""" This script extracts segmentation data from ctb9 in some various hardcoded ways. For example, each possible file class was individually parsed. Train/test split is chosen based on the advice given in the readme. There is no suggested dev split and the test split is quite small, actually. The results of using this script and some models can be found in /u/nlp/data/chinese/ctb9, at least as of 2020-01-16. Models can be built with the make script hopefully still located in projects/core/scripts/chinese-segmenter/Makefile A model can be tested with a command line such as: java edu.stanford.nlp.ie.crf.CRFClassifier -loadClassifier /u/nlp/data/chinese/ctb9/seg/ctb9.train.chris6.ser.gz -testFile /u/nlp/data/chinese/ctb9/seg/ctb9.test.txt -serDictionary /u/nlp/data/chinese/ctb9/seg/dict-chris6.ser.gz > seg9.out 2>&1 """ import glob import re def parse_xml(filename, lines): new_lines = [] for i, line in enumerate(lines[7:]): line = line.strip() if line.startswith('') or line.startswith(''): continue if (line == '' or line == '' or line == '' or line == '' or line == '' or line == '' or line == '

' or line == '

' or line == '' or line == '' or line == ''): continue if line[0] == '<': raise ValueError("Unexpected XML tag in %s line %d: %s" % (filename, (i+7), line)) new_lines.append(line) return new_lines # p1su1 occurs in /u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/data/segmented/chtb_5000.df.seg # 13suid= occurs in /u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/data/segmented/chtb_5200.df.seg # headline_su1 occurs in /u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/data/segmented/chtb_5336.df.seg # psu1 occurs in /u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/data/segmented/chtb_5363.df.seg # hesu1 occurs in /u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/data/segmented/chtb_5459.df.seg # s1 occurs in /u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/data/segmented/chtb_6000.sc.seg SU_PATTERN = re.compile("(?:?)") def parse_su(filename, lines): new_lines = [] for i, line in enumerate(lines): line = line.strip() if SU_PATTERN.match(line): continue if line[0] == '<': raise ValueError("Unexpected XML tag in %s line %d: %s" % (filename, (i+7), line)) new_lines.append(line) return new_lines SEG_PATTERN = re.compile('') def parse_seg(filename, lines): new_lines = [] for i, line in enumerate(lines): line = line.strip() if SEG_PATTERN.match(line) or line == '': continue if line == '< HEADLINE >' or line == '< DOC >': continue if line[0] == '<': raise ValueError("Unexpected XML tag in %s line %d: %s" % (filename, (i+7), line)) new_lines.append(line) return new_lines SEGMENT_PATTERN = re.compile('') def parse_segment(filename, lines): new_lines = [] for i, line in enumerate(lines): line = line.strip() if SEGMENT_PATTERN.match(line) or line == '': continue if line[0] == '<': raise ValueError("Unexpected XML tag in %s line %d: %s" % (filename, (i+7), line)) new_lines.append(line) return new_lines MSG_PATTERN = re.compile('') def parse_msg(filename, lines): new_lines = [] for i, line in enumerate(lines): line = line.strip() if MSG_PATTERN.match(line): continue if line[0] == '<': raise ValueError("Unexpected XML tag in %s line %d: %s" % (filename, (i+7), line)) new_lines.append(line) return new_lines def parse_raw(filename, lines): new_lines = [] for i, line in enumerate(lines): if line.startswith('< QUOTEPREVIOUSPOST') or line.startswith('< QUOTE PREVIOUSPOST'): continue if line[0] == '<': raise ValueError("Unexpected XML tag in %s line %d: %s" % (filename, (i+7), line)) new_lines.append(line) return new_lines def read_file(filename): lines = open(filename).readlines() # /u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/data/segmented/chtb_0050.nw.seg if (lines[0].strip() == '' and lines[1].startswith('') and lines[2].strip() == '
' and lines[5].strip() == ''): return parse_xml(filename, lines) # /u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/data/segmented/chtb_3046.bn.seg if (lines[0].strip() == '' and (lines[1].startswith('') or lines[1].startswith('')) and lines[2].startswith(''): return parse_xml(filename, lines) # /u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/data/segmented/chtb_7000.cs.seg if SU_PATTERN.match(lines[0].strip()): return parse_su(filename, lines) # /u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/data/segmented/chtb_4000.nw.seg if SEG_PATTERN.match(lines[0].strip()): return parse_seg(filename, lines) # /u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/data/segmented/chtb_4051.bn.seg if SEGMENT_PATTERN.match(lines[0].strip()): return parse_segment(filename, lines) # /u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/data/segmented/chtb_6006.sc.seg # if MSG_PATTERN.match(lines[0].strip()): return parse_msg(filename, lines) # /u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/data/segmented/chtb_4009.nw.seg return parse_raw(filename, lines) # raise ValueError("Unknown format: " + filename) TEST_FILES = [1018, 1020, 1036, 1044, 1060, 1061, 1072, 1118, 1119, 1132, 1141, 1142, 1148] # TODO: can extract this list directly from # /u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/docs/ctb9.0-file-list.txt # there's also dev file names there def is_test_file(filenum): if filenum in TEST_FILES: return True if filenum >= 1 and filenum <= 43: return True if filenum >= 144 and filenum <= 169: return True if filenum >= 900 and filenum <= 931: return True return False def output_file(lines, filename): repeats = set() with open(filename, 'w') as fout: for line in lines: if line in repeats: continue fout.write('%s\n' % line) repeats.add(line) filters = [re.compile("p([.]?) [0-9]+"), re.compile("[0-9]+ [/] [0-9.]+")] def filter_bad_lines(lines): """ Filters some of the more common, essentially useless lines: p. 55 2000 / 15 """ lines = [x for x in lines if min(f.match(x) is None for f in filters)] return lines def main(): train_data = [] test_data = [] files = sorted(glob.glob('/u/scr/corpora/ldc/2016/LDC2016T13/ctb9.0/data/segmented/*.seg')) for filename in files: filenum = int(filename.split("_")[-1].split(".")[0]) new_lines = read_file(filename) if is_test_file(filenum): test_data.extend(new_lines) else: train_data.extend(new_lines) output_file(filter_bad_lines(train_data), 'ctb9_train.txt') output_file(filter_bad_lines(test_data), 'ctb9_test.txt') if __name__ == '__main__': main()