diff --git a/README.md b/README.md
index 0018b0eabc86fa55d40abdf05749121c4e7ee58b..b7d177b8f4f4dda9c30de12cef1f5085e40614a3 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,853 @@
----
-license: eupl-1.2
----
+Hugging Face's logo
+Hugging Face
+Models
+Datasets
+Spaces
+Community
+Docs
+Enterprise
+Pricing
+
+
+Datasets:
+EuropeanParliament
+/
+Eurovoc 
+
+like
+6
+
+Following
+European Parliament
+59
+Modalities:
+Text
+Formats:
+json
+Size:
+1M - 10M
+ArXiv:
+
+arxiv:
+2010.12871
+Libraries:
+Datasets
+pandas
+
+Croissant
++ 1
+License:
+
+eupl-1.2
+Dataset card
+Data Studio
+Files and versions
+xet
+Community
+6
+Settings
+Eurovoc
+/
+README.md
+
+scampion's picture
+scampion
+Update README.md
+7b2d120
+verified
+almost 2 years ago
+preview
+code
+|
+raw
+
+Copy download link
+history
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+edit
+delete
+
+25.2 kB
+---
+license: eupl-1.2
+configs:
+- config_name: 1996-03
+  data_files: "files/1996-03.jsonl.gz"
+- config_name: 1996-04
+  data_files: "files/1996-04.jsonl.gz"
+- config_name: 1996-05
+  data_files: "files/1996-05.jsonl.gz"
+- config_name: 1996-06
+  data_files: "files/1996-06.jsonl.gz"
+- config_name: 1996-07
+  data_files: "files/1996-07.jsonl.gz"
+- config_name: 1996-08
+  data_files: "files/1996-08.jsonl.gz"
+- config_name: 1996-09
+  data_files: "files/1996-09.jsonl.gz"
+- config_name: 1996-10
+  data_files: "files/1996-10.jsonl.gz"
+- config_name: 1996-11
+  data_files: "files/1996-11.jsonl.gz"
+- config_name: 1996-12
+  data_files: "files/1996-12.jsonl.gz"
+- config_name: 1997-01
+  data_files: "files/1997-01.jsonl.gz"
+- config_name: 1997-02
+  data_files: "files/1997-02.jsonl.gz"
+- config_name: 1997-03
+  data_files: "files/1997-03.jsonl.gz"
+- config_name: 1997-04
+  data_files: "files/1997-04.jsonl.gz"
+- config_name: 1997-05
+  data_files: "files/1997-05.jsonl.gz"
+- config_name: 1997-06
+  data_files: "files/1997-06.jsonl.gz"
+- config_name: 1997-07
+  data_files: "files/1997-07.jsonl.gz"
+- config_name: 1997-08
+  data_files: "files/1997-08.jsonl.gz"
+- config_name: 1997-09
+  data_files: "files/1997-09.jsonl.gz"
+- config_name: 1997-10
+  data_files: "files/1997-10.jsonl.gz"
+- config_name: 1997-11
+  data_files: "files/1997-11.jsonl.gz"
+- config_name: 1997-12
+  data_files: "files/1997-12.jsonl.gz"
+- config_name: 1998-01
+  data_files: "files/1998-01.jsonl.gz"
+- config_name: 1998-02
+  data_files: "files/1998-02.jsonl.gz"
+- config_name: 1998-03
+  data_files: "files/1998-03.jsonl.gz"
+- config_name: 1998-04
+  data_files: "files/1998-04.jsonl.gz"
+- config_name: 1998-05
+  data_files: "files/1998-05.jsonl.gz"
+- config_name: 1998-06
+  data_files: "files/1998-06.jsonl.gz"
+- config_name: 1998-07
+  data_files: "files/1998-07.jsonl.gz"
+- config_name: 1998-08
+  data_files: "files/1998-08.jsonl.gz"
+- config_name: 1998-09
+  data_files: "files/1998-09.jsonl.gz"
+- config_name: 1998-10
+  data_files: "files/1998-10.jsonl.gz"
+- config_name: 1998-11
+  data_files: "files/1998-11.jsonl.gz"
+- config_name: 1998-12
+  data_files: "files/1998-12.jsonl.gz"
+- config_name: 1999-01
+  data_files: "files/1999-01.jsonl.gz"
+- config_name: 1999-02
+  data_files: "files/1999-02.jsonl.gz"
+- config_name: 1999-03
+  data_files: "files/1999-03.jsonl.gz"
+- config_name: 1999-04
+  data_files: "files/1999-04.jsonl.gz"
+- config_name: 1999-05
+  data_files: "files/1999-05.jsonl.gz"
+- config_name: 1999-06
+  data_files: "files/1999-06.jsonl.gz"
+- config_name: 1999-07
+  data_files: "files/1999-07.jsonl.gz"
+- config_name: 1999-08
+  data_files: "files/1999-08.jsonl.gz"
+- config_name: 1999-09
+  data_files: "files/1999-09.jsonl.gz"
+- config_name: 1999-10
+  data_files: "files/1999-10.jsonl.gz"
+- config_name: 1999-11
+  data_files: "files/1999-11.jsonl.gz"
+- config_name: 1999-12
+  data_files: "files/1999-12.jsonl.gz"
+- config_name: 2000-01
+  data_files: "files/2000-01.jsonl.gz"
+- config_name: 2000-02
+  data_files: "files/2000-02.jsonl.gz"
+- config_name: 2000-03
+  data_files: "files/2000-03.jsonl.gz"
+- config_name: 2000-04
+  data_files: "files/2000-04.jsonl.gz"
+- config_name: 2000-05
+  data_files: "files/2000-05.jsonl.gz"
+- config_name: 2000-06
+  data_files: "files/2000-06.jsonl.gz"
+- config_name: 2000-07
+  data_files: "files/2000-07.jsonl.gz"
+- config_name: 2000-08
+  data_files: "files/2000-08.jsonl.gz"
+- config_name: 2000-09
+  data_files: "files/2000-09.jsonl.gz"
+- config_name: 2000-10
+  data_files: "files/2000-10.jsonl.gz"
+- config_name: 2000-11
+  data_files: "files/2000-11.jsonl.gz"
+- config_name: 2000-12
+  data_files: "files/2000-12.jsonl.gz"
+- config_name: 2001-01
+  data_files: "files/2001-01.jsonl.gz"
+- config_name: 2001-02
+  data_files: "files/2001-02.jsonl.gz"
+- config_name: 2001-03
+  data_files: "files/2001-03.jsonl.gz"
+- config_name: 2001-04
+  data_files: "files/2001-04.jsonl.gz"
+- config_name: 2001-05
+  data_files: "files/2001-05.jsonl.gz"
+- config_name: 2001-06
+  data_files: "files/2001-06.jsonl.gz"
+- config_name: 2001-07
+  data_files: "files/2001-07.jsonl.gz"
+- config_name: 2001-08
+  data_files: "files/2001-08.jsonl.gz"
+- config_name: 2001-09
+  data_files: "files/2001-09.jsonl.gz"
+- config_name: 2001-10
+  data_files: "files/2001-10.jsonl.gz"
+- config_name: 2001-11
+  data_files: "files/2001-11.jsonl.gz"
+- config_name: 2001-12
+  data_files: "files/2001-12.jsonl.gz"
+- config_name: 2002-01
+  data_files: "files/2002-01.jsonl.gz"
+- config_name: 2002-02
+  data_files: "files/2002-02.jsonl.gz"
+- config_name: 2002-03
+  data_files: "files/2002-03.jsonl.gz"
+- config_name: 2002-04
+  data_files: "files/2002-04.jsonl.gz"
+- config_name: 2002-05
+  data_files: "files/2002-05.jsonl.gz"
+- config_name: 2002-06
+  data_files: "files/2002-06.jsonl.gz"
+- config_name: 2002-07
+  data_files: "files/2002-07.jsonl.gz"
+- config_name: 2002-08
+  data_files: "files/2002-08.jsonl.gz"
+- config_name: 2002-09
+  data_files: "files/2002-09.jsonl.gz"
+- config_name: 2002-10
+  data_files: "files/2002-10.jsonl.gz"
+- config_name: 2002-11
+  data_files: "files/2002-11.jsonl.gz"
+- config_name: 2002-12
+  data_files: "files/2002-12.jsonl.gz"
+- config_name: 2003-01
+  data_files: "files/2003-01.jsonl.gz"
+- config_name: 2003-02
+  data_files: "files/2003-02.jsonl.gz"
+- config_name: 2003-03
+  data_files: "files/2003-03.jsonl.gz"
+- config_name: 2003-04
+  data_files: "files/2003-04.jsonl.gz"
+- config_name: 2003-05
+  data_files: "files/2003-05.jsonl.gz"
+- config_name: 2003-06
+  data_files: "files/2003-06.jsonl.gz"
+- config_name: 2003-07
+  data_files: "files/2003-07.jsonl.gz"
+- config_name: 2003-08
+  data_files: "files/2003-08.jsonl.gz"
+- config_name: 2003-09
+  data_files: "files/2003-09.jsonl.gz"
+- config_name: 2003-10
+  data_files: "files/2003-10.jsonl.gz"
+- config_name: 2003-11
+  data_files: "files/2003-11.jsonl.gz"
+- config_name: 2003-12
+  data_files: "files/2003-12.jsonl.gz"
+- config_name: 2004-01
+  data_files: "files/2004-01.jsonl.gz"
+- config_name: 2004-02
+  data_files: "files/2004-02.jsonl.gz"
+- config_name: 2004-03
+  data_files: "files/2004-03.jsonl.gz"
+- config_name: 2004-04
+  data_files: "files/2004-04.jsonl.gz"
+- config_name: 2004-05
+  data_files: "files/2004-05.jsonl.gz"
+- config_name: 2004-06
+  data_files: "files/2004-06.jsonl.gz"
+- config_name: 2004-07
+  data_files: "files/2004-07.jsonl.gz"
+- config_name: 2004-08
+  data_files: "files/2004-08.jsonl.gz"
+- config_name: 2004-09
+  data_files: "files/2004-09.jsonl.gz"
+- config_name: 2004-10
+  data_files: "files/2004-10.jsonl.gz"
+- config_name: 2004-11
+  data_files: "files/2004-11.jsonl.gz"
+- config_name: 2004-12
+  data_files: "files/2004-12.jsonl.gz"
+- config_name: 2005-01
+  data_files: "files/2005-01.jsonl.gz"
+- config_name: 2005-02
+  data_files: "files/2005-02.jsonl.gz"
+- config_name: 2005-03
+  data_files: "files/2005-03.jsonl.gz"
+- config_name: 2005-04
+  data_files: "files/2005-04.jsonl.gz"
+- config_name: 2005-05
+  data_files: "files/2005-05.jsonl.gz"
+- config_name: 2005-06
+  data_files: "files/2005-06.jsonl.gz"
+- config_name: 2005-07
+  data_files: "files/2005-07.jsonl.gz"
+- config_name: 2005-08
+  data_files: "files/2005-08.jsonl.gz"
+- config_name: 2005-09
+  data_files: "files/2005-09.jsonl.gz"
+- config_name: 2005-10
+  data_files: "files/2005-10.jsonl.gz"
+- config_name: 2005-11
+  data_files: "files/2005-11.jsonl.gz"
+- config_name: 2005-12
+  data_files: "files/2005-12.jsonl.gz"
+- config_name: 2006-01
+  data_files: "files/2006-01.jsonl.gz"
+- config_name: 2006-02
+  data_files: "files/2006-02.jsonl.gz"
+- config_name: 2006-03
+  data_files: "files/2006-03.jsonl.gz"
+- config_name: 2006-04
+  data_files: "files/2006-04.jsonl.gz"
+- config_name: 2006-05
+  data_files: "files/2006-05.jsonl.gz"
+- config_name: 2006-06
+  data_files: "files/2006-06.jsonl.gz"
+- config_name: 2006-07
+  data_files: "files/2006-07.jsonl.gz"
+- config_name: 2006-08
+  data_files: "files/2006-08.jsonl.gz"
+- config_name: 2006-09
+  data_files: "files/2006-09.jsonl.gz"
+- config_name: 2006-10
+  data_files: "files/2006-10.jsonl.gz"
+- config_name: 2006-11
+  data_files: "files/2006-11.jsonl.gz"
+- config_name: 2006-12
+  data_files: "files/2006-12.jsonl.gz"
+- config_name: 2007-01
+  data_files: "files/2007-01.jsonl.gz"
+- config_name: 2007-02
+  data_files: "files/2007-02.jsonl.gz"
+- config_name: 2007-03
+  data_files: "files/2007-03.jsonl.gz"
+- config_name: 2007-04
+  data_files: "files/2007-04.jsonl.gz"
+- config_name: 2007-05
+  data_files: "files/2007-05.jsonl.gz"
+- config_name: 2007-06
+  data_files: "files/2007-06.jsonl.gz"
+- config_name: 2007-07
+  data_files: "files/2007-07.jsonl.gz"
+- config_name: 2007-08
+  data_files: "files/2007-08.jsonl.gz"
+- config_name: 2007-09
+  data_files: "files/2007-09.jsonl.gz"
+- config_name: 2007-10
+  data_files: "files/2007-10.jsonl.gz"
+- config_name: 2007-11
+  data_files: "files/2007-11.jsonl.gz"
+- config_name: 2007-12
+  data_files: "files/2007-12.jsonl.gz"
+- config_name: 2008-01
+  data_files: "files/2008-01.jsonl.gz"
+- config_name: 2008-02
+  data_files: "files/2008-02.jsonl.gz"
+- config_name: 2008-03
+  data_files: "files/2008-03.jsonl.gz"
+- config_name: 2008-04
+  data_files: "files/2008-04.jsonl.gz"
+- config_name: 2008-05
+  data_files: "files/2008-05.jsonl.gz"
+- config_name: 2008-06
+  data_files: "files/2008-06.jsonl.gz"
+- config_name: 2008-07
+  data_files: "files/2008-07.jsonl.gz"
+- config_name: 2008-08
+  data_files: "files/2008-08.jsonl.gz"
+- config_name: 2008-09
+  data_files: "files/2008-09.jsonl.gz"
+- config_name: 2008-10
+  data_files: "files/2008-10.jsonl.gz"
+- config_name: 2008-11
+  data_files: "files/2008-11.jsonl.gz"
+- config_name: 2008-12
+  data_files: "files/2008-12.jsonl.gz"
+- config_name: 2009-01
+  data_files: "files/2009-01.jsonl.gz"
+- config_name: 2009-02
+  data_files: "files/2009-02.jsonl.gz"
+- config_name: 2009-03
+  data_files: "files/2009-03.jsonl.gz"
+- config_name: 2009-04
+  data_files: "files/2009-04.jsonl.gz"
+- config_name: 2009-05
+  data_files: "files/2009-05.jsonl.gz"
+- config_name: 2009-06
+  data_files: "files/2009-06.jsonl.gz"
+- config_name: 2009-07
+  data_files: "files/2009-07.jsonl.gz"
+- config_name: 2009-08
+  data_files: "files/2009-08.jsonl.gz"
+- config_name: 2009-09
+  data_files: "files/2009-09.jsonl.gz"
+- config_name: 2009-10
+  data_files: "files/2009-10.jsonl.gz"
+- config_name: 2009-11
+  data_files: "files/2009-11.jsonl.gz"
+- config_name: 2009-12
+  data_files: "files/2009-12.jsonl.gz"
+- config_name: 2010-01
+  data_files: "files/2010-01.jsonl.gz"
+- config_name: 2010-02
+  data_files: "files/2010-02.jsonl.gz"
+- config_name: 2010-03
+  data_files: "files/2010-03.jsonl.gz"
+- config_name: 2010-04
+  data_files: "files/2010-04.jsonl.gz"
+- config_name: 2010-05
+  data_files: "files/2010-05.jsonl.gz"
+- config_name: 2010-06
+  data_files: "files/2010-06.jsonl.gz"
+- config_name: 2010-07
+  data_files: "files/2010-07.jsonl.gz"
+- config_name: 2010-08
+  data_files: "files/2010-08.jsonl.gz"
+- config_name: 2010-09
+  data_files: "files/2010-09.jsonl.gz"
+- config_name: 2010-10
+  data_files: "files/2010-10.jsonl.gz"
+- config_name: 2010-11
+  data_files: "files/2010-11.jsonl.gz"
+- config_name: 2010-12
+  data_files: "files/2010-12.jsonl.gz"
+- config_name: 2011-01
+  data_files: "files/2011-01.jsonl.gz"
+- config_name: 2011-02
+  data_files: "files/2011-02.jsonl.gz"
+- config_name: 2011-03
+  data_files: "files/2011-03.jsonl.gz"
+- config_name: 2011-04
+  data_files: "files/2011-04.jsonl.gz"
+- config_name: 2011-05
+  data_files: "files/2011-05.jsonl.gz"
+- config_name: 2011-06
+  data_files: "files/2011-06.jsonl.gz"
+- config_name: 2011-07
+  data_files: "files/2011-07.jsonl.gz"
+- config_name: 2011-08
+  data_files: "files/2011-08.jsonl.gz"
+- config_name: 2011-09
+  data_files: "files/2011-09.jsonl.gz"
+- config_name: 2011-10
+  data_files: "files/2011-10.jsonl.gz"
+- config_name: 2011-11
+  data_files: "files/2011-11.jsonl.gz"
+- config_name: 2011-12
+  data_files: "files/2011-12.jsonl.gz"
+- config_name: 2012-01
+  data_files: "files/2012-01.jsonl.gz"
+- config_name: 2012-02
+  data_files: "files/2012-02.jsonl.gz"
+- config_name: 2012-03
+  data_files: "files/2012-03.jsonl.gz"
+- config_name: 2012-04
+  data_files: "files/2012-04.jsonl.gz"
+- config_name: 2012-05
+  data_files: "files/2012-05.jsonl.gz"
+- config_name: 2012-06
+  data_files: "files/2012-06.jsonl.gz"
+- config_name: 2012-07
+  data_files: "files/2012-07.jsonl.gz"
+- config_name: 2012-08
+  data_files: "files/2012-08.jsonl.gz"
+- config_name: 2012-09
+  data_files: "files/2012-09.jsonl.gz"
+- config_name: 2012-10
+  data_files: "files/2012-10.jsonl.gz"
+- config_name: 2012-11
+  data_files: "files/2012-11.jsonl.gz"
+- config_name: 2012-12
+  data_files: "files/2012-12.jsonl.gz"
+- config_name: 2013-01
+  data_files: "files/2013-01.jsonl.gz"
+- config_name: 2013-02
+  data_files: "files/2013-02.jsonl.gz"
+- config_name: 2013-03
+  data_files: "files/2013-03.jsonl.gz"
+- config_name: 2013-04
+  data_files: "files/2013-04.jsonl.gz"
+- config_name: 2013-05
+  data_files: "files/2013-05.jsonl.gz"
+- config_name: 2013-06
+  data_files: "files/2013-06.jsonl.gz"
+- config_name: 2013-07
+  data_files: "files/2013-07.jsonl.gz"
+- config_name: 2013-08
+  data_files: "files/2013-08.jsonl.gz"
+- config_name: 2013-09
+  data_files: "files/2013-09.jsonl.gz"
+- config_name: 2013-10
+  data_files: "files/2013-10.jsonl.gz"
+- config_name: 2013-11
+  data_files: "files/2013-11.jsonl.gz"
+- config_name: 2013-12
+  data_files: "files/2013-12.jsonl.gz"
+- config_name: 2014-01
+  data_files: "files/2014-01.jsonl.gz"
+- config_name: 2014-02
+  data_files: "files/2014-02.jsonl.gz"
+- config_name: 2014-03
+  data_files: "files/2014-03.jsonl.gz"
+- config_name: 2014-04
+  data_files: "files/2014-04.jsonl.gz"
+- config_name: 2014-05
+  data_files: "files/2014-05.jsonl.gz"
+- config_name: 2014-06
+  data_files: "files/2014-06.jsonl.gz"
+- config_name: 2014-07
+  data_files: "files/2014-07.jsonl.gz"
+- config_name: 2014-08
+  data_files: "files/2014-08.jsonl.gz"
+- config_name: 2014-09
+  data_files: "files/2014-09.jsonl.gz"
+- config_name: 2014-10
+  data_files: "files/2014-10.jsonl.gz"
+- config_name: 2014-11
+  data_files: "files/2014-11.jsonl.gz"
+- config_name: 2014-12
+  data_files: "files/2014-12.jsonl.gz"
+- config_name: 2015-01
+  data_files: "files/2015-01.jsonl.gz"
+- config_name: 2015-02
+  data_files: "files/2015-02.jsonl.gz"
+- config_name: 2015-03
+  data_files: "files/2015-03.jsonl.gz"
+- config_name: 2015-04
+  data_files: "files/2015-04.jsonl.gz"
+- config_name: 2015-05
+  data_files: "files/2015-05.jsonl.gz"
+- config_name: 2015-06
+  data_files: "files/2015-06.jsonl.gz"
+- config_name: 2015-07
+  data_files: "files/2015-07.jsonl.gz"
+- config_name: 2015-08
+  data_files: "files/2015-08.jsonl.gz"
+- config_name: 2015-09
+  data_files: "files/2015-09.jsonl.gz"
+- config_name: 2015-10
+  data_files: "files/2015-10.jsonl.gz"
+- config_name: 2015-11
+  data_files: "files/2015-11.jsonl.gz"
+- config_name: 2015-12
+  data_files: "files/2015-12.jsonl.gz"
+- config_name: 2016-01
+  data_files: "files/2016-01.jsonl.gz"
+- config_name: 2016-02
+  data_files: "files/2016-02.jsonl.gz"
+- config_name: 2016-03
+  data_files: "files/2016-03.jsonl.gz"
+- config_name: 2016-04
+  data_files: "files/2016-04.jsonl.gz"
+- config_name: 2016-05
+  data_files: "files/2016-05.jsonl.gz"
+- config_name: 2016-06
+  data_files: "files/2016-06.jsonl.gz"
+- config_name: 2016-07
+  data_files: "files/2016-07.jsonl.gz"
+- config_name: 2016-08
+  data_files: "files/2016-08.jsonl.gz"
+- config_name: 2016-09
+  data_files: "files/2016-09.jsonl.gz"
+- config_name: 2016-10
+  data_files: "files/2016-10.jsonl.gz"
+- config_name: 2016-11
+  data_files: "files/2016-11.jsonl.gz"
+- config_name: 2016-12
+  data_files: "files/2016-12.jsonl.gz"
+- config_name: 2017-01
+  data_files: "files/2017-01.jsonl.gz"
+- config_name: 2017-02
+  data_files: "files/2017-02.jsonl.gz"
+- config_name: 2017-03
+  data_files: "files/2017-03.jsonl.gz"
+- config_name: 2017-04
+  data_files: "files/2017-04.jsonl.gz"
+- config_name: 2017-05
+  data_files: "files/2017-05.jsonl.gz"
+- config_name: 2017-06
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+- config_name: 2017-07
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+  data_files: "files/2023-09.jsonl.gz"
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+  data_files: "files/2023-10.jsonl.gz"
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+  data_files: "files/2023-11.jsonl.gz"
+- config_name: 2023-12
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+- config_name: 2024-01
+  data_files: "files/2024-01.jsonl.gz"
+- config_name: 2024-02
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+- config_name: 2024-03
+  data_files: "files/2024-03.jsonl.gz"
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+- config_name: 2024-10
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+- config_name: 2024-11
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+- config_name: 2025-01
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+- config_name: 2025-02
+  data_files: "files/2025-02.jsonl.gz"
+- config_name: 2025-03
+  data_files: "files/2025-03.jsonl.gz"
+- config_name: 2025-04
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+- config_name: 2025-05
+  data_files: "files/2025-05.jsonl.gz"
+- config_name: 2025-06
+  data_files: "files/2025-06.jsonl.gz"
+- config_name: 2025-07
+  data_files: "files/2025-07.jsonl.gz"
+- config_name: 2025-08
+  data_files: "files/2025-08.jsonl.gz"
+- config_name: 2025-09
+  data_files: "files/2025-09.jsonl.gz"
+- config_name: 2025-10
+  data_files: "files/2025-10.jsonl.gz"
+- config_name: 2025-11
+  data_files: "files/2025-11.jsonl.gz"
+---
+# 🇪🇺 🏷️ EuroVoc dataset
+
+This dataset contains 5,820,634 documents associated EuroVoc labels.
+
+EuroVoc is a large multidisciplinary hierarchical thesaurus of 7,049 classes covering the activities of EU institutions.
+
+## Why was this dataset created ?
+
+"Extreme classification come with challenges of scalability due to large label spaces, data sparsity issues due to insufficient training samples."
+
+https://medium.com/datapy-ai/extreme-multi-label-classification-for-eurovoc-b51d74623820
+
+## How was dataset this created ? 
+
+The source code is available, check `update.py` 
+
+## When this dataset was created ? 
+
+20 November 2025
+
+## What are the main characteristics of this dataset ?
+
+There are a total of 83 different languages present in this dataset, of which some are EU languages and some are not. As the following graph illustrates, most of the documents of the dataset are written in EU languages (English being the most present language in the dataset), and the non-EU languages are very poorly represented (for example Arabic, Japanese,...). Note that since the Irish language (`gle`) was granted full official and working status in the EU in 2022, there are very few documents in that language. Additionally, Croatian (`hrv`) is also less represented in the dataset as Croatia is the latest country to have joined the EU in 2013.
+
+![language graph](images/nb_documents_combined.png)
+
+The lengths of the documents also varies depending on the language it is written in. Note that this boxplot does not present the outliers, since the length of certain documents can contain up to almost 100 million characters. The red lines in the boxplot indicates the median length of the documents for each language.
+
+![boxplot](images/boxplot_high.png)
+
+## How is the data structured ?
+
+An example of a sample of this dataset is the following :
+```json
+{"title": "Directive 96/9/EC of ...",
+"date": "1996-03-11",
+"eurovoc_concepts": ["copyright", "data protection", "database", "free competition", "national implementing measure"],
+"eurovoc_concepts_ids": ["529", "5181", "4821", "1635", "5739"],
+"url": "http://publications.europa.eu/resource/cellar/b48976b5-b31a-4dba-a052-87133e17d65e",
+"lang": "eng",
+"formats": ["fmx4", "html", "pdfa1b", "print", "xhtml"], 
+"text": "DIRECTIVE 96/9/EC OF THE EUROPEAN PARLIAMENT AND OF THE COUNCIL of 11 March 1996 on the legal protection of databases ..."}
+
+```
+
+- `title` : title of the document
+- `date` : publication date of the document
+- `eurovoc_concepts` : list of the EuroVoc concept labels related to this document
+- `eurovoc_concepts_ids` : list of the EuroVoc concept IDs related to this document
+- `url` : URL to access the document
+- `formats` : list of formats in which the original document is available
+- `text` : text content of the document
+
+
+## Bibliography
+
+- Ilias Chalkidis, Emmanouil Fergadiotis, Prodromos Malakasiotis, Nikolaos Aletras, and Ion Androutsopoulos. 2019. Extreme Multi-Label Legal Text Classification: A Case Study in EU Legislation. In Proceedings of the Natural Legal Language Processing Workshop 2019, pages 78–87, Minneapolis, Minnesota. Association for Computational Linguistics.
+- I. Chalkidis, M. Fergadiotis, P. Malakasiotis and I. Androutsopoulos, Large-Scale Multi-Label Text Classification on EU Legislation. Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics (ACL 2019), Florence, Italy, (short papers), 2019.
+- Andrei-Marius Avram, Vasile Pais, and Dan Ioan Tufis. 2021. PyEuroVoc: A Tool for Multilingual Legal Document Classification with EuroVoc Descriptors. In Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP 2021), pages 92–101, Held Online. INCOMA Ltd..
+- SHAHEEN, Zein, WOHLGENANNT, Gerhard, et FILTZ, Erwin. Large scale legal text classification using transformer models. arXiv preprint arXiv:2010.12871, 2020.
+
+## Author(s)
+
+Sébastien Campion <sebastien.campion@europarl.europa.eu>
+Andreas Papagiannis <andreas.papagiannis@europarl.europa.eu>
\ No newline at end of file
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diff --git a/scripts/README.md b/scripts/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..676fd258419a3856a00e5585385c93729b3a095d
--- /dev/null
+++ b/scripts/README.md
@@ -0,0 +1,199 @@
+# EP Registry Scraper
+
+A Python-based web scraper that extracts text and Eurovoc metadata from European Parliament (EP) documents through the EU Publications Office API.
+
+## Overview
+
+This tool automates the collection of EU legislative documents from the CELLAR (Commission des Européennes Legislation Archive and Repository) system. It extracts document text in multiple formats (PDF, DOCX, XHTML) and enriches documents with Eurovoc thesaurus concept labels and their corresponding unique identifiers.
+
+## Features
+
+- **SPARQL-based document discovery**: Queries the EU Publications Office SPARQL endpoint to find documents by date range
+- **Multi-format text extraction**: Supports PDF, DOCX, DOC, and XHTML document formats
+- **Eurovoc enrichment**: Automatically adds Eurovoc concept labels and IDs to documents
+- **Parallel processing**: Uses multiprocessing for faster document text extraction
+- **Caching**: Joblib-based caching to avoid redundant API calls and document downloads
+- **Robust error handling**: Comprehensive logging of failures with detailed error messages
+- **Compressed output**: Handles gzip-compressed JSONL files
+
+## Directory Structure
+
+```
+ep_registry_scrapper/
+├── README.md                    # This file
+├── requirements.txt             # Python dependencies
+├── update.py                    # Main scraper script
+├── add_id.py                    # Post-processing script to add Eurovoc IDs
+├── get_eurovoc_dict.py          # Utility to fetch and cache Eurovoc data
+├── process_all.sh               # Bash wrapper for complete pipeline
+└── query.j2                      # Jinja2 template for SPARQL queries (required)
+```
+
+## Installation
+
+### Prerequisites
+
+- Python 3.7+
+- pip or conda
+
+### Setup
+
+1. Clone or download the repository
+2. Install dependencies:
+
+```bash
+pip install -r requirements.txt
+```
+
+3. Note: You'll need a `query.j2` template file that defines the SPARQL query for document discovery. This should contain a Jinja2 template with `{{ start }}` and `{{ end }}` date variables.
+
+## Usage
+
+
+### 1. Extract Documents and Text
+
+Extract documents from CELLAR and their text content:
+
+```bash
+python update.py <output_prefix> <num_days>
+```
+
+Arguments:
+- `output_prefix`: Prefix for output JSONL files (organized by month)
+- `num_days`: Number of days to look back from today
+
+Example:
+```bash
+python update.py output_ 30
+```
+
+This will create files like `output_2025-11.jsonl` for the last 30 days.
+
+### 2. Fetch Eurovoc Dictionary
+
+Generate a pickled dictionary mapping Eurovoc terms to their IDs:
+
+```bash
+python get_eurovoc_dict.py
+```
+
+Output: `eurovoc_dict.pkl`
+
+### 3. Add Eurovoc IDs to Documents
+
+Enrich existing JSONL files with Eurovoc concept IDs:
+
+```bash
+python add_id.py <input_file> <output_file>
+```
+
+Arguments:
+- `input_file`: Input JSONL file (can be `/dev/stdin` for piping)
+- `output_file`: Output JSONL file
+
+Example:
+```bash
+python add_id.py documents.jsonl documents_with_ids.jsonl
+```
+
+### 4. Batch process to add IDs to multiple jsonls
+
+If you need to add Eurovoc IDs to multiple JSONL files, use a shell loop:
+
+```bash
+for file in output_*.jsonl; do
+  python add_id.py "$file" "${file%.jsonl}_with_ids.jsonl"
+done
+```
+
+### 5. Generate Eurovoc metrics
+
+Create language barplots, document length per language boxplots
+
+```bash
+python analyse.py
+```
+
+## Complete Pipeline
+
+The **main workflow** is simply:
+
+```bash
+python update.py output_ 30
+```
+
+This extracts documents and text for the last 30 days.
+
+**If Eurovoc IDs were not appended during extraction** (or want to update a already generated file), you can enrich the documents afterwards:
+
+1. Fetch the Eurovoc dictionary (one-time setup):
+   ```bash
+   python get_eurovoc_dict.py
+   ```
+
+2. Add IDs to your JSONL files:
+   ```bash
+   python add_id.py documents.jsonl documents_with_ids.jsonl
+   ```
+
+3. Or use the bash wrapper to automate the entire pipeline:
+   ```bash
+   bash process_all.sh
+   ```
+
+This ensures all steps are executed in the correct order.
+
+Updating the IDs of all documents is recommended as labels and IDs can change over time
+
+## Output Format
+
+The scraper produces JSONL (JSON Lines) files with the following structure per document:
+
+```json
+{
+  "url": "https://publications.europa.eu/...",
+  "title": "Document Title",
+  "date": "2025-11-20",
+  "lang": "en",
+  "formats": ["pdf", "xhtml"],
+  "eurovoc_concepts": ["term1", "term2", ...],
+  "eurovoc_concepts_ids": ["id1", "id2", ...],
+  "text": "Extracted document text..."
+}
+```
+
+## Logging
+
+All operations are logged to `collect.log` in the script directory. This includes:
+- Document processing status
+- Missing Eurovoc terms
+- Download and parsing failures
+- API errors
+
+Monitor logs for issues:
+```bash
+tail -f collect.log
+```
+
+## API Dependencies
+
+- **EU Publications Office SPARQL Endpoint**: `https://publications.europa.eu/webapi/rdf/sparql`
+- **Eurovoc Dataset API**: `http://publications.europa.eu/resource/dataset/eurovoc`
+
+## Performance Considerations
+
+- **Caching**: Downloads are cached for 2 hours to avoid redundant API calls
+- **Parallel Processing**: Uses 16 worker processes for text extraction
+- **Rate Limiting**: Consider adding delays if processing large date ranges
+
+## Dependencies
+
+See `requirements.txt` for the complete list. Key packages:
+- `requests`: HTTP client for API calls
+- `beautifulsoup4`: HTML/XML parsing
+- `pdfminer.six`: PDF text extraction
+- `docx2txt`: Microsoft Word document extraction
+- `jinja2`: Template rendering for SPARQL queries
+- `joblib`: Caching and parallel processing
+- `tqdm`: Progress bars
+- `xmltodict`: XML parsing
diff --git a/scripts/add_id.py b/scripts/add_id.py
new file mode 100644
index 0000000000000000000000000000000000000000..9ba1465af507c420ee1c6c2ebc97f6e89fd45951
--- /dev/null
+++ b/scripts/add_id.py
@@ -0,0 +1,52 @@
+import json
+import sys
+import pickle
+import logging
+
+log = logging.getLogger(__name__)
+log.addHandler(logging.FileHandler('collect.log'))
+log.setLevel(logging.DEBUG)
+
+user_agent = 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/123.0.0.0 Safari/537.36'
+
+def get_concepts_id(list_of_eurovoc_terms, eurovoc_dict):
+    """Get concept IDs from the preloaded eurovoc dictionary"""
+    for e in list_of_eurovoc_terms:
+        try:
+            yield eurovoc_dict[e.strip().lower()]
+        except KeyError:
+            log.warning(f"⚠️ Could not find {e} in Eurovoc")
+
+def add_eurovoc_ids_to_jsonl(input_file, output_file, eurovoc_dict):
+    """Read JSONL, add eurovoc_concepts_ids, write to new file"""
+    with open(input_file, 'r') as infile, open(output_file, 'w') as outfile:
+        for line_num, line in enumerate(infile, 1):
+            line = line.strip()
+            if not line or line == 'null':
+                log.warning(f"⚠️ Skipping empty/null line {line_num}")
+                continue
+            try:
+                doc = json.loads(line)
+                if 'eurovoc_concepts' in doc:
+                    # Get the IDs
+                    concept_ids = list(get_concepts_id(doc['eurovoc_concepts'], eurovoc_dict))
+                    
+                    # Reorder: insert eurovoc_concepts_ids right after eurovoc_concepts
+                    if 'eurovoc_concepts' in doc:
+                        doc['eurovoc_concepts_ids'] = concept_ids
+                outfile.write(json.dumps(doc) + '\n')
+            except json.JSONDecodeError as e:
+                log.error(f"⚠️ Invalid JSON at line {line_num}: {e}")
+                continue
+
+
+if __name__ == '__main__':
+    
+    # Load the Eurovoc dictionary from pickle
+    with open("eurovoc_dict.pkl", "rb") as f:
+        eurovoc_dict = pickle.load(f)
+
+    input_file = sys.argv[1]
+    output_file = sys.argv[2] if len(sys.argv) > 2 else 'output.jsonl'
+    add_eurovoc_ids_to_jsonl(input_file, output_file, eurovoc_dict)
+    print(f"Done! Saved to {output_file}", file=sys.stderr)
\ No newline at end of file
diff --git a/scripts/analyse.py b/scripts/analyse.py
new file mode 100644
index 0000000000000000000000000000000000000000..706cdffa1ff05fa9f8564071844ee86cf115105c
--- /dev/null
+++ b/scripts/analyse.py
@@ -0,0 +1,133 @@
+import os
+from datasets import load_dataset
+import matplotlib.pyplot as plt
+from collections import Counter, defaultdict
+
+# Load dataset
+dataset = load_dataset(
+    'json', 
+    data_files='files/*.jsonl.gz', 
+    split='train', 
+    encoding='utf-8'
+)
+
+# Print dataset size
+print(len(dataset)) # 5820634
+
+# Create images directory if it doesn't exist
+os.makedirs("images", exist_ok=True)
+
+# Count languages
+cnt = Counter()
+for row in dataset:
+    cnt[row["lang"]] += 1
+
+# Plot overall language distribution
+langs, freqs = zip(*cnt.items())
+
+plt.figure(figsize=(10, 4))
+plt.bar(langs, freqs)
+plt.xticks(rotation=90)
+plt.ylabel("# documents")
+plt.title("Number of documents per language")
+plt.tight_layout()
+plt.savefig("images/nb_documents.png")
+plt.close()
+
+# Split into two groups
+threshold = 10000
+high = {k: v for k, v in cnt.items() if v > threshold}
+low = {k: v for k, v in cnt.items() if v <= threshold}
+
+# Create a figure with 2 subplots (vertical)
+fig, axes = plt.subplots(nrows=2, ncols=1, figsize=(12, 8))
+
+# High-frequency languages
+if high:
+    langs, freqs = zip(*high.items())
+    axes[0].bar(langs, freqs)
+    axes[0].set_xticklabels(langs, rotation=90)
+    axes[0].set_ylabel("# documents")
+    axes[0].set_title("Languages with more than 10,000 documents")
+
+# Low-frequency languages
+if low:
+    langs, freqs = zip(*low.items())
+    axes[1].bar(langs, freqs)
+    axes[1].set_xticklabels(langs, rotation=90)
+    axes[1].set_ylabel("# documents")
+    axes[1].set_title("Languages with 10,000 or fewer documents")
+
+plt.tight_layout()
+plt.savefig("images/nb_documents_combined.png")
+plt.close()
+
+# Analyze text lengths for low-frequency languages
+low_languages = set(low.keys())
+
+text_lengths_low = defaultdict(list)
+
+# Iterate through dataset efficiently
+for row in dataset:
+    lang = row["lang"]
+    if lang in low_languages:
+        text_len = len(row["text"]) if row["text"] else 0
+        text_lengths_low[lang].append(text_len)
+
+# Prepare data for boxplot
+langs = list(text_lengths_low.keys())
+data = [text_lengths_low[lang] for lang in langs]
+
+# Plot
+plt.figure(figsize=(12, 6))
+plt.boxplot(data, labels=langs, showfliers=False)  # hide extreme outliers for clarity
+plt.xticks(rotation=90)
+plt.ylabel("Document length")
+plt.title("Document length per language")
+plt.tight_layout()
+plt.savefig("images/boxplot_low.png")
+plt.close()
+
+# Analyze text lengths for low-frequency languages
+high_languages = set(high.keys())
+
+text_lengths_high = defaultdict(list)
+
+# Iterate through dataset efficiently
+for row in dataset:
+    lang = row["lang"]
+    if lang in high_languages:
+        text_len = len(row["text"]) if row["text"] else 0
+        text_lengths_high[lang].append(text_len)
+
+# Prepare data for boxplot
+langs = list(text_lengths_high.keys())
+data = [text_lengths_high[lang] for lang in langs]
+
+# Plot
+plt.figure(figsize=(12, 6))
+plt.boxplot(data, labels=langs, showfliers=False)  # hide extreme outliers for clarity
+plt.xticks(rotation=90)
+plt.ylabel("Document length")
+plt.title("Document length per language")
+plt.tight_layout()
+plt.savefig("images/boxplot_high.png")
+plt.close()
+
+overall_max_high = max(max(lengths) for lengths in text_lengths_high.values())
+overall_max_low = max(max(lengths) for lengths in text_lengths_low.values())
+print("Maximum text length overall:", max(overall_max_high, overall_max_low )) # 99,996,139
+
+# Collect all unique eurovoc concepts and ids
+all_concepts = set()
+all_concept_ids = set()
+
+for row in dataset:
+    # Add all eurovoc concepts and ids from this row
+    concepts = row.get("eurovoc_concepts", [])
+    concept_ids = row.get("eurovoc_concepts_ids", [])
+    all_concepts.update(concepts)
+    all_concept_ids.update(concept_ids)
+
+print("Number of unique eurovoc_concepts:", len(all_concepts)) # 7097
+print("Number of unique eurovoc_concepts_ids:", len(all_concept_ids)) # 7049
\ No newline at end of file
diff --git a/scripts/get_eurovoc_dict.py b/scripts/get_eurovoc_dict.py
new file mode 100644
index 0000000000000000000000000000000000000000..fe07b5f1cbcd8fc07bdf6a738590baf06890520f
--- /dev/null
+++ b/scripts/get_eurovoc_dict.py
@@ -0,0 +1,39 @@
+import sys
+import xmltodict
+import requests
+import logging
+import pickle
+
+log = logging.getLogger(__name__)
+log.addHandler(logging.FileHandler('collect.log'))
+log.setLevel(logging.DEBUG)
+
+user_agent = 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/123.0.0.0 Safari/537.36'
+
+def get_eurovoc_terms_and_id(data):
+    """Parse eurovoc terms from XML data"""
+    eurovoc_terms_and_id = {}
+    for term in data['xs:schema']['xs:simpleType']['xs:restriction']['xs:enumeration']:
+        try:
+            name = term['xs:annotation']['xs:documentation'].split('/')[0].strip()
+            for r in term['xs:annotation']['xs:appinfo']['record']:
+                term_id = r.get('@id')
+                if term_id:   # ensure not empty
+                    eurovoc_terms_and_id[name.lower()] = term_id
+        except KeyError as e:
+            log.warning("⚠️ Could not parse", term)
+    return eurovoc_terms_and_id
+
+if __name__ == '__main__':
+    print("Fetching Eurovoc data...", file=sys.stderr)
+    response = requests.get('http://publications.europa.eu/resource/dataset/eurovoc',
+                            headers={'Accept': 'application/xml',
+                                     'Accept-Language': 'en',
+                                     'User-Agent': user_agent
+                                     }
+                            )
+    data = xmltodict.parse(response.content)
+    eurovoc_dict = get_eurovoc_terms_and_id(data)
+    print(f"Loaded {len(eurovoc_dict)} Eurovoc terms", file=sys.stderr)
+    with open("eurovoc_dict.pkl", "wb") as f:
+        pickle.dump(eurovoc_dict, f)
\ No newline at end of file
diff --git a/scripts/process_all.sh b/scripts/process_all.sh
new file mode 100644
index 0000000000000000000000000000000000000000..a77660047c11a18cb04affe8a2f9537d08dc5633
--- /dev/null
+++ b/scripts/process_all.sh
@@ -0,0 +1,29 @@
+#!/bin/bash
+
+# Generate EuroVoc dictionary
+python get_eurovoc_dict.py
+
+# Create output directory if it doesn't exist
+mkdir -p outs_id/
+
+# Process .jsonl.gz files in outs_id/
+for input_file in outs/*.jsonl.gz; do
+    filename=$(basename "$input_file" .gz)
+    temp_file="outs_id_correct/${filename}.tmp"
+    output_file="outs_id_correct/${filename}.gz"
+
+    echo "Processing $filename..."
+
+    gunzip -c "$input_file" | python add_id.py /dev/stdin "$temp_file"
+
+    if [ -s "$temp_file" ]; then
+        gzip "$temp_file" -c > "$output_file"
+        rm -f "$temp_file"
+        echo "✓ Saved to $output_file"
+    else
+        echo "✗ Error: temp file is empty"
+        rm -f "$temp_file"
+    fi
+done
+
+echo "All files processed and compressed!"
\ No newline at end of file
diff --git a/scripts/query.j2 b/scripts/query.j2
new file mode 100644
index 0000000000000000000000000000000000000000..f861fd5e8e069f3640c3316b63916cbb4d199d24
--- /dev/null
+++ b/scripts/query.j2
@@ -0,0 +1,55 @@
+PREFIX cdm:<http://publications.europa.eu/ontology/cdm#>
+PREFIX skos:<http://www.w3.org/2004/02/skos/core#>
+PREFIX dc:<http://purl.org/dc/elements/1.1/>
+PREFIX xsd:<http://www.w3.org/2001/XMLSchema#>
+PREFIX rdf:<http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+PREFIX owl:<http://www.w3.org/2002/07/owl#>
+SELECT
+DISTINCT (group_concat(distinct ?work;separator=",") as ?cellarURIs)
+(group_concat(distinct ?title_;separator=",") as ?title)
+?langIdentifier
+(group_concat(distinct ?mtype;separator=",") as ?mtypes)
+(group_concat(distinct ?resType;separator=",") as ?workTypes)
+(group_concat(distinct ?agentName;separator=",") as ?authors)
+?date
+(group_concat(distinct ?subjectLabel;separator=",") as ?subjects)
+(group_concat(distinct ?workId_;separator=",") as ?workIds)
+WHERE
+{
+   graph ?gw{
+    ?work rdf:type ?resType .
+    ?work cdm:work_date_document ?date .
+    ?work cdm:work_id_document ?workId_.
+    ?work cdm:work_is_about_concept_eurovoc ?subject. graph ?gs
+    { ?subject skos:prefLabel ?subjectLabel  filter (lang(?subjectLabel)="en") }.
+   }
+    graph ?eg {
+    ?exp cdm:expression_belongs_to_work ?work .
+     ?exp cdm:expression_title ?title_ .
+     ?exp cdm:expression_uses_language ?lg.
+graph ?lgc { ?lg dc:identifier ?langIdentifier .}
+}
+    graph ?gm {
+    ?manif cdm:manifestation_manifests_expression ?exp .
+    {?manif cdm:manifestation_type ?mtype .}
+}
+    OPTIONAL {        graph ?gagent { {?work cdm:work_contributed_to_by_agent ?agent .}
+           union
+           {?work cdm:work_created_by_agent ?agent }
+           union
+           {?work cdm:work_authored_by_agent ?agent }
+       }       graph ?ga { ?agent skos:prefLabel ?agentName
+                       filter (lang(?agentName)="en") .                  }}.
+ { SELECT DISTINCT ?work WHERE {
+    ?work rdf:type ?resType .
+    ?work cdm:work_date_document ?date .
+    FILTER( ?date > "{{ start }}"^^xsd:date) .
+ FILTER( ?date < "{{ end }}"^^xsd:date)
+    ?work cdm:work_id_document ?workId_.
+}
+LIMIT 10000000
+}
+}
+GROUP BY ?work  ?date ?langIdentifier
+OFFSET 0
+
diff --git a/scripts/requirements.txt b/scripts/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..837485e019925a2676d9574a738425e66a8e1153
--- /dev/null
+++ b/scripts/requirements.txt
@@ -0,0 +1,11 @@
+beautifulsoup4==4.12.2
+docx2txt==0.8
+ipython==8.14.0
+jinja2==3.1.2
+joblib==1.3.1
+pdfminer.six==20221105
+pip-chill==1.0.3
+pycryptodome==3.18.0
+requests==2.31.0
+tqdm==4.65.0
+xmltodict==0.13.0
\ No newline at end of file
diff --git a/scripts/update.py b/scripts/update.py
new file mode 100644
index 0000000000000000000000000000000000000000..8b371cd5387d7f8cf65534c5c3582c652719549e
--- /dev/null
+++ b/scripts/update.py
@@ -0,0 +1,246 @@
+"""
+Cellar text and eurovoc extraction
+	python update.py dataset.jsonl 10000
+will extract for the last 10,000 days text in english and eurovoc labels in the JSON line file.
+"""
+import datetime
+import json
+from concurrent.futures import ProcessPoolExecutor
+
+from bs4 import BeautifulSoup
+import logging
+import re
+import sys
+
+from tqdm import tqdm
+from io import BytesIO
+import jinja2
+from joblib import Memory
+
+location = './cache'
+memory = Memory(location, verbose=0)
+
+log = logging.getLogger(__name__)
+log.addHandler(logging.FileHandler('collect.log'))
+log.setLevel(logging.DEBUG)
+
+import xmltodict
+
+import docx2txt as docx2txt
+import requests
+from joblib import expires_after
+from pdfminer.high_level import extract_text
+
+user_agent = 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/123.0.0.0 Safari/537.36'
+
+
+def clean_text(func):
+    """
+    Decorator used to clean the text
+    :param func:
+    :return:
+    """
+
+    def inner(*args, **kwargs):
+        text = func(*args, **kwargs)
+        text = text.replace("\n", " ")
+        text = text.replace(" .", ".")
+        text = re.sub(' +', ' ', text)
+        text = re.sub(' *[.] *', '. ', text)
+        text = re.sub(r'\.\s*\.\s*\.+', '. ', text)
+        text = '. '.join([s.strip() for s in text.split(".") if len(s.strip())])
+        return text
+
+    return inner
+
+
+@memory.cache(cache_validation_callback=expires_after(minutes=120))
+def get_eurovoc_terms_and_id(data):
+    """Parse eurovoc terms from XML data"""
+    eurovoc_terms_and_id = {}
+    response = requests.get('http://publications.europa.eu/resource/dataset/eurovoc',
+                            headers={'Accept': 'application/xml',
+                                     'Accept-Language': 'en',
+                                     'User-Agent': user_agent
+                                     }
+                            )
+    data = xmltodict.parse(response.content)
+    for term in data['xs:schema']['xs:simpleType']['xs:restriction']['xs:enumeration']:
+        try:
+            name = term['xs:annotation']['xs:documentation'].split('/')[0].strip()
+            for r in term['xs:annotation']['xs:appinfo']['record']:
+                term_id = r.get('@id')
+                if term_id:   # ensure not empty
+                    eurovoc_terms_and_id[name.lower()] = term_id
+        except KeyError as e:
+            log.warning("⚠️ Could not parse", term)
+    return eurovoc_terms_and_id
+
+
+def get_sparql_query(d):
+    start = d.strftime('%Y-%m-%d')
+    end = d + datetime.timedelta(days=2)
+    end = end.strftime('%Y-%m-%d')
+    environment = jinja2.Environment()
+    template = environment.from_string(open("query.j2", 'r').read())
+    return template.render(start=start, end=end)
+
+
+def get_json_response(d):
+    url = "https://publications.europa.eu/webapi/rdf/sparql"
+    headers = {'User-Agent': user_agent}
+    params = {"default-graph-uri": "",
+              "query": get_sparql_query(d),
+              "format": "application/sparql-results+json",
+              "timeout": "0",
+              "debug": "on",
+              "run": "Run Query"}
+
+    response = requests.get(url, headers=headers, params=params)
+    assert response.status_code == 200
+    return response.json()
+
+
+def get_concepts_id(list_of_eurovoc_terms):
+    terms = get_eurovoc_terms_and_id()
+    for e in list_of_eurovoc_terms:
+        try:
+            yield terms[e.strip().lower()]
+        except KeyError:
+            log.warning(f"⚠️ Could not find {e} in Eurovoc")
+
+
+def get_docs(d):
+    results = get_json_response(d)
+    for r in results['results']['bindings']:
+        terms = r['subjects']['value'].replace(u'\xa0', u' ').split(',')
+        r['eurovoc_concepts'] = terms
+        r['eurovoc_concepts_ids'] = list(get_concepts_id(terms))
+        r['url'] = r['cellarURIs']['value']
+        r['title'] = r['title']['value']
+        r['date'] = r['date']['value']
+        r['lang'] = r['langIdentifier']['value'].lower()
+        r['formats'] = [t for t in r['mtypes']['value'].split(',')]
+        for c in ['cellarURIs', 'mtypes', 'langIdentifier', 'subjects', 'authors', 'workTypes', 'workIds']:
+            del r[c]
+        yield r
+
+
+def get_docs_text(d):
+    docs = list(get_docs(d))
+    print(f"Processing documents ... {len(docs)}")
+    with ProcessPoolExecutor(max_workers=16) as executor:
+        for v in tqdm(executor.map(get_body, docs), total=len(docs), colour='green'):
+            yield v
+
+
+def get_body(r):
+    try:
+        if 'pdf' in r['formats']:
+            r['text'] = get_pdf_body(r)
+        elif 'docx' in r['formats']:
+            r['text'] = get_docx_body(r)
+        elif 'doc' in r['formats']:
+            r['text'] = get_doc_body(r)
+        elif 'xhtml' in r['formats']:
+            r['text'] = get_xhtml_body(r)
+        else:
+            log.warning(f"⚠️ Could not find a parser for {r['formats']}")
+        return r
+    except Exception as e:
+        log.error(str(e) + str(r))
+
+
+@clean_text
+@memory.cache()
+def get_pdf_body(r):
+    url = r['url']
+    language = r['lang']
+    accept = 'application/pdf'
+    response = requests.get(url, headers={'Accept': accept, 'Accept-Language': language, 'User-Agent': user_agent})
+    if response.status_code == 300:
+        return " ".join(_multiple_choice(get_pdf_body, response, accept, language))
+    elif response.status_code == 200:
+        mem = BytesIO(response.content)
+        return extract_text(mem)
+
+
+@clean_text
+@memory.cache()
+def get_xhtml_body(r):
+    url = r['url']
+    language = r['lang']
+    accept = 'application/xhtml+xml'
+    response = requests.get(url, headers={'Accept': accept, 'Accept-Language': language, 'User-Agent': user_agent})
+    if response.status_code == 300:
+        return " ".join(_multiple_choice(get_xhtml_body, response, accept, language))
+    elif response.status_code == 200:
+        soup = BeautifulSoup(response.content, 'html.parser')
+        return soup.get_text()
+
+
+def get_docx_body(r):
+    accept = 'application/vnd.openxmlformats-officedocument.wordprocessingml.document.main+xml'
+    url = r['url']
+    lang = r['lang']
+    try:
+        return _get_doc_body(url, accept, lang)
+    except AssertionError as e:
+        log.warning(f"⚠️ Could not download {url} {e}")
+        print(f"⚠️ Could not download {r} --- {accept} {e}")
+        return ""
+
+
+def get_doc_body(r):
+    accept = 'application/msword'
+    url = r['url']
+    lang = r['lang']
+    try:
+        return _get_doc_body(url, accept, lang)
+    except AssertionError as e:
+        log.warning(f"⚠️ Could not download {url} {e}")
+        print(f"⚠️ Could not download {r} --- {accept} {e}")
+        return ""
+
+
+def _multiple_choice(func, response, accept, language):
+    soup = BeautifulSoup(response.text, 'html.parser')
+    for link in soup.find_all('a'):
+        if 'href' in link.attrs:
+            url = link.attrs['href']
+            yield func(url, accept, language)
+
+
+@clean_text
+@memory.cache()
+def _get_doc_body(url, accept, language='en'):
+    response = requests.get(url, headers={'Accept': accept, 'Accept-Language': language, 'User-Agent': user_agent})
+    if response.status_code == 300:
+        return " ".join(_multiple_choice(_get_doc_body, response, accept, language))
+    elif response.status_code == 200:
+        mem = BytesIO(response.content)
+        log.info(f"📄 MS Word doc download and parsed {url}")
+        return docx2txt.process(mem)
+    else:
+        raise AssertionError(f"📄 MS Word doc download failed {url} {response.status_code} {response.content}")
+
+
+if __name__ == '__main__':
+    output = sys.argv[1]
+    max = int(sys.argv[2])
+    ofiles = {}
+    for i in range(max):
+        d = datetime.date.today() - datetime.timedelta(days=i)
+        print(d)
+        ym = d.strftime('%Y-%m')
+        if ym not in ofiles:
+            ofiles[ym] = open(output + ym + '.jsonl', 'w')
+        try:
+            for d in get_docs_text(d):
+                ofiles[ym].write(json.dumps(d) + '\n')
+                ofiles[ym].flush()
+        except Exception as e:
+            log.error('Day ' + str(d) + ' ' + str(e))
+            print('Day ' + str(d) + ' ' + str(e))
+    for f in ofiles.values():
+        f.close()