udpate

README.md

@@ -1,3 +1,420 @@
 ---
 license: eupl-1.1
+configs:
+- 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
+  data_files: "files/2017-06.jsonl.gz"
+- config_name: 2017-07
+  data_files: "files/2017-07.jsonl.gz"
+- config_name: 2017-08
+  data_files: "files/2017-08.jsonl.gz"
+- config_name: 2017-09
+  data_files: "files/2017-09.jsonl.gz"
+- config_name: 2017-10
+  data_files: "files/2017-10.jsonl.gz"
+- config_name: 2017-11
+  data_files: "files/2017-11.jsonl.gz"
+- config_name: 2017-12
+  data_files: "files/2017-12.jsonl.gz"
+- config_name: 2018-01
+  data_files: "files/2018-01.jsonl.gz"
+- config_name: 2018-02
+  data_files: "files/2018-02.jsonl.gz"
+- config_name: 2018-03
+  data_files: "files/2018-03.jsonl.gz"
+- config_name: 2018-04
+  data_files: "files/2018-04.jsonl.gz"
+- config_name: 2018-05
+  data_files: "files/2018-05.jsonl.gz"
+- config_name: 2018-06
+  data_files: "files/2018-06.jsonl.gz"
+- config_name: 2018-07
+  data_files: "files/2018-07.jsonl.gz"
+- config_name: 2018-08
+  data_files: "files/2018-08.jsonl.gz"
+- config_name: 2018-09
+  data_files: "files/2018-09.jsonl.gz"
+- config_name: 2018-10
+  data_files: "files/2018-10.jsonl.gz"
+- config_name: 2018-11
+  data_files: "files/2018-11.jsonl.gz"
+- config_name: 2018-12
+  data_files: "files/2018-12.jsonl.gz"
+- config_name: 2019-01
+  data_files: "files/2019-01.jsonl.gz"
+- config_name: 2019-02
+  data_files: "files/2019-02.jsonl.gz"
+- config_name: 2019-03
+  data_files: "files/2019-03.jsonl.gz"
+- config_name: 2019-04
+  data_files: "files/2019-04.jsonl.gz"
+- config_name: 2019-05
+  data_files: "files/2019-05.jsonl.gz"
+- config_name: 2019-06
+  data_files: "files/2019-06.jsonl.gz"
+- config_name: 2019-07
+  data_files: "files/2019-07.jsonl.gz"
+- config_name: 2019-08
+  data_files: "files/2019-08.jsonl.gz"
+- config_name: 2019-09
+  data_files: "files/2019-09.jsonl.gz"
+- config_name: 2019-10
+  data_files: "files/2019-10.jsonl.gz"
+- config_name: 2019-11
+  data_files: "files/2019-11.jsonl.gz"
+- config_name: 2019-12
+  data_files: "files/2019-12.jsonl.gz"
+- config_name: 2020-01
+  data_files: "files/2020-01.jsonl.gz"
+- config_name: 2020-02
+  data_files: "files/2020-02.jsonl.gz"
+- config_name: 2020-03
+  data_files: "files/2020-03.jsonl.gz"
+- config_name: 2020-04
+  data_files: "files/2020-04.jsonl.gz"
+- config_name: 2020-05
+  data_files: "files/2020-05.jsonl.gz"
+- config_name: 2020-06
+  data_files: "files/2020-06.jsonl.gz"
+- config_name: 2020-07
+  data_files: "files/2020-07.jsonl.gz"
+- config_name: 2020-08
+  data_files: "files/2020-08.jsonl.gz"
+- config_name: 2020-09
+  data_files: "files/2020-09.jsonl.gz"
+- config_name: 2020-10
+  data_files: "files/2020-10.jsonl.gz"
+- config_name: 2020-11
+  data_files: "files/2020-11.jsonl.gz"
+- config_name: 2020-12
+  data_files: "files/2020-12.jsonl.gz"
+- config_name: 2021-01
+  data_files: "files/2021-01.jsonl.gz"
+- config_name: 2021-02
+  data_files: "files/2021-02.jsonl.gz"
+- config_name: 2021-03
+  data_files: "files/2021-03.jsonl.gz"
+- config_name: 2021-04
+  data_files: "files/2021-04.jsonl.gz"
+- config_name: 2021-05
+  data_files: "files/2021-05.jsonl.gz"
+- config_name: 2021-06
+  data_files: "files/2021-06.jsonl.gz"
+- config_name: 2021-07
+  data_files: "files/2021-07.jsonl.gz"
+- config_name: 2021-08
+  data_files: "files/2021-08.jsonl.gz"
+- config_name: 2021-09
+  data_files: "files/2021-09.jsonl.gz"
+- config_name: 2021-10
+  data_files: "files/2021-10.jsonl.gz"
+- config_name: 2021-11
+  data_files: "files/2021-11.jsonl.gz"
+- config_name: 2021-12
+  data_files: "files/2021-12.jsonl.gz"
+- config_name: 2022-01
+  data_files: "files/2022-01.jsonl.gz"
+- config_name: 2022-02
+  data_files: "files/2022-02.jsonl.gz"
+- config_name: 2022-03
+  data_files: "files/2022-03.jsonl.gz"
+- config_name: 2022-04
+  data_files: "files/2022-04.jsonl.gz"
+- config_name: 2022-05
+  data_files: "files/2022-05.jsonl.gz"
+- config_name: 2022-06
+  data_files: "files/2022-06.jsonl.gz"
+- config_name: 2022-07
+  data_files: "files/2022-07.jsonl.gz"
+- config_name: 2022-08
+  data_files: "files/2022-08.jsonl.gz"
+- config_name: 2022-09
+  data_files: "files/2022-09.jsonl.gz"
+- config_name: 2022-10
+  data_files: "files/2022-10.jsonl.gz"
+- config_name: 2022-11
+  data_files: "files/2022-11.jsonl.gz"
+- config_name: 2022-12
+  data_files: "files/2022-12.jsonl.gz"
+- config_name: 2023-01
+  data_files: "files/2023-01.jsonl.gz"
+- config_name: 2023-02
+  data_files: "files/2023-02.jsonl.gz"
+- config_name: 2023-03
+  data_files: "files/2023-03.jsonl.gz"
+- config_name: 2023-04
+  data_files: "files/2023-04.jsonl.gz"
+- config_name: 2023-05
+  data_files: "files/2023-05.jsonl.gz"
+- config_name: 2023-06
+  data_files: "files/2023-06.jsonl.gz"
+- config_name: 2023-07
+  data_files: "files/2023-07.jsonl.gz"
 ---

update.py

@@ -0,0 +1,253 @@
+"""
+Cellar text and eurovoc extraction
+
+	python update.py 10000 dataset.jsonl
+
+will extract for the last 10,000 days text in english and eurovoc labels in the JSON line file.
+
+
+requirements:
+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
+"""
+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
+
+
+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('\.\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():
+    eurovoc_terms_and_id = {}
+    response = requests.get('http://publications.europa.eu/resource/dataset/eurovoc',
+                            headers={'Accept': 'application/xml',
+                                     'Accept-Language': 'en'}
+                            )
+    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']:
+                if r['@thesaurus_id'] != '':
+                    eurovoc_terms_and_id[name.lower()] = r['@thesaurus_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"
+    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, 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 #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})
+    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})
+    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})
+    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()
+
+