Merge branch 'parquet_support' of gitea:collective/mediawiki_dump_tools into parquet_support

wikiq

@@ -6,9 +6,9 @@
 
 import argparse
 import sys
-import os, os.path
+import os.path
 import re
-from datetime import datetime,timezone
+from datetime import datetime, timezone
 
 from subprocess import Popen, PIPE
 from collections import deque
@@ -20,8 +20,9 @@ from deltas.tokenizers import wikitext_split
 import mwpersistence
 import mwreverts
 from urllib.parse import quote
+
 TO_ENCODE = ('title', 'editor')
-PERSISTENCE_RADIUS=7
+PERSISTENCE_RADIUS = 7
 from deltas import SequenceMatcher
 from deltas import SegmentMatcher
 
@@ -30,42 +31,46 @@ from dataclasses import dataclass
 import pyarrow as pa
 import pyarrow.parquet as pq
 
+
 class PersistMethod:
     none = 0
     sequence = 1
     segment = 2
     legacy = 3
 
-def calculate_persistence(tokens_added):
-    return(sum([(len(x.revisions)-1) for x in tokens_added]),
-           len(tokens_added))
 
-class WikiqIterator():
+def calculate_persistence(tokens_added):
+    return (sum([(len(x.revisions) - 1) for x in tokens_added]),
+            len(tokens_added))
+
+
+class WikiqIterator:
     def __init__(self, fh, collapse_user=False):
         self.fh = fh
         self.collapse_user = collapse_user
         self.mwiterator = Dump.from_file(self.fh)
-        self.namespace_map = { ns.id : ns.name for ns in
-                               self.mwiterator.site_info.namespaces }
+        self.namespace_map = {ns.id: ns.name for ns in
+                              self.mwiterator.site_info.namespaces}
         self.__pages = self.load_pages()
 
     def load_pages(self):
         for page in self.mwiterator:
             yield WikiqPage(page,
-                            namespace_map = self.namespace_map,
+                            namespace_map=self.namespace_map,
                             collapse_user=self.collapse_user)
 
     def __iter__(self):
         return self.__pages
 
     def __next__(self):
-        return next(self._pages)
+        return next(self.__pages)
 
-class WikiqPage():
+
+class WikiqPage:
     __slots__ = ('id', 'title', 'namespace', 'redirect',
                  'restrictions', 'mwpage', '__revisions',
                  'collapse_user')
-    
+
     def __init__(self, page, namespace_map, collapse_user=False):
         self.id = page.id
         self.namespace = page.namespace
@@ -92,10 +97,11 @@ class WikiqPage():
         #         3          A               B            True
         #         4          A               A           False
         # Post-loop                          A          Always
+        collapsed_revs = 0
         for i, rev in enumerate(self.mwpage):
             # never yield the first time
             if i == 0:
-                if self.collapse_user: 
+                if self.collapse_user:
                     collapsed_revs = 1
                     rev.collapsed_revs = collapsed_revs
 
@@ -138,6 +144,8 @@ A RegexPair is defined by a regular expression (pattern) and a label.
 The pattern can include capture groups.  If it does then each capture group will have a resulting column in the output.
 If the pattern does not include a capture group, then only one output column will result.
 """
+
+
 class RegexPair(object):
     def __init__(self, pattern, label):
         self.pattern = re.compile(pattern)
@@ -145,10 +153,10 @@ class RegexPair(object):
         self.has_groups = bool(self.pattern.groupindex)
         if self.has_groups:
             self.capture_groups = list(self.pattern.groupindex.keys())
-            
+
     def get_pyarrow_fields(self):
         if self.has_groups:
-            fields = [pa.field(self._make_key(cap_group),pa.list_(pa.string()))
+            fields = [pa.field(self._make_key(cap_group), pa.list_(pa.string()))
                       for cap_group in self.capture_groups]
         else:
             fields = [pa.field(self.label, pa.list_(pa.string()))]
@@ -156,10 +164,10 @@ class RegexPair(object):
         return fields
 
     def _make_key(self, cap_group):
-        return ("{}_{}".format(self.label, cap_group))
+        return "{}_{}".format(self.label, cap_group)
 
     def matchmake(self, content, rev_data):
-        
+
         temp_dict = {}
         # if there are named capture groups in the regex
         if self.has_groups:
@@ -174,11 +182,11 @@ class RegexPair(object):
                     temp_list = []
                     for match in matchobjects:
                         # we only want to add the match for the capture group if the match is not None
-                        if match.group(cap_group) != None:
+                        if match.group(cap_group) is not None:
                             temp_list.append(match.group(cap_group))
 
                     # if temp_list of matches is empty just make that column None
-                    if len(temp_list)==0:
+                    if len(temp_list) == 0:
                         temp_dict[key] = None
                     # else we put in the list we made in the for-loop above
                     else:
@@ -192,8 +200,8 @@ class RegexPair(object):
 
         # there are no capture groups, we just search for all the matches of the regex
         else:
-            #given that there are matches to be made
-            if type(content) in(str, bytes):
+            # given that there are matches to be made
+            if type(content) in (str, bytes):
                 if self.pattern.search(content) is not None:
                     m = self.pattern.findall(content)
                     temp_dict[self.label] = ', '.join(m)
@@ -206,6 +214,7 @@ class RegexPair(object):
 
         return rev_data
 
+
 """
 
 We used to use a dictionary to collect fields for the output. 
@@ -222,9 +231,11 @@ It also needs to have the correct pyarrow schema so we can write parquet files.
 
 The RevDataBase type has all the fields that will be output no matter how wikiq is invoked.
 """
+
+
 @dataclass()
-class RevDataBase():
-    revid: int 
+class RevDataBase:
+    revid: int
     date_time: datetime
     articleid: int
     editorid: int
@@ -269,7 +280,7 @@ class RevDataBase():
 
     # logic to convert each field into the wikiq tsv format goes here.
     def to_tsv_row(self):
-        
+
         row = []
         for f in dc.fields(self):
             val = getattr(self, f.name)
@@ -281,7 +292,7 @@ class RevDataBase():
             elif f.type == datetime:
                 row.append(val.strftime('%Y-%m-%d %H:%M:%S'))
 
-            elif f.name in {'editor','title'}:
+            elif f.name in {'editor', 'title'}:
                 s = '"' + val + '"'
                 if self.urlencode and f.name in TO_ENCODE:
                     row.append(quote(str(s)))
@@ -299,11 +310,12 @@ class RevDataBase():
             else:
                 row.append(val)
 
-        return '\t'.join(map(str,row))
+        return '\t'.join(map(str, row))
 
     def header_row(self):
         return '\t'.join(map(lambda f: f.name, dc.fields(self)))
 
+
 """
 
 If collapse=True we'll use a RevDataCollapse dataclass.
@@ -312,43 +324,54 @@ This class inherits from RevDataBase. This means that it has all the same fields
 It just adds a new field and updates the pyarrow schema.
 
 """
+
+
 @dataclass()
 class RevDataCollapse(RevDataBase):
-    collapsed_revs:int = None
+    collapsed_revs: int = None
 
-    pa_collapsed_revs_schema = pa.field('collapsed_revs',pa.int64())
+    pa_collapsed_revs_schema = pa.field('collapsed_revs', pa.int64())
     pa_schema_fields = RevDataBase.pa_schema_fields + [pa_collapsed_revs_schema]
 
+
 """
 
 If persistence data is to be computed we'll need the fields added by RevDataPersistence. 
 
 """
+
+
 @dataclass()
 class RevDataPersistence(RevDataBase):
-    token_revs:int = None
-    tokens_added:int = None
-    tokens_removed:int = None
-    tokens_window:int = None
+    token_revs: int = None
+    tokens_added: int = None
+    tokens_removed: int = None
+    tokens_window: int = None
 
     pa_persistence_schema_fields = [
         pa.field("token_revs", pa.int64()),
         pa.field("tokens_added", pa.int64()),
         pa.field("tokens_removed", pa.int64()),
         pa.field("tokens_window", pa.int64())]
-        
-    pa_schema_fields = RevDataBase.pa_schema_fields  + pa_persistence_schema_fields
+
+    pa_schema_fields = RevDataBase.pa_schema_fields + pa_persistence_schema_fields
+
 
 """
-class RevDataCollapsePersistence uses multiple inheritence to make a class that has both persistence and collapse fields.
+class RevDataCollapsePersistence uses multiple inheritance to make a class that has both persistence and collapse fields.
 
 """
+
+
 @dataclass()
 class RevDataCollapsePersistence(RevDataCollapse, RevDataPersistence):
     pa_schema_fields = RevDataCollapse.pa_schema_fields + RevDataPersistence.pa_persistence_schema_fields
 
-class WikiqParser():
-    def __init__(self, input_file, output_file, regex_match_revision, regex_match_comment, regex_revision_label, regex_comment_label, collapse_user=False, persist=None, urlencode=False, namespaces = None, revert_radius=15, output_parquet=True, parquet_buffer_size=2000):
+
+class WikiqParser:
+    def __init__(self, input_file, output_file, regex_match_revision, regex_match_comment, regex_revision_label,
+                 regex_comment_label, collapse_user=False, persist=None, urlencode=False, namespaces=None,
+                 revert_radius=15, output_parquet=True, parquet_buffer_size=2000):
         """ 
         Parameters:
            persist : what persistence method to use. Takes a PersistMethod value
@@ -360,7 +383,7 @@ class WikiqParser():
         self.namespaces = []
         self.urlencode = urlencode
         self.revert_radius = revert_radius
-        
+
         if namespaces is not None:
             self.namespace_filter = set(namespaces)
         else:
@@ -370,9 +393,8 @@ class WikiqParser():
         self.regex_revision_pairs = self.make_matchmake_pairs(regex_match_revision, regex_revision_label)
         self.regex_comment_pairs = self.make_matchmake_pairs(regex_match_comment, regex_comment_label)
 
-
         # This is where we set the type for revdata.
-        
+
         if self.collapse_user is True:
             if self.persist == PersistMethod.none:
                 revdata_type = RevDataCollapse
@@ -391,10 +413,10 @@ class WikiqParser():
         self.revdata_type = dc.make_dataclass('RevData_Parser',
                                               fields=regex_fields,
                                               bases=(revdata_type,))
-        
+
         # we also need to make sure that we have the right pyarrow schema
         self.revdata_type.pa_schema_fields = revdata_type.pa_schema_fields + self.regex_schemas
-                        
+
         self.revdata_type.urlencode = self.urlencode
 
         self.schema = pa.schema(self.revdata_type.pa_schema_fields)
@@ -409,22 +431,22 @@ class WikiqParser():
         else:
             self.print_header = True
             if output_file == sys.stdout:
-                
+
                 self.output_file = output_file
             else:
-                self.output_file = open(output_file,'w')
+                self.output_file = open(output_file, 'w')
             self.output_parquet = False
 
     def make_matchmake_pairs(self, patterns, labels):
         if (patterns is not None and labels is not None) and \
-           (len(patterns) == len(labels)):
+                (len(patterns) == len(labels)):
             result = []
             for pattern, label in zip(patterns, labels):
                 rp = RegexPair(pattern, label)
                 result.append(rp)
                 self.regex_schemas = self.regex_schemas + rp.get_pyarrow_fields()
             return result
-        elif (patterns is None and labels is None):
+        elif (patterns is None) and (labels is None):
             return []
         else:
             sys.exit('Each regular expression *must* come with a corresponding label and vice versa.')
@@ -435,7 +457,7 @@ class WikiqParser():
         return rev_data
 
     def matchmake_text(self, text, rev_data):
-         return self.matchmake_pairs(text, rev_data, self.regex_revision_pairs)
+        return self.matchmake_pairs(text, rev_data, self.regex_revision_pairs)
 
     def matchmake_comment(self, comment, rev_data):
         return self.matchmake_pairs(comment, rev_data, self.regex_comment_pairs)
@@ -450,7 +472,7 @@ class WikiqParser():
 
         for ns in self.namespaces:
             # skip if the namespace is not defined
-            if ns == None:
+            if ns is None:
                 default_ns = self.namespaces[ns]
                 continue
 
@@ -460,7 +482,6 @@ class WikiqParser():
         # if we've made it this far with no matches, we return the default namespace
         return default_ns
 
-
     def process(self):
 
         # create a regex that creates the output filename
@@ -471,13 +492,12 @@ class WikiqParser():
         # Construct dump file iterator
         dump = WikiqIterator(self.input_file, collapse_user=self.collapse_user)
 
-        # extract list of namspaces
-        self.namespaces = {ns.name : ns.id for ns in dump.mwiterator.site_info.namespaces}
+        # extract list of namespaces
+        self.namespaces = {ns.name: ns.id for ns in dump.mwiterator.site_info.namespaces}
 
         page_count = 0
         rev_count = 0
 
-
         # Iterate through pages
         for page in dump:
             namespace = page.namespace if page.namespace is not None else self.__get_namespace_from_title(page.title)
@@ -487,17 +507,17 @@ class WikiqParser():
                 if namespace not in self.namespace_filter:
                     continue
 
-            rev_detector = mwreverts.Detector(radius = self.revert_radius)
+            rev_detector = mwreverts.Detector(radius=self.revert_radius)
 
             if self.persist != PersistMethod.none:
                 window = deque(maxlen=PERSISTENCE_RADIUS)
-                
+
                 if self.persist == PersistMethod.sequence:
-                    state = mwpersistence.DiffState(SequenceMatcher(tokenizer = wikitext_split),
+                    state = mwpersistence.DiffState(SequenceMatcher(tokenizer=wikitext_split),
                                                     revert_radius=PERSISTENCE_RADIUS)
 
                 elif self.persist == PersistMethod.segment:
-                    state = mwpersistence.DiffState(SegmentMatcher(tokenizer = wikitext_split),
+                    state = mwpersistence.DiffState(SegmentMatcher(tokenizer=wikitext_split),
                                                     revert_radius=PERSISTENCE_RADIUS)
 
                 # self.persist == PersistMethod.legacy
@@ -507,15 +527,15 @@ class WikiqParser():
 
             # Iterate through a page's revisions
             for rev in page:
-                
+
                 # create a new data object instead of a dictionary. 
-                rev_data = self.revdata_type(revid = rev.id,
-                                             date_time = datetime.fromtimestamp(rev.timestamp.unix(), tz=timezone.utc),
-                                             articleid = page.id,
-                                             editorid = "" if rev.deleted.user == True or rev.user.id is None else rev.user.id,
-                                             title =  page.title,
-                                             deleted = rev.deleted.text,
-                                             namespace = namespace
+                rev_data = self.revdata_type(revid=rev.id,
+                                             date_time=datetime.fromtimestamp(rev.timestamp.unix(), tz=timezone.utc),
+                                             articleid=page.id,
+                                             editorid="" if rev.deleted.user == True or rev.user.id is None else rev.user.id,
+                                             title=page.title,
+                                             deleted=rev.deleted.text,
+                                             namespace=namespace
                                              )
 
                 rev_data = self.matchmake_revision(rev, rev_data)
@@ -530,7 +550,7 @@ class WikiqParser():
                         text_sha1 = rev.sha1
                     else:
                         text_sha1 = sha1(bytes(rev.text, "utf8")).hexdigest()
-                    
+
                     rev_data.sha1 = text_sha1
 
                     # TODO rev.bytes doesn't work.. looks like a bug
@@ -538,7 +558,7 @@ class WikiqParser():
 
                     # generate revert data
                     revert = rev_detector.process(text_sha1, rev.id)
-                    
+
                     if revert:
                         rev_data.revert = True
                         rev_data.reverteds = revert.reverteds
@@ -550,17 +570,17 @@ class WikiqParser():
 
                 if not rev.deleted.user:
                     # wrap user-defined editors in quotes for fread
-                    rev_data.editor = rev.user.text 
+                    rev_data.editor = rev.user.text
                     rev_data.anon = rev.user.id is None
-                
-                #if re.match(r'^#redirect \[\[.*\]\]', rev.text, re.I):
+
+                # if re.match(r'^#redirect \[\[.*\]\]', rev.text, re.I):
                 #    redirect = True
-                #else:
+                # else:
                 #    redirect = False
-                
-                #TODO missing: additions_size deletions_size
-                
-                # if collapse user was on, lets run that
+
+                # TODO missing: additions_size deletions_size
+
+                # if collapse user was on, let's run that
                 if self.collapse_user:
                     rev_data.collapsed_revs = rev.collapsed_revs
 
@@ -573,18 +593,18 @@ class WikiqParser():
 
                         else:
                             _, tokens_added, tokens_removed = state.process(rev.text, rev.id, text_sha1)
-                            
+
                         window.append((rev.id, rev_data, tokens_added, tokens_removed))
-                        
+
                         if len(window) == PERSISTENCE_RADIUS:
                             old_rev_id, old_rev_data, old_tokens_added, old_tokens_removed = window[0]
-                            
+
                             num_token_revs, num_tokens = calculate_persistence(old_tokens_added)
 
                             old_rev_data.token_revs = num_token_revs
                             old_rev_data.tokens_added = num_tokens
                             old_rev_data.tokens_removed = len(old_tokens_removed)
-                            old_rev_data.tokens_window = PERSISTENCE_RADIUS-1
+                            old_rev_data.tokens_window = PERSISTENCE_RADIUS - 1
 
                             self.print_rev_data(old_rev_data)
 
@@ -606,7 +626,7 @@ class WikiqParser():
                     rev_data.token_revs = num_token_revs
                     rev_data.tokens_added = num_tokens
                     rev_data.tokens_removed = len(tokens_removed)
-                    rev_data.tokens_window = len(window)-(i+1)
+                    rev_data.tokens_window = len(window) - (i + 1)
                     self.print_rev_data(rev_data)
 
             page_count += 1
@@ -622,11 +642,11 @@ class WikiqParser():
         else:
             self.output_file.close()
 
-
     """
     For performance reasons it's better to write parquet in batches instead of one row at a time.
     So this function just puts the data on a buffer. If the buffer is full, then it gets flushed (written).
     """
+
     def write_parquet_row(self, rev_data):
         padata = rev_data.to_pyarrow()
         self.parquet_buffer.append(padata)
@@ -634,16 +654,17 @@ class WikiqParser():
         if len(self.parquet_buffer) >= self.parquet_buffer_size:
             self.flush_parquet_buffer()
 
-
     """
     Function that actually writes data to the parquet file. 
     It needs to transpose the data from row-by-row to column-by-column
     """
+
     def flush_parquet_buffer(self):
 
         """
         Returns the pyarrow table that we'll write
         """
+
         def rows_to_table(rg, schema):
             cols = []
             first = rg[0]
@@ -661,18 +682,18 @@ class WikiqParser():
 
         outtable = rows_to_table(self.parquet_buffer, self.schema)
         if self.pq_writer is None:
-            self.pq_writer = pq.ParquetWriter(self.output_file, schema, flavor='spark')
+            self.pq_writer = pq.ParquetWriter(self.output_file, self.schema, flavor='spark')
 
         self.pq_writer.write_table(outtable)
         self.parquet_buffer = []
-        
+
     # depending on if we are configured to write tsv or parquet, we'll call a different function.
     def print_rev_data(self, rev_data):
         if self.output_parquet is False:
             printfunc = self.write_tsv_row
         else:
             printfunc = self.write_parquet_row
-        
+
         printfunc(rev_data)
 
     def write_tsv_row(self, rev_data):
@@ -686,20 +707,21 @@ class WikiqParser():
 
 def open_input_file(input_filename):
     if re.match(r'.*\.7z$', input_filename):
-        cmd = ["7za", "x", "-so", input_filename, "*.xml"] 
+        cmd = ["7za", "x", "-so", input_filename, "*.xml"]
     elif re.match(r'.*\.gz$', input_filename):
-        cmd = ["zcat", input_filename] 
+        cmd = ["zcat", input_filename]
     elif re.match(r'.*\.bz2$', input_filename):
-        cmd = ["bzcat", "-dk", input_filename] 
+        cmd = ["bzcat", "-dk", input_filename]
+    else:
+        raise ValueError("Unrecognized file type: %s" % input_filename)
 
     try:
-        input_file = Popen(cmd, stdout=PIPE).stdout
+        return Popen(cmd, stdout=PIPE).stdout
     except NameError:
-        input_file = open(input_filename, 'r')
+        return open(input_filename, 'r')
 
-    return input_file
 
-def get_output_filename(input_filename, parquet = False):
+def get_output_filename(input_filename, parquet=False):
     output_filename = re.sub(r'\.(7z|gz|bz2)?$', '', input_filename)
     output_filename = re.sub(r'\.xml', '', output_filename)
     if parquet is False:
@@ -708,131 +730,140 @@ def get_output_filename(input_filename, parquet = False):
         output_filename = output_filename + ".parquet"
     return output_filename
 
+
 def open_output_file(input_filename):
     # create a regex that creates the output filename
-    output_filename = get_output_filename(input_filename, parquet = False)
+    output_filename = get_output_filename(input_filename, parquet=False)
     output_file = open(output_filename, "w")
     return output_file
 
-parser = argparse.ArgumentParser(description='Parse MediaWiki XML database dumps into tab delimitted data.')
 
-# arguments for the input direction
-parser.add_argument('dumpfiles', metavar="DUMPFILE", nargs="*", type=str, 
-                    help="Filename of the compressed or uncompressed XML database dump. If absent, we'll look for content on stdin and output on stdout.")
+def main():
+    parser = argparse.ArgumentParser(description='Parse MediaWiki XML database dumps into tab delimited data.')
 
-parser.add_argument('-o', '--output-dir', metavar='DIR', dest='output_dir', type=str, nargs=1,
-                    help="Directory for output files. If it ends with .parquet output will be in parquet format.")
+    # arguments for the input direction
+    parser.add_argument('dumpfiles', metavar="DUMPFILE", nargs="*", type=str,
+                        help="Filename of the compressed or uncompressed XML database dump. If absent, we'll look for content on stdin and output on stdout.")
 
-parser.add_argument('-s', '--stdout', dest="stdout", action="store_true",
-                    help="Write output to standard out (do not create dump file)")
+    parser.add_argument('-o', '--output-dir', metavar='DIR', dest='output_dir', type=str, nargs=1,
+                        help="Directory for output files. If it ends with .parquet output will be in parquet format.")
 
-parser.add_argument('--collapse-user', dest="collapse_user", action="store_true",
-                    help="Operate only on the final revision made by user a user within all sequences of consecutive edits made by a user. This can be useful for addressing issues with text persistence measures.")
+    parser.add_argument('-s', '--stdout', dest="stdout", action="store_true",
+                        help="Write output to standard out (do not create dump file)")
 
-parser.add_argument('-p', '--persistence', dest="persist", default=None, const='', type=str, choices = ['','segment','sequence','legacy'], nargs='?',
-                    help="Compute and report measures of content persistent: (1) persistent token revisions, (2) tokens added, and (3) number of revision used in computing the first measure. This may by slow.  The defualt is -p=sequence, which uses the same algorithm as in the past, but with improvements to wikitext parsing. Use -p=legacy for old behavior used in older research projects. Use -p=segment for advanced persistence calculation method that is robust to content moves, but prone to bugs, and slower.")
+    parser.add_argument('--collapse-user', dest="collapse_user", action="store_true",
+                        help="Operate only on the final revision made by user a user within all sequences of consecutive edits made by a user. This can be useful for addressing issues with text persistence measures.")
 
-parser.add_argument('-u', '--url-encode', dest="urlencode", action="store_true",
-                    help="Output url encoded text strings. This works around some data issues like newlines in editor names. In the future it may be used to output other text data.")
+    parser.add_argument('-p', '--persistence', dest="persist", default=None, const='', type=str,
+                        choices=['', 'segment', 'sequence', 'legacy'], nargs='?',
+                        help="Compute and report measures of content persistent: (1) persistent token revisions, (2) tokens added, and (3) number of revision used in computing the first measure. This may by slow.  The default is -p=sequence, which uses the same algorithm as in the past, but with improvements to wikitext parsing. Use -p=legacy for old behavior used in older research projects. Use -p=segment for advanced persistence calculation method that is robust to content moves, but prone to bugs, and slower.")
 
-parser.add_argument('-n', '--namespace-include', dest="namespace_filter", type=int, action='append',
-                    help="Id number of namspace to include. Can be specified more than once.")
+    parser.add_argument('-u', '--url-encode', dest="urlencode", action="store_true",
+                        help="Output url encoded text strings. This works around some data issues like newlines in editor names. In the future it may be used to output other text data.")
 
-parser.add_argument('-rr',
-                    '--revert-radius',
-                    dest="revert_radius",
-                    type=int,
-                    action='store',
-                    default=15,
-                    help="Number of edits to check when looking for reverts (default: 15)")
+    parser.add_argument('-n', '--namespace-include', dest="namespace_filter", type=int, action='append',
+                        help="Id number of namespace to include. Can be specified more than once.")
 
-parser.add_argument('-RP', '--revision-pattern', dest="regex_match_revision", default=None, type=str, action='append',
-                    help="The regular expression to search for in revision text. The regex must be surrounded by quotes.")
+    parser.add_argument('-rr',
+                        '--revert-radius',
+                        dest="revert_radius",
+                        type=int,
+                        action='store',
+                        default=15,
+                        help="Number of edits to check when looking for reverts (default: 15)")
 
-parser.add_argument('-RPl', '--revision-pattern-label', dest="regex_revision_label", default=None, type=str, action='append',
-                    help="The label for the outputted column based on matching the regex in revision text.")
+    parser.add_argument('-RP', '--revision-pattern', dest="regex_match_revision", default=None, type=str,
+                        action='append',
+                        help="The regular expression to search for in revision text. The regex must be surrounded by quotes.")
 
-parser.add_argument('-CP', '--comment-pattern', dest="regex_match_comment", default=None, type=str, action='append',
-                    help="The regular expression to search for in comments of revisions.")
+    parser.add_argument('-RPl', '--revision-pattern-label', dest="regex_revision_label", default=None, type=str,
+                        action='append',
+                        help="The label for the outputted column based on matching the regex in revision text.")
 
-parser.add_argument('-CPl', '--comment-pattern-label', dest="regex_comment_label", default=None, type=str, action='append',
-                    help="The label for the outputted column based on matching the regex in comments.")
+    parser.add_argument('-CP', '--comment-pattern', dest="regex_match_comment", default=None, type=str, action='append',
+                        help="The regular expression to search for in comments of revisions.")
 
-args = parser.parse_args()
+    parser.add_argument('-CPl', '--comment-pattern-label', dest="regex_comment_label", default=None, type=str,
+                        action='append',
+                        help="The label for the outputted column based on matching the regex in comments.")
 
+    args = parser.parse_args()
 
+    # set persistence method
 
-# set persistence method
+    if args.persist is None:
+        persist = PersistMethod.none
+    elif args.persist == "segment":
+        persist = PersistMethod.segment
+    elif args.persist == "legacy":
+        persist = PersistMethod.legacy
+    else:
+        persist = PersistMethod.sequence
 
-if args.persist is None:
-    persist = PersistMethod.none
-elif args.persist == "segment":
-    persist = PersistMethod.segment
-elif args.persist == "legacy":
-    persist = PersistMethod.legacy
-else:
-    persist = PersistMethod.sequence
+    if args.namespace_filter is not None:
+        namespaces = args.namespace_filter
+    else:
+        namespaces = None
 
-if args.namespace_filter is not None:
-    namespaces = args.namespace_filter
-else:
-    namespaces = None
+    if len(args.dumpfiles) > 0:
+        output_parquet = False
+        for filename in args.dumpfiles:
+            input_file = open_input_file(filename)
 
-if len(args.dumpfiles) > 0:
-    output_parquet = False
-    for filename in args.dumpfiles:
-        input_file = open_input_file(filename)
+            # open directory for output
+            if args.output_dir:
+                output_dir = args.output_dir[0]
+            else:
+                output_dir = "."
 
-        # open directory for output
-        if args.output_dir:
-            output_dir = args.output_dir[0]
-        else:
-            output_dir = "."
+            if output_dir.endswith(".parquet"):
+                output_parquet = True
 
-        if output_dir.endswith(".parquet"):
-            output_parquet = True
+            print("Processing file: %s" % filename, file=sys.stderr)
 
-        print("Processing file: %s" % filename, file=sys.stderr)
+            if args.stdout:
+                output_file = sys.stdout
+            else:
+                filename = os.path.join(output_dir, os.path.basename(filename))
+                output_file = get_output_filename(filename, parquet=output_parquet)
 
-        if args.stdout:
-            output_file = sys.stdout
-        else:
-            filename = os.path.join(output_dir, os.path.basename(filename))
-            output_file = get_output_filename(filename, parquet = output_parquet)
+            wikiq = WikiqParser(input_file,
+                                output_file,
+                                collapse_user=args.collapse_user,
+                                persist=persist,
+                                urlencode=args.urlencode,
+                                namespaces=namespaces,
+                                revert_radius=args.revert_radius,
+                                regex_match_revision=args.regex_match_revision,
+                                regex_revision_label=args.regex_revision_label,
+                                regex_match_comment=args.regex_match_comment,
+                                regex_comment_label=args.regex_comment_label,
+                                output_parquet=output_parquet)
 
-        wikiq = WikiqParser(input_file,
-                            output_file,
+            wikiq.process()
+
+            # close things
+            input_file.close()
+
+    else:
+        wikiq = WikiqParser(sys.stdin,
+                            sys.stdout,
                             collapse_user=args.collapse_user,
                             persist=persist,
+                            # persist_legacy=args.persist_legacy,
                             urlencode=args.urlencode,
                             namespaces=namespaces,
                             revert_radius=args.revert_radius,
-                            regex_match_revision = args.regex_match_revision,
-                            regex_revision_label = args.regex_revision_label,
-                            regex_match_comment = args.regex_match_comment,
-                            regex_comment_label = args.regex_comment_label,
-                            output_parquet=output_parquet)
+                            regex_match_revision=args.regex_match_revision,
+                            regex_revision_label=args.regex_revision_label,
+                            regex_match_comment=args.regex_match_comment,
+                            regex_comment_label=args.regex_comment_label)
 
         wikiq.process()
 
-        # close things 
-        input_file.close()
+    # stop_words = "a,able,about,across,after,all,almost,also,am,among,an,and,any,are,as,at,be,because,been,but,by,can,cannot,could,dear,did,do,does,either,else,ever,every,for,from,get,got,had,has,have,he,her,hers,him,his,how,however,i,if,in,into,is,it,its,just,least,let,like,likely,may,me,might,most,must,my,neither,no,nor,not,of,off,often,on,only,or,other,our,own,rather,said,say,says,she,should,since,so,some,than,that,the,their,them,then,there,these,they,this,tis,to,too,twas,us,wants,was,we,were,what,when,where,which,while,who,whom,why,will,with,would,yet,you,your"
+    # stop_words = stop_words.split(",")
 
-else:
-    wikiq = WikiqParser(sys.stdin,
-                        sys.stdout,
-                        collapse_user=args.collapse_user,
-                        persist=persist,
-                        #persist_legacy=args.persist_legacy,
-                        urlencode=args.urlencode,
-                        namespaces=namespaces,
-                        revert_radius=args.revert_radius,
-                        regex_match_revision = args.regex_match_revision,
-                        regex_revision_label = args.regex_revision_label,
-                        regex_match_comment = args.regex_match_comment,
-                        regex_comment_label = args.regex_comment_label)
 
-    wikiq.process() 
-
-# stop_words = "a,able,about,across,after,all,almost,also,am,among,an,and,any,are,as,at,be,because,been,but,by,can,cannot,could,dear,did,do,does,either,else,ever,every,for,from,get,got,had,has,have,he,her,hers,him,his,how,however,i,if,in,into,is,it,its,just,least,let,like,likely,may,me,might,most,must,my,neither,no,nor,not,of,off,often,on,only,or,other,our,own,rather,said,say,says,she,should,since,so,some,than,that,the,their,them,then,there,these,they,this,tis,to,too,twas,us,wants,was,we,were,what,when,where,which,while,who,whom,why,will,with,would,yet,you,your"
-# stop_words = stop_words.split(",")
+if __name__ == "__main__":
+    main()