instead of this License.  But first, please read
+<http://www.gnu.org/philosophy/why-not-lgpl.html>.
+#
+#    Classifier for language discrimination based on blacklists v0.1
+#    Copyright 2012 Joerg Tiedemann
+#
+#    This program is free software: you can redistribute it and/or modify
+#    it under the terms of the GNU Lesser General Public License as published
+#    by the Free Software Foundation, either version 3 of the License, or
+#    (at your option) any later version.
+#
+#    This program is distributed in the hope that it will be useful,
+#    but WITHOUT ANY WARRANTY; without even the implied warranty of
+#    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+#    GNU Lesser General Public License for more details.
+#
+#    You should have received a copy of the GNU Lesser General Public License
+#    along with this program.  If not, see <http://www.gnu.org/licenses/>.
+#
+#----------------------------------------------------------------------------
+# This Makefile is not for installing the software but for testing it only!
+#----------------------------------------------------------------------------
+#  make train .............. train blacklists from given training data
+#  make test ............... test the classifier with the given test data
+#  make learning_curve ..... train and test with incremental training data
+#----------------------------------------------------------------------------
+
+
+
+TRAINDATA = 	data/train/bhs_sr.txt.gz \
+		data/train/bhs_hr.txt.gz \
+		data/train/bhs_bs.txt.gz
+
+TESTDATA = 	data/eval/politika.rs.200.check \
+		data/eval/vecernji.hr.200.check \
+		data/eval/dnevniavaz.ba.200.check
+
+LANGS = sr hr bs
+CLASSIFIER = ./blacklist_classifier.pl
+
+
+test:
+	${CLASSIFIER} -i sr hr bs \
+		< data/eval/politika.rs.200.check \
+		> politika.rs.200.check.guess
+	sort politika.rs.200.check.guess | uniq -c
+	${CLASSIFIER} -i sr hr bs \
+		< data/eval/vecernji.hr.200.check \
+		> vecernji.hr.200.check.guess
+	sort vecernji.hr.200.check.guess | uniq -c
+	${CLASSIFIER} -i sr hr bs \
+		< data/eval/dnevniavaz.ba.200.check \
+		> dnevniavaz.ba.200.check.guess
+	sort dnevniavaz.ba.200.check.guess | uniq -c
+
+train:
+	${CLASSIFIER} -t "${TRAINDATA}" sr hr bs
+
+learning_curve: experiments/run.out
+
+experiments/run.out: ${TRAINDATA} ${TESTDATA}
+	mkdir -p $(shell dirname $@)
+	${CLASSIFIER} -t "${TRAINDATA}" -e "${TESTDATA}" \
+			-F 1000 -T 3000000 -L 2 sr hr bs \
+			> $@ 2>$@.err
+	grep acc $@ > $@.accuracy
+	grep total $@ > $@.size
+	grep 'training took:' $@.err > $@.traintime
+	grep 'classification took:' $@.err > $@.testtime
+-----------------------------------------------------------------------------
+
+Blacklist Classifier v 0.1
+
+Classifier for language discrimination based on blacklists
+Copyright 2012 Joerg Tiedemann
+
+-----------------------------------------------------------------------------
+
+This script requires Perl and nothing else. No special installation is
+required. Test the script using the provided GNU Makefile:
+
+  make test
+
+Test training blacklists using the provided training data:
+
+  make train
+
+Run training and testing on incremental training data:
+
+  make learning_curve
+
+-----------------------------------------------------------------------------
+ USAGE:
+-----------------------------------------------------------------------------
+
+ classification:
+   blacklist_classifier.pl [OPTIONS] lang1 lang2 ... < file
+
+ training:
+   blacklist_classifier.pl -n [OPTIONS] text1 text2 > blacklist.txt
+   blacklist_classifier.pl [OPTIONS] -t "t1.txt t2.txt ..." lang1 lang2 ...
+
+ run experiments:
+   blacklist_classifier.pl -t "t1.txt t2.txt ..." \
+                           -e "e1.txt e2.txt ..." \
+                           lang1 lang2 ...
+
+-----------------------------------------------------------------------------
+
+ - lang1 lang2 ... are language ID's
+ - blacklists are expected in <BlackListDir>/<lang1-lang2.txt
+ - t1.txt t2.txt ... are training data files (in UTF-8)
+ - e1.txt e2.txt ... are training data files (in UTF-8)
+ - the order of languages needs to be the same for training data, eval data
+   as given by the command line arguments (lang1 lang2 ..)
+
+-----------------------------------------------------------------------------
+
+ OPTIONS:
+
+ -a <freq> ...... min freq for common words
+ -b <freq> ...... max freq for uncommon words
+ -c <score> ..... min difference score to be relevant
+ -d <dir> ....... directory of black lists
+ -i ............. classify each line separately
+ -m <number> .... use approximately <number> tokens to traing/classify
+ -n ............. train a new black list
+ -v ............. verbose mode
+
+ -U ............. don't lowercase
+ -S ............. don't tokenize (use the string as it is)
+ -A ............. don't discard tokens with non-alphabetic characters
+

File blacklist/hr-bs.txt

+-0.854289923116163	mečeve	1	13
+1	španjolsku	28	
+1	ulagačko	12	
+1	prosinac	105	
+-0.838978058301149	formalni	3	35
+1	prometni	12	
+0.954446761962161	načelima	84	2
+-0.805819330628547	dostavu	2	19
+1	pripala	15	
+1	crpki	28	
+1	boravilo	12	
+1	registarske	10	
+-0.854289923116163	otkupi	1	13
+-0.95287543252052	usuglasili	3	127
+-0.892591258928404	eventualnu	1	18
+1	proračune	16	
+0.849153121568153	promijenjen	12	1
+1	županiji	10	
+1	kazališnih	35	
+1	sučele	11	
+1	iskazivanje	15	
+-0.987983406998078	učešće	2	338
+1	manjkavosti	58	
+1	redoviti	15	
+-0.950794704282894	porekao	2	81
+1	zemljopisno	11	
+1	ocjenjivački	27	
+0.965938314280505	diplomat	113	2
+-0.991000503092326	evropa	1	226
+0.836560421268163	nasljeđem	11	1
+1	razvidan	13	
+1	stječe	47	
+1	izvanredni	53	
+-0.997618848069907	nivou	1	857
+0.869294351409612	nezabilježen	14	1
+-0.936196708312082	obimu	1	31
+0.854748782851521	neslužbenog	25	2
+-0.863989999047302	rodbini	1	14
+1	lipanj	158	
+0.896841901522041	obiteljskog	18	1
+1	priključili	20	
+0.948449587107685	središnji	37	1
+1	zahtijevat	18	
+1	nazočiti	78	
+1	izniman	27	
+-0.975969858345676	centralnom	1	84
+0.836560421268163	slamanju	11	1
+1	uzvikivali	14	
+0.849153121568153	iskaznicu	12	1
+0.803803435314514	prekomjernog	18	2
+0.821673741820662	stanjima	10	1
+0.996153418813361	dužnosnika	508	1
+1	prvotna	11	
+-0.854289923116163	istupi	1	13
+-0.973473918460848	prevazići	1	76
+0.977228966764921	inozemne	85	1
+1	znanstvenicima	20	
+1	kavu	19	
+1	čimbenika	108	
+1	umirovljenih	21	
+-0.81462847492659	razmiricama	1	10
+-0.907223579184279	mis	1	21
+0.930024850453371	utaje	27	1
+0.810145297617624	učinku	28	3
+1	ravnateljem	26	
+0.955482559200511	zanima	43	1
+1	računalni	22	
+1	proračunskim	26	
+1	baštine	53	
+1	izgredima	12	
+0.906676356891532	popravak	20	1
+0.921620744268863	opskrbljivača	24	1
+1	goleme	10	
+-0.868371329846482	formalne	2	29
+0.983544742134121	njezini	118	1
+-0.913140055412959	desetina	2	45
+1	tisuća	222	
+0.955482559200511	izišlo	43	1
+-0.89795591829138	zamisli	1	19
+-0.830048423436161	gajiti	1	11
+-0.956550133123887	zavisnosti	1	46
+0.891104174737053	izbornika	17	1
+1	priopćenju	607	
+1	nabavu	30	
+1	gospodarsku	237	
+-0.843099996358911	narastao	1	12
+1	konca	544	
+0.849153121568153	stanke	24	2
+0.940633924600966	citira	32	1
+1	priopćena	17	
+1	ubojica	13	
+1	rujnu	205	
+0.906676356891532	pojedinosti	20	1
+1	znanstveno	17	
+0.836560421268163	iziđe	11	1
+1	crpke	10	
+1	europsku	287	
+1	uporabi	44	
+1	popise	15	
+1	poduprli	56	
+1	povijesnom	47	
+1	poduprijet	13	
+0.821673741820662	aktualni	10	1
+1	tečaja	30	
+1	talijanskim	28	
+-0.97239884970643	meču	1	73
+0.873516406185737	kolosijeka	29	2
+1	naprosto	18	
+1	svibnju	271	
+1	židovi	11	
+-0.969054347246457	učešća	2	130
+0.970326448450824	demokraciji	65	1
+1	podupirala	14	
+-0.89795591829138	omladinske	1	19
+-0.836834792324048	rampama	2	23
+0.849153121568153	biračko	12	1
+0.9109224102492	djelovao	21	1
+-0.918347165678883	zadnjoj	1	24
+-0.938128880222607	demonstranti	3	96
+1	msp-om	11	
+1	sustave	47	
+0.877474234326592	školstvu	30	2
+0.940633924600966	ahtisaaria	32	1
+1	proračunom	40	
+-0.843099996358911	minhenu	1	12
+0.983405265873	kojemu	117	1
+-0.94248335922929	rangu	2	69
+0.959614839930182	pristaše	95	2
+1	predsjedanje	54	
+0.949772107597061	kazalištu	38	1
+-0.822673038757655	shodno	2	21
+0.930024850453371	znatna	27	1
+1	siječanj	145	
+1	al-qaeda	31	
+0.877474234326592	usporediti	15	1
+1	obiteljskih	16	
+1	proračunske	32	
+1	razina	158	
+1	idućim	20	
+0.924637777800384	brojke	75	3
+1	zemljopisni	11	
+1	schengenskoj	34	
+1	tiskani	11	
+0.829441299475285	dosegnuvši	21	2
+1	ocjenjivačkog	38	
+0.884690582974605	podignuo	32	2
+1	veleposlanik	363	
+0.906676356891532	dovršiti	40	2
+0.85994415115505	vancouveru	13	1
+1	utvrda	19	
+-0.989836513801398	narednog	1	200
+0.854748782851521	prognozirao	25	2
+-0.988053670621095	kog	1	170
+1	dužnosnica	26	
+1	nazočnošću	10	
+-0.89795591829138	drevna	1	19
+0.948449587107685	uvjetom	37	1
+1	pomirbe	10	
+-0.81462847492659	materijalnih	1	10
+-0.830048423436161	stremiti	1	11
+1	elektroničke	15	
+1	dopušta	10	
+-0.975090937697287	liderom	1	81
+1	konzultacija	40	
+0.866319491657977	kaznene	41	3
+1	forenzični	10	
+1	nazočila	24	
+1	spilje	14	
+1	zajma	22	
+-0.947642259765036	tračnicama	1	38
+1	konzultacije	47	
+-0.961826964389014	prosto	2	105
+1	priključile	33	
+1	pričekati	28	
+1	nogometu	31	
+-0.902810181231619	privrednih	3	60
+1	redatelj	95	
+1	jednotjedni	12	
+1	oporbeni	85	
+0.98516559462633	zapreke	131	1
+1	snošljivost	16	
+-0.956550133123887	generalnog	3	138
+1	izvješćuju	42	
+1	priopćili	147	
+1	nazočit	10	
+1	predsjedao	23	
+-0.914948014961509	kartama	1	23
+1	obvezujuća	13	
+1	obvezujući	30	
+1	priljev	57	
+0.955482559200511	suradnjom	43	1
+1	tvrtka	715	
+1	nazočnosti	82	
+1	opozicijska	21	
+0.877474234326592	odgodom	15	1
+-0.843099996358911	pusti	1	12
+1	temeljenog	30	
+-0.854289923116163	daljeg	1	13
+-0.970399390525685	zavisno	1	68
+-0.902810181231619	pravičnih	1	20
+1	razvitku	183	
+0.836560421268163	fenomena	11	1
+0.965639416994525	neovisnog	56	1
+1	prevoditelj	10	
+-0.81462847492659	pravcem	1	10
+1	dakako	17	
+1	tisuću	20	
+1	nizozemski	59	
+-0.884494810323094	korumpiranosti	3	50
+1	tvrtku	113	
+1	zajamčiti	17	
+1	odljeva	16	
+1	utemeljenje	25	
+1	prvotnu	11	
+-0.982237417019819	protesti	1	114
+1	točka	91	
+0.836560421268163	nestrpljenjem	11	1
+1	mimohodu	18	
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