Datasets:

multilingual-discourse-hub
/

disrpt

@@ -23,531 +23,531 @@ class EDict(dict):
 PY3 = sys.version_info[0] == 3
 if not PY3:
-	input = raw_input
 gum_docs = {
-	"GUM_reddit_macroeconomics": [
-		{"year": "2017", "month": "09", "id": "6zm74h", "type": "post","source":"undef"},
-		{"year": "2017", "month": "09", "id": "dmwwqlt", "type":"comment","source":"undef"}
-	],
-	"GUM_reddit_stroke": [
-		{"year": "2017", "month": "08", "id": "6ws3eh", "type": "post","source":"undef"},
-		{"year": "2017", "month": "08", "id": "dmaei1x", "type":"comment","source":"undef"},
-		{"year": "2017", "month": "08", "id": "dmaiwsm", "type":"comment","source":"undef"},
-		{"year": "2017", "month": "09", "id": "dmkx8bk", "type":"comment","source":"undef"},
-		{"year": "2017", "month": "09", "id": "dmm1327", "type":"comment","source":"undef"},
-		{"year": "2017", "month": "08", "id": "dmaoodn", "type":"comment","source":"undef"}
-	],
-	"GUM_reddit_polygraph": [
-		{"year": "2014", "month": "12", "id": "2q6qnv", "type": "post","source":"undef"}
-	],
-	"GUM_reddit_ring": [
-		{"year": "2016", "month": "09", "id": "5570x1", "type": "post","source":"undef"},
-		{"year": "2016", "month": "09", "id": "d885ma0", "type":"comment","source":"undef"},
-		{"year": "2016", "month": "09", "id": "d8880w7", "type":"comment","source":"undef"},
-		{"year": "2016", "month": "09", "id": "d88u7dg", "type":"comment","source":"undef"},
-		{"year": "2016", "month": "09", "id": "d88unu3", "type":"comment","source":"undef"},
-		{"year": "2016", "month": "09", "id": "d88v0sz", "type":"comment","source":"undef"},
-		{"year": "2016", "month": "09", "id": "d88xaqu", "type":"comment","source":"undef"},
-		{"year": "2016", "month": "10", "id": "d893mj9", "type":"comment","source":"undef"},
-		{"year": "2016", "month": "09", "id": "d88s4bb", "type":"comment","source":"undef"},
-		{"year": "2016", "month": "10", "id": "d88zt6x", "type":"comment","source":"undef"}
-	],
-	"GUM_reddit_space": [
-		{"year": "2016", "month": "08", "id": "50hx5c", "type": "post","source":"undef"},
-		{"year": "2016", "month": "08", "id": "d7471k5", "type":"comment","source":"undef"},
-		{"year": "2016", "month": "08", "id": "d74i5ka", "type":"comment","source":"undef"},
-		{"year": "2016", "month": "08", "id": "d74ppi0", "type":"comment","source":"undef"}
-	],
-	"GUM_reddit_superman": [
-		#{"year": "2017", "month": "04", "id": "68e0u3", "type": "post", "title_only": True},  # Post title not included in this document
-		{"year": "2017", "month": "05", "id": "dgys1z8", "type":"comment","source":"undef"}
-	],
-	"GUM_reddit_bobby": [
-		{"year":"2018","month":"06","id":"8ph56q","type": "post","source":"undef"},
-		{"year":"2018","month":"06","id":"e0b8zz4","type":"comment","source":"undef"},
-		{"year":"2018","month":"06","id":"e0dwqlg","type":"comment","source":"undef"},
-		{"year":"2018","month":"06","id":"e15pcqu","type":"comment","source":"undef"},
-		{"year":"2018","month":"06","id":"e0dz1mp","type":"comment","source":"undef"},
-		{"year":"2018","month":"06","id":"e1uuo9e","type":"comment","source":"undef"},
-		{"year":"2018","month":"06","id":"e0brc9w","type":"comment","source":"undef"},
-		{"year":"2018","month":"06","id":"e0bz951","type":"comment","source":"undef"}
-	],
-	"GUM_reddit_escape": [
-		{"year":"2017","month":"05","id":"69r98j","type": "post","source":"undef"},
-		{"year":"2017","month":"05","id":"dh96n8v","type":"comment","source":"undef"},
-		{"year":"2017","month":"05","id":"dh9enpe","type":"comment","source":"undef"},
-		{"year":"2017","month":"05","id":"dht8oyn","type":"comment","source":"undef"},
-		{"year":"2017","month":"05","id":"dhn0hoe","type":"comment","source":"undef"},
-		{"year":"2017","month":"07","id":"dk9ted1","type":"comment","source":"undef"},
-		{"year":"2017","month":"05","id":"dh98kcg","type":"comment","source":"undef"},
-		{"year":"2017","month":"05","id":"dh9zxej","type":"comment","source":"undef"},
-		{"year":"2017","month":"05","id":"di9x7j9","type":"comment","source":"undef"},
-		{"year":"2017","month":"05","id":"di9xsrt","type":"comment","source":"undef"},
-		{"year":"2017","month":"06","id":"din85zf","type":"comment","source":"undef"},
-		{"year":"2017","month":"06","id":"dinab0w","type":"comment","source":"undef"},
-		{"year":"2017","month":"06","id":"dinaggd","type":"comment","source":"undef"},
-		{"year":"2017","month":"06","id":"dinbyb9","type":"comment","source":"undef"},
-		{"year":"2017","month":"06","id":"dj65sp1","type":"comment","source":"undef"},
-		{"year":"2017","month":"06","id":"dizdd8a","type":"comment","source":"undef"},
-		{"year":"2017","month":"07","id":"dk78qw8","type":"comment","source":"undef"},
-		{"year":"2017","month":"08","id":"dm0gqc7","type":"comment","source":"undef"},
-		{"year":"2017","month":"10","id":"domd1r0","type":"comment","source":"undef"},
-		{"year":"2017","month":"05","id":"dh9irie","type":"comment","source":"undef"},
-		{"year":"2017","month":"05","id":"dh9iw36","type":"comment","source":"undef"},
-		{"year":"2017","month":"06","id":"djlcwu5","type":"comment","source":"undef"},
-		{"year":"2017","month":"06","id":"dlzcxpy","type":"comment","source":"undef"},
-		{"year":"2017","month":"05","id":"dhabstb","type":"comment","source":"undef"},
-		{"year":"2017","month":"05","id":"dhbr3m6","type":"comment","source":"undef"},
-		{"year":"2017","month":"06","id":"diz97qy","type":"comment"}
-	],
-	"GUM_reddit_gender": [
-		{"year":"2018","month":"09","id":"9e5urs","type":"post","source":"bigquery"},
-		{"year":"2018","month":"09","id":"e5mg3s7","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5mkpok","type":"comment","source":"bigquery"},
-		{"year":"2018","month":"09","id":"e5nxbmb","type":"comment","source":"bigquery"},
-		{"year":"2018","month":"09","id":"e5nzg9j","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5mh94v","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5mmenp","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5ms5u3","type":"comment","source":"undef"}
-	],
-	"GUM_reddit_monsters":[
-		{"year":"2018","month":"09","id":"9eci2u","type":"post","source":"undef"},
-		{"year":"2018","month":"09","id":"e5ox2jr","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5p3gtl","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5pnfro","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5q08o4","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5pney1","type":"comment","source":"undef"},
-	],
-	"GUM_reddit_pandas":[
-		{"year":"2018","month":"09","id":"9e3s9h","type":"post","source":"undef"},
-		{"year":"2018","month":"09","id":"e5lwy6n","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m397o","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m3xgb","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m3z2e","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5lwbbt","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m38sr","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m42cu","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5lvlxm","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5lvqay","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5lw5t6","type":"comment","source":"undef"},  # Blowhole
-		{"year":"2018","month":"09","id":"e5lwz31","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5lxi0s","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5lwxqq","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5lzv1b","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m48ag","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m1yqe","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5lx0sw","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m2n80","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m2wrh","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m3blb","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5lvxoc","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m1abg","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m1w5i","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m3pdi","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m3ruf","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m4yu2","type":"comment","source":"undef"},
-		{"year":"2018","month":"09","id":"e5m5bcb","type":"comment","source":"undef"}
-	],
-	"GUM_reddit_steak": [
-		{"year":"2015","month":"08","id":"3im341","type":"post","source":"undef"}
-	],
-	"GUM_reddit_card": [
-		{"year":"2019","month":"08","id":"cmqrwo","type":"post","source":"undef"},
-		{"year":"2019","month":"08","id":"ew3zrqg","type":"comment","source":"undef"},
-		{"year":"2019","month":"08","id":"ew43d2c","type":"comment","source":"undef"},
-		{"year":"2019","month":"08","id":"ew43oks","type":"comment","source":"undef"},
-		{"year":"2019","month":"08","id":"ew43ymc","type":"comment","source":"undef"},
-		{"year":"2019","month":"08","id":"ew46h1p","type":"comment","source":"undef"},
-		{"year":"2019","month":"08","id":"ew46oly","type":"comment","source":"undef"},
-		{"year":"2019","month":"08","id":"ew46wq7","type":"comment","source":"undef"},
-		{"year":"2019","month":"08","id":"ew470zc","type":"comment","source":"undef"}
-	],
-	"GUM_reddit_callout": [
-		{"year":"2019","month":"09","id":"d1eg3u","type":"post","source":"undef"},
-		{"year":"2019","month":"09","id":"ezkucpg","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezkv0cc","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezkwbx9","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezlh2o6","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezlkajf","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezlnco2","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezo20yy","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezkwcvh","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezl07dm","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezmajm7","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezl1wz3","type":"comment","source":"undef"},
-	],
-	"GUM_reddit_conspiracy": [
-		{"year":"2019","month":"02","id":"aumhwo","type":"post","source":"undef"},
-		{"year":"2019","month":"02","id":"eh9rt0n","type":"comment","source":"undef"},
-		{"year":"2019","month":"02","id":"eh9tvyw","type":"comment","source":"undef"},
-		{"year":"2019","month":"02","id":"ehc0l2q","type":"comment","source":"undef"},
-		{"year":"2019","month":"02","id":"ehclwtv","type":"comment","source":"undef"},
-		{"year":"2019","month":"02","id":"eh9jo5x","type":"comment","source":"undef"},
-		{"year":"2019","month":"02","id":"ehr2665","type":"comment","source":"undef"},
-		{"year":"2019","month":"02","id":"eha3c1q","type":"comment","source":"undef"},
-		{"year":"2019","month":"02","id":"eha5jlq","type":"comment","source":"undef"},
-	],
-	"GUM_reddit_introverts": [
-		{"year":"2019","month":"06","id":"by820m","type":"post","source":"undef","title_double": True},  # Possible title was repeated by annotator
-		{"year":"2019","month":"06","id":"eqeik8m","type":"comment","source":"undef"},
-		{"year":"2019","month":"06","id":"eqfgaeu","type":"comment","source":"undef"},
-		{"year":"2019","month":"06","id":"eqfplpg","type":"comment","source":"undef"},
-		{"year":"2019","month":"06","id":"eqg6a5u","type":"comment","source":"undef"},
-		{"year":"2019","month":"06","id":"eqh6j29","type":"comment","source":"undef"},
-		{"year":"2019","month":"06","id":"eqhjtwr","type":"comment","source":"undef"},
-		{"year":"2019","month":"06","id":"eqi2jl3","type":"comment","source":"undef"},
-		{"year":"2019","month":"06","id":"eqii2kf","type":"comment","source":"undef"},
-		{"year":"2019","month":"06","id":"eqhlj8j","type":"comment","source":"undef"},
-	],
-	"GUM_reddit_racial": [
-		{"year":"2019","month":"09","id":"d1urjk","type":"post","source":"undef"},
-		{"year":"2019","month":"09","id":"ezq9y6w","type":"comment","source":"bigquery"},
-		{"year":"2019","month":"09","id":"ezqpqmm","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezq8xs7","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezr55wk","type":"comment","source":"undef"},
-	],
-	"GUM_reddit_social": [
-		{"year":"2019","month":"09","id":"d1qy3g","type":"post","source":"undef"},
-		{"year":"2019","month":"09","id":"ezpb3jg","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezpdmy3","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezpjor8","type":"comment","source":"bigquery"},
-		{"year":"2019","month":"09","id":"ezpiozm","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezpc1ps","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezp9fbh","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezqrumb","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezpe0e6","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezpf71f","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezt7qlf","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezpc4jj","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezpa2e4","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezpfzql","type":"comment","source":"undef"},
-		{"year":"2019","month":"09","id":"ezpi39v","type":"comment","source":"undef"},
-	]
 }
 def underscore_files(filenames):
-	def underscore_rel_field(text):
-		blanked = []
-		text = text.replace("<*>","❤")
-		for c in text:
-			if c!="❤" and c!=" ":
-				blanked.append("_")
-			else:
-				blanked.append(c)
-		return "".join(blanked).replace("❤","<*>")
-	for f_path in filenames:
-		skiplen = 0
-		with io.open(f_path, 'r', encoding='utf8') as fin:
-			lines = fin.readlines()
-		with io.open(f_path, 'w', encoding='utf8', newline="\n") as fout:
-			output = []
-			if f_path.endswith(".rels"):
-				for l, line in enumerate(lines):
-					line = line.strip()
-					if "\t" in line and l > 0:
-						doc, unit1_toks, unit2_toks, unit1_txt, unit2_txt, s1_toks, s2_toks, unit1_sent, unit2_sent, direction, orig_label, label = line.split("\t")
-						if "GUM" in doc and "reddit" not in doc:
-							output.append(line)
-							continue
-						unit1_txt = underscore_rel_field(unit1_txt)
-						unit2_txt = underscore_rel_field(unit2_txt)
-						unit1_sent = underscore_rel_field(unit1_sent)
-						unit2_sent = underscore_rel_field(unit2_sent)
-						fields = doc, unit1_toks, unit2_toks, unit1_txt, unit2_txt, s1_toks, s2_toks, unit1_sent, unit2_sent, direction, orig_label, label
-						line = "\t".join(fields)
-					output.append(line)
-			else:
-				doc = ""
-				for line in lines:
-					line = line.strip()
-					if line.startswith("# newdoc_id"):
-						doc = line.split("=",maxsplit=1)[1].strip()
-					if "GUM" in doc and "reddit" not in doc:
-						output.append(line)
-						continue
-					if line.startswith("# text"):
-						m = re.match(r'(# text ?= ?)(.+)',line)
-						if m is not None:
-							line = m.group(1) + re.sub(r'[^\s]','_',m.group(2))
-							output.append(line)
-					elif "\t" in line:
-						fields = line.split("\t")
-						tok_col, lemma_col = fields[1:3]
-						if lemma_col == tok_col:  # Delete lemma if identical to token
-							fields[2] = '_'
-						elif tok_col.lower() == lemma_col:
-							fields[2] = "*LOWER*"
-						if skiplen < 1:
-							fields[1] = len(tok_col)*'_'
-						else:
-							skiplen -=1
-						output.append("\t".join(fields))
-						if "-" in fields[0]:  # Multitoken
-							start, end = fields[0].split("-")
-							start = int(start)
-							end = int(end)
-							skiplen = end - start + 1
-					else:
-						output.append(line)
-			fout.write('\n'.join(output) + "\n")
 def get_no_space_strings(cache_dict):
-	import ast
-	no_space_docs = defaultdict(str)
-	for doc in gum_docs:
-		for post in gum_docs[doc]:
-			if post["id"] in cache_dict:
-				json_result = cache_dict[post["id"]]
-			parsed = ast.literal_eval(json_result)[0]
-			if post["type"]=="post":
-				plain = parsed["selftext"]
-				title = parsed["title"]
-				if "title_only" in post:
-					if post["title_only"]:
-						plain = ""
-				if "title_double" in post:
-					title = title + " " + title
-			else:
-				plain = parsed["body"]
-				title = ""
-			if "_space" in doc:
-				plain = plain.replace("&gt;","")  # GUM_reddit_space has formatting &gt; to indicate indented block quotes
-			elif "_gender" in doc:
-				plain = plain.replace("- The vast","The vast")
-				plain = plain.replace("- Society already accommodates","Society already accommodates")
-				plain = plain.replace("- Society recognizes disabilities","Society recognizes disabilities")
-				plain = plain.replace("- It’s a waste of time","It’s a waste of time")
-				plain = plain.replace("PB&amp;J","PB&J")
-			elif "_monsters" in doc:
-				plain = plain.replace("1. He refers to","a. He refers to")
-				plain = plain.replace("2. Using these","b. Using these")
-				plain = plain.replace("3. And he has","c. And he has")
-				plain = plain.replace("&#x200B; &#x200B;","")
-				plain = re.sub(r' [0-9]+\. ',' ',plain)
-			elif "_ring" in doc:
-				plain = plain.replace("&gt;",">")
-			elif "_escape" in doc:
-				plain = plain.replace("*1 year later*","1 year later")
-			elif "_racial" in doc:
-				plain = plain.replace("> ","")
-			elif "_callout" in doc:
-				plain = plain.replace("_it","it").replace("well?_","well?").replace(">certain","certain")
-			elif "_conspiracy" in doc:
-				plain = plain.replace(">", "")
-			elif "_stroke" in doc:
-				plain = plain.replace("&amp;", "&")
-			elif "_bobby" in doc:
-				plain = plain.replace("&amp;", "&")
-			elif "_introvert" in doc:
-				plain = plain.replace("enjoy working out.","enjoy working out").replace("~~","")
-			elif "_social" in doc:
-				plain = plain.replace("the purpose","those purpose").replace("&#x200B;","")
-			no_space = re.sub(r"\s","",plain).replace("*","")
-			no_space = re.sub(r'\[([^]]+)\]\([^)]+\)',r'\1',no_space)  # Remove Wiki style links: [text](URL)
-			if no_space_docs[doc] == "":
-				no_space_docs[doc] += re.sub(r"\s","",title).replace("*","")
-			no_space_docs[doc] += no_space
-	return no_space_docs
 def harvest_text(files):
-	"""
-	:param files: LDC files containing raw text data
-	:return: Dictionary of document base names (e.g. wsj_0013) to string of non-whitespace characters in the document
-	"""
-	docs = {}
-	for file_ in files:
-		docname = os.path.basename(file_)
-		if "." in docname:
-			docname = docname.split(".")[0]
-		try:
-			text = io.open(file_,encoding="utf8").read()
-		except:
-			text = io.open(file_,encoding="Latin1").read()  # e.g. wsj_0142
-		text = text.replace(".START","")  # Remove PDTB .START codes
-		text = re.sub(r'\s','', text)  # Remove all whitespace
-		docs[docname] = text
-	return docs
 def get_proxy_data():
-	import requests
-	out_posts = {}
-	tab_delim = requests.get("https://corpling.uis.georgetown.edu/gum/fetch_text_proxy.py").text
-	for line in tab_delim.split("\n"):
-		if "\t" in line:
-			post, text = line.split("\t")
-			out_posts[post] = text
-	return out_posts
 def restore_docs(text_dict,dep_files=[],rel_files=[],tok_files=[]):
-	def restore_range(range_string, underscored, tid_dict):
-		output = []
-		tok_ids = []
-		range_strings = range_string.split(",")
-		for r in range_strings:
-			if "-" in r:
-				s, e = r.split("-")
-				tok_ids += list(range(int(s),int(e)+1))
-			else:
-				tok_ids.append(int(r))
-		for tok in underscored.split():
-			if tok == "<*>":
-				output.append(tok)
-			else:
-				tid = tok_ids.pop(0)
-				output.append(tid_dict[tid])
-		return " ".join(output)
-	skiplen = 0
-	token_dict = {}
-	tid2string = defaultdict(dict)
-	for file_ in dep_files + tok_files + rel_files:
-		lines = io.open(file_,encoding="utf8").readlines()
-		underscore_len = 0  # Must match doc_len at end of file processing
-		doc_len = 0
-		if file_.endswith(".rels") or file_ in rel_files:
-			output = []
-			violation_rows = []
-			for l, line in enumerate(lines):
-				line = line.strip()
-				if l > 0 and "\t" in line:
-					fields = line.split("\t")
-					docname = fields[0]
-					text = text_dict[docname]
-					if "GUM_" in docname and "reddit" not in docname:  # Only Reddit documents need reconstruction in GUM
-						output.append(line)
-						continue
-					doc, unit1_toks, unit2_toks, unit1_txt, unit2_txt, s1_toks, s2_toks, unit1_sent, unit2_sent, direction, orig_label, label = line.split("\t")
-					underscore_len += unit1_txt.count("_") + unit2_txt.count("_") + unit1_sent.count("_") + unit2_sent.count("_")
-					if underscore_len == 0:
                         continue
-						#sys.stderr.write("! Non-underscored file detected - " + os.path.basename(file_) + "\n")
-						#sys.exit(0)
-					unit1_txt = restore_range(unit1_toks, unit1_txt, tid2string[docname])
-					unit2_txt = restore_range(unit2_toks, unit2_txt, tid2string[docname])
-					unit1_sent = restore_range(s1_toks, unit1_sent, tid2string[docname])
-					unit2_sent = restore_range(s2_toks, unit2_sent, tid2string[docname])
-					plain = unit1_txt + unit2_txt + unit1_sent + unit2_sent
-					plain = plain.replace("<*>","").replace(" ","")
-					doc_len += len(plain)
-					fields = doc, unit1_toks, unit2_toks, unit1_txt, unit2_txt, s1_toks, s2_toks, unit1_sent, unit2_sent, direction, orig_label, label
-					line = "\t".join(fields)
-					if doc_len != underscore_len and len(violation_rows) == 0:
-						violation_rows.append(str(l) + ": " + line)
-				output.append(line)
-		else:
-			tokfile = True if ".tok" in file_ else False
-			output = []
-			parse_text = ""
-			docname = ""
-			for line in lines:
-				line = line.strip()
-				if "# newdoc_id " in line:
-					tid = 0
-					if parse_text !="":
-						if not tokfile:
-							token_dict[docname] = parse_text
-					parse_text = ""
-					docname = re.search(r'# newdoc_id ?= ?([^\s]+)',line).group(1)
-					if "GUM" in docname and "reddit" not in docname:
-						output.append(line)
-						continue
-					if docname not in text_dict:
-						raise IOError("! Text for document name " + docname + " not found.\n Please check that your LDC data contains the file for this document.\n")
-					if ".tok" in file_:
-						text = token_dict[docname]
-					else:
-						text = text_dict[docname]
-					doc_len = len(text)
-					underscore_len = 0
-				if "GUM" in docname and "reddit" not in docname:
-					output.append(line)
-					continue
-				if line.startswith("# text"):
-					m = re.match(r'(# ?text ?= ?)(.+)',line)
-					if m is not None:
-						i = 0
-						sent_text = ""
-						for char in m.group(2).strip():
-							if char != " ":
-								sent_text += text[i]
-								i+=1
-							else:
-								sent_text += " "
-						line = m.group(1) + sent_text
-						output.append(line)
-				elif "\t" in line:
-					fields = line.split("\t")
-					if skiplen < 1:
-						underscore_len += len(fields[1])
-						fields[1] = text[:len(fields[1])]
-					if not "-" in fields[0] and not "." in fields[0]:
-						parse_text += fields[1]
-						tid += 1
-						tid2string[docname][tid] = fields[1]
-					if not tokfile:
-						if fields[2] == '_' and not "-" in fields[0] and not "." in fields[0]:
-							fields[2] = fields[1]
-						elif fields[2] == "*LOWER*":
-							fields[2] = fields[1].lower()
-					if skiplen < 1:
-						text = text[len(fields[1]):]
-					else:
-						skiplen -=1
-					output.append("\t".join(fields))
-					if "-" in fields[0]:  # Multitoken
-						start, end = fields[0].split("-")
-						start = int(start)
-						end = int(end)
-						skiplen = end - start + 1
-				else:
-					output.append(line)
-		if not doc_len == underscore_len:
-			if ".rels" in file_:
-				sys.stderr.write(
-					"\n! Tried to restore file " + os.path.basename(file_) + " but source text has different length than tokens in shared task file:\n" + \
-					"  Source text in data/: " + str(doc_len) + " non-whitespace characters\n" + \
-					"  Token underscores in " + file_ + ": " + str(underscore_len) + " non-whitespace characters\n" + \
-					"  Violation row: " + violation_rows[0])
-			else:
-				sys.stderr.write("\n! Tried to restore document " + docname + " but source text has different length than tokens in shared task file:\n" + \
-						  "  Source text in data/: " + str(doc_len) + " non-whitespace characters\n" + \
-						  "  Token underscores in " + file_+": " + str(underscore_len) + " non-whitespace characters\n")
-			with io.open("debug.txt",'w',encoding="utf8") as f:
-				f.write(text_dict[docname])
-				f.write("\n\n\n")
-				f.write(parse_text)
-			sys.exit(0)
-		if not tokfile and parse_text != "":
-			token_dict[docname] = parse_text
-		with io.open(file_, 'w', encoding='utf8', newline="\n") as fout:
-			fout.write("\n".join(output) + "\n")
-	sys.stderr.write("o Restored text in " + str(len(dep_files)) + " .conllu files, " + str(len(tok_files)) +
-					 " .tok files and "+ str(len(rel_files)) + " .rels files\n")
 def run(corpus="all", rel_files=[], dep_files=[], tok_files=[],
         rstdt_path=None, pdtb_path=None, cdtb_path=None, tdb_path=None):

 PY3 = sys.version_info[0] == 3
 if not PY3:
+    input = raw_input
 gum_docs = {
+    "GUM_reddit_macroeconomics": [
+        {"year": "2017", "month": "09", "id": "6zm74h", "type": "post","source":"undef"},
+        {"year": "2017", "month": "09", "id": "dmwwqlt", "type":"comment","source":"undef"}
+    ],
+    "GUM_reddit_stroke": [
+        {"year": "2017", "month": "08", "id": "6ws3eh", "type": "post","source":"undef"},
+        {"year": "2017", "month": "08", "id": "dmaei1x", "type":"comment","source":"undef"},
+        {"year": "2017", "month": "08", "id": "dmaiwsm", "type":"comment","source":"undef"},
+        {"year": "2017", "month": "09", "id": "dmkx8bk", "type":"comment","source":"undef"},
+        {"year": "2017", "month": "09", "id": "dmm1327", "type":"comment","source":"undef"},
+        {"year": "2017", "month": "08", "id": "dmaoodn", "type":"comment","source":"undef"}
+    ],
+    "GUM_reddit_polygraph": [
+        {"year": "2014", "month": "12", "id": "2q6qnv", "type": "post","source":"undef"}
+    ],
+    "GUM_reddit_ring": [
+        {"year": "2016", "month": "09", "id": "5570x1", "type": "post","source":"undef"},
+        {"year": "2016", "month": "09", "id": "d885ma0", "type":"comment","source":"undef"},
+        {"year": "2016", "month": "09", "id": "d8880w7", "type":"comment","source":"undef"},
+        {"year": "2016", "month": "09", "id": "d88u7dg", "type":"comment","source":"undef"},
+        {"year": "2016", "month": "09", "id": "d88unu3", "type":"comment","source":"undef"},
+        {"year": "2016", "month": "09", "id": "d88v0sz", "type":"comment","source":"undef"},
+        {"year": "2016", "month": "09", "id": "d88xaqu", "type":"comment","source":"undef"},
+        {"year": "2016", "month": "10", "id": "d893mj9", "type":"comment","source":"undef"},
+        {"year": "2016", "month": "09", "id": "d88s4bb", "type":"comment","source":"undef"},
+        {"year": "2016", "month": "10", "id": "d88zt6x", "type":"comment","source":"undef"}
+    ],
+    "GUM_reddit_space": [
+        {"year": "2016", "month": "08", "id": "50hx5c", "type": "post","source":"undef"},
+        {"year": "2016", "month": "08", "id": "d7471k5", "type":"comment","source":"undef"},
+        {"year": "2016", "month": "08", "id": "d74i5ka", "type":"comment","source":"undef"},
+        {"year": "2016", "month": "08", "id": "d74ppi0", "type":"comment","source":"undef"}
+    ],
+    "GUM_reddit_superman": [
+        #{"year": "2017", "month": "04", "id": "68e0u3", "type": "post", "title_only": True},  # Post title not included in this document
+        {"year": "2017", "month": "05", "id": "dgys1z8", "type":"comment","source":"undef"}
+    ],
+    "GUM_reddit_bobby": [
+        {"year":"2018","month":"06","id":"8ph56q","type": "post","source":"undef"},
+        {"year":"2018","month":"06","id":"e0b8zz4","type":"comment","source":"undef"},
+        {"year":"2018","month":"06","id":"e0dwqlg","type":"comment","source":"undef"},
+        {"year":"2018","month":"06","id":"e15pcqu","type":"comment","source":"undef"},
+        {"year":"2018","month":"06","id":"e0dz1mp","type":"comment","source":"undef"},
+        {"year":"2018","month":"06","id":"e1uuo9e","type":"comment","source":"undef"},
+        {"year":"2018","month":"06","id":"e0brc9w","type":"comment","source":"undef"},
+        {"year":"2018","month":"06","id":"e0bz951","type":"comment","source":"undef"}
+    ],
+    "GUM_reddit_escape": [
+        {"year":"2017","month":"05","id":"69r98j","type": "post","source":"undef"},
+        {"year":"2017","month":"05","id":"dh96n8v","type":"comment","source":"undef"},
+        {"year":"2017","month":"05","id":"dh9enpe","type":"comment","source":"undef"},
+        {"year":"2017","month":"05","id":"dht8oyn","type":"comment","source":"undef"},
+        {"year":"2017","month":"05","id":"dhn0hoe","type":"comment","source":"undef"},
+        {"year":"2017","month":"07","id":"dk9ted1","type":"comment","source":"undef"},
+        {"year":"2017","month":"05","id":"dh98kcg","type":"comment","source":"undef"},
+        {"year":"2017","month":"05","id":"dh9zxej","type":"comment","source":"undef"},
+        {"year":"2017","month":"05","id":"di9x7j9","type":"comment","source":"undef"},
+        {"year":"2017","month":"05","id":"di9xsrt","type":"comment","source":"undef"},
+        {"year":"2017","month":"06","id":"din85zf","type":"comment","source":"undef"},
+        {"year":"2017","month":"06","id":"dinab0w","type":"comment","source":"undef"},
+        {"year":"2017","month":"06","id":"dinaggd","type":"comment","source":"undef"},
+        {"year":"2017","month":"06","id":"dinbyb9","type":"comment","source":"undef"},
+        {"year":"2017","month":"06","id":"dj65sp1","type":"comment","source":"undef"},
+        {"year":"2017","month":"06","id":"dizdd8a","type":"comment","source":"undef"},
+        {"year":"2017","month":"07","id":"dk78qw8","type":"comment","source":"undef"},
+        {"year":"2017","month":"08","id":"dm0gqc7","type":"comment","source":"undef"},
+        {"year":"2017","month":"10","id":"domd1r0","type":"comment","source":"undef"},
+        {"year":"2017","month":"05","id":"dh9irie","type":"comment","source":"undef"},
+        {"year":"2017","month":"05","id":"dh9iw36","type":"comment","source":"undef"},
+        {"year":"2017","month":"06","id":"djlcwu5","type":"comment","source":"undef"},
+        {"year":"2017","month":"06","id":"dlzcxpy","type":"comment","source":"undef"},
+        {"year":"2017","month":"05","id":"dhabstb","type":"comment","source":"undef"},
+        {"year":"2017","month":"05","id":"dhbr3m6","type":"comment","source":"undef"},
+        {"year":"2017","month":"06","id":"diz97qy","type":"comment"}
+    ],
+    "GUM_reddit_gender": [
+        {"year":"2018","month":"09","id":"9e5urs","type":"post","source":"bigquery"},
+        {"year":"2018","month":"09","id":"e5mg3s7","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5mkpok","type":"comment","source":"bigquery"},
+        {"year":"2018","month":"09","id":"e5nxbmb","type":"comment","source":"bigquery"},
+        {"year":"2018","month":"09","id":"e5nzg9j","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5mh94v","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5mmenp","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5ms5u3","type":"comment","source":"undef"}
+    ],
+    "GUM_reddit_monsters":[
+        {"year":"2018","month":"09","id":"9eci2u","type":"post","source":"undef"},
+        {"year":"2018","month":"09","id":"e5ox2jr","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5p3gtl","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5pnfro","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5q08o4","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5pney1","type":"comment","source":"undef"},
+    ],
+    "GUM_reddit_pandas":[
+        {"year":"2018","month":"09","id":"9e3s9h","type":"post","source":"undef"},
+        {"year":"2018","month":"09","id":"e5lwy6n","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m397o","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m3xgb","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m3z2e","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5lwbbt","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m38sr","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m42cu","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5lvlxm","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5lvqay","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5lw5t6","type":"comment","source":"undef"},  # Blowhole
+        {"year":"2018","month":"09","id":"e5lwz31","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5lxi0s","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5lwxqq","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5lzv1b","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m48ag","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m1yqe","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5lx0sw","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m2n80","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m2wrh","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m3blb","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5lvxoc","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m1abg","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m1w5i","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m3pdi","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m3ruf","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m4yu2","type":"comment","source":"undef"},
+        {"year":"2018","month":"09","id":"e5m5bcb","type":"comment","source":"undef"}
+    ],
+    "GUM_reddit_steak": [
+        {"year":"2015","month":"08","id":"3im341","type":"post","source":"undef"}
+    ],
+    "GUM_reddit_card": [
+        {"year":"2019","month":"08","id":"cmqrwo","type":"post","source":"undef"},
+        {"year":"2019","month":"08","id":"ew3zrqg","type":"comment","source":"undef"},
+        {"year":"2019","month":"08","id":"ew43d2c","type":"comment","source":"undef"},
+        {"year":"2019","month":"08","id":"ew43oks","type":"comment","source":"undef"},
+        {"year":"2019","month":"08","id":"ew43ymc","type":"comment","source":"undef"},
+        {"year":"2019","month":"08","id":"ew46h1p","type":"comment","source":"undef"},
+        {"year":"2019","month":"08","id":"ew46oly","type":"comment","source":"undef"},
+        {"year":"2019","month":"08","id":"ew46wq7","type":"comment","source":"undef"},
+        {"year":"2019","month":"08","id":"ew470zc","type":"comment","source":"undef"}
+    ],
+    "GUM_reddit_callout": [
+        {"year":"2019","month":"09","id":"d1eg3u","type":"post","source":"undef"},
+        {"year":"2019","month":"09","id":"ezkucpg","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezkv0cc","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezkwbx9","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezlh2o6","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezlkajf","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezlnco2","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezo20yy","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezkwcvh","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezl07dm","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezmajm7","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezl1wz3","type":"comment","source":"undef"},
+    ],
+    "GUM_reddit_conspiracy": [
+        {"year":"2019","month":"02","id":"aumhwo","type":"post","source":"undef"},
+        {"year":"2019","month":"02","id":"eh9rt0n","type":"comment","source":"undef"},
+        {"year":"2019","month":"02","id":"eh9tvyw","type":"comment","source":"undef"},
+        {"year":"2019","month":"02","id":"ehc0l2q","type":"comment","source":"undef"},
+        {"year":"2019","month":"02","id":"ehclwtv","type":"comment","source":"undef"},
+        {"year":"2019","month":"02","id":"eh9jo5x","type":"comment","source":"undef"},
+        {"year":"2019","month":"02","id":"ehr2665","type":"comment","source":"undef"},
+        {"year":"2019","month":"02","id":"eha3c1q","type":"comment","source":"undef"},
+        {"year":"2019","month":"02","id":"eha5jlq","type":"comment","source":"undef"},
+    ],
+    "GUM_reddit_introverts": [
+        {"year":"2019","month":"06","id":"by820m","type":"post","source":"undef","title_double": True},  # Possible title was repeated by annotator
+        {"year":"2019","month":"06","id":"eqeik8m","type":"comment","source":"undef"},
+        {"year":"2019","month":"06","id":"eqfgaeu","type":"comment","source":"undef"},
+        {"year":"2019","month":"06","id":"eqfplpg","type":"comment","source":"undef"},
+        {"year":"2019","month":"06","id":"eqg6a5u","type":"comment","source":"undef"},
+        {"year":"2019","month":"06","id":"eqh6j29","type":"comment","source":"undef"},
+        {"year":"2019","month":"06","id":"eqhjtwr","type":"comment","source":"undef"},
+        {"year":"2019","month":"06","id":"eqi2jl3","type":"comment","source":"undef"},
+        {"year":"2019","month":"06","id":"eqii2kf","type":"comment","source":"undef"},
+        {"year":"2019","month":"06","id":"eqhlj8j","type":"comment","source":"undef"},
+    ],
+    "GUM_reddit_racial": [
+        {"year":"2019","month":"09","id":"d1urjk","type":"post","source":"undef"},
+        {"year":"2019","month":"09","id":"ezq9y6w","type":"comment","source":"bigquery"},
+        {"year":"2019","month":"09","id":"ezqpqmm","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezq8xs7","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezr55wk","type":"comment","source":"undef"},
+    ],
+    "GUM_reddit_social": [
+        {"year":"2019","month":"09","id":"d1qy3g","type":"post","source":"undef"},
+        {"year":"2019","month":"09","id":"ezpb3jg","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezpdmy3","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezpjor8","type":"comment","source":"bigquery"},
+        {"year":"2019","month":"09","id":"ezpiozm","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezpc1ps","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezp9fbh","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezqrumb","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezpe0e6","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezpf71f","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezt7qlf","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezpc4jj","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezpa2e4","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezpfzql","type":"comment","source":"undef"},
+        {"year":"2019","month":"09","id":"ezpi39v","type":"comment","source":"undef"},
+    ]
 }
 def underscore_files(filenames):
+    def underscore_rel_field(text):
+        blanked = []
+        text = text.replace("<*>","❤")
+        for c in text:
+            if c!="❤" and c!=" ":
+                blanked.append("_")
+            else:
+                blanked.append(c)
+        return "".join(blanked).replace("❤","<*>")
+    for f_path in filenames:
+        skiplen = 0
+        with io.open(f_path, 'r', encoding='utf8') as fin:
+            lines = fin.readlines()
+        with io.open(f_path, 'w', encoding='utf8', newline="\n") as fout:
+            output = []
+            if f_path.endswith(".rels"):
+                for l, line in enumerate(lines):
+                    line = line.strip()
+                    if "\t" in line and l > 0:
+                        doc, unit1_toks, unit2_toks, unit1_txt, unit2_txt, s1_toks, s2_toks, unit1_sent, unit2_sent, direction, orig_label, label = line.split("\t")
+                        if "GUM" in doc and "reddit" not in doc:
+                            output.append(line)
+                            continue
+                        unit1_txt = underscore_rel_field(unit1_txt)
+                        unit2_txt = underscore_rel_field(unit2_txt)
+                        unit1_sent = underscore_rel_field(unit1_sent)
+                        unit2_sent = underscore_rel_field(unit2_sent)
+                        fields = doc, unit1_toks, unit2_toks, unit1_txt, unit2_txt, s1_toks, s2_toks, unit1_sent, unit2_sent, direction, orig_label, label
+                        line = "\t".join(fields)
+                    output.append(line)
+            else:
+                doc = ""
+                for line in lines:
+                    line = line.strip()
+                    if line.startswith("# newdoc_id"):
+                        doc = line.split("=",maxsplit=1)[1].strip()
+                    if "GUM" in doc and "reddit" not in doc:
+                        output.append(line)
+                        continue
+                    if line.startswith("# text"):
+                        m = re.match(r'(# text ?= ?)(.+)',line)
+                        if m is not None:
+                            line = m.group(1) + re.sub(r'[^\s]','_',m.group(2))
+                            output.append(line)
+                    elif "\t" in line:
+                        fields = line.split("\t")
+                        tok_col, lemma_col = fields[1:3]
+                        if lemma_col == tok_col:  # Delete lemma if identical to token
+                            fields[2] = '_'
+                        elif tok_col.lower() == lemma_col:
+                            fields[2] = "*LOWER*"
+                        if skiplen < 1:
+                            fields[1] = len(tok_col)*'_'
+                        else:
+                            skiplen -=1
+                        output.append("\t".join(fields))
+                        if "-" in fields[0]:  # Multitoken
+                            start, end = fields[0].split("-")
+                            start = int(start)
+                            end = int(end)
+                            skiplen = end - start + 1
+                    else:
+                        output.append(line)
+            fout.write('\n'.join(output) + "\n")
 def get_no_space_strings(cache_dict):
+    import ast
+    no_space_docs = defaultdict(str)
+    for doc in gum_docs:
+        for post in gum_docs[doc]:
+            if post["id"] in cache_dict:
+                json_result = cache_dict[post["id"]]
+            parsed = ast.literal_eval(json_result)[0]
+            if post["type"]=="post":
+                plain = parsed["selftext"]
+                title = parsed["title"]
+                if "title_only" in post:
+                    if post["title_only"]:
+                        plain = ""
+                if "title_double" in post:
+                    title = title + " " + title
+            else:
+                plain = parsed["body"]
+                title = ""
+            if "_space" in doc:
+                plain = plain.replace("&gt;","")  # GUM_reddit_space has formatting &gt; to indicate indented block quotes
+            elif "_gender" in doc:
+                plain = plain.replace("- The vast","The vast")
+                plain = plain.replace("- Society already accommodates","Society already accommodates")
+                plain = plain.replace("- Society recognizes disabilities","Society recognizes disabilities")
+                plain = plain.replace("- It’s a waste of time","It’s a waste of time")
+                plain = plain.replace("PB&amp;J","PB&J")
+            elif "_monsters" in doc:
+                plain = plain.replace("1. He refers to","a. He refers to")
+                plain = plain.replace("2. Using these","b. Using these")
+                plain = plain.replace("3. And he has","c. And he has")
+                plain = plain.replace("&#x200B; &#x200B;","")
+                plain = re.sub(r' [0-9]+\. ',' ',plain)
+            elif "_ring" in doc:
+                plain = plain.replace("&gt;",">")
+            elif "_escape" in doc:
+                plain = plain.replace("*1 year later*","1 year later")
+            elif "_racial" in doc:
+                plain = plain.replace("> ","")
+            elif "_callout" in doc:
+                plain = plain.replace("_it","it").replace("well?_","well?").replace(">certain","certain")
+            elif "_conspiracy" in doc:
+                plain = plain.replace(">", "")
+            elif "_stroke" in doc:
+                plain = plain.replace("&amp;", "&")
+            elif "_bobby" in doc:
+                plain = plain.replace("&amp;", "&")
+            elif "_introvert" in doc:
+                plain = plain.replace("enjoy working out.","enjoy working out").replace("~~","")
+            elif "_social" in doc:
+                plain = plain.replace("the purpose","those purpose").replace("&#x200B;","")
+            no_space = re.sub(r"\s","",plain).replace("*","")
+            no_space = re.sub(r'\[([^]]+)\]\([^)]+\)',r'\1',no_space)  # Remove Wiki style links: [text](URL)
+            if no_space_docs[doc] == "":
+                no_space_docs[doc] += re.sub(r"\s","",title).replace("*","")
+            no_space_docs[doc] += no_space
+    return no_space_docs
 def harvest_text(files):
+    """
+    :param files: LDC files containing raw text data
+    :return: Dictionary of document base names (e.g. wsj_0013) to string of non-whitespace characters in the document
+    """
+    docs = {}
+    for file_ in files:
+        docname = os.path.basename(file_)
+        if "." in docname:
+            docname = docname.split(".")[0]
+        try:
+            text = io.open(file_,encoding="utf8").read()
+        except:
+            text = io.open(file_,encoding="Latin1").read()  # e.g. wsj_0142
+        text = text.replace(".START","")  # Remove PDTB .START codes
+        text = re.sub(r'\s','', text)  # Remove all whitespace
+        docs[docname] = text
+    return docs
 def get_proxy_data():
+    import requests
+    out_posts = {}
+    tab_delim = requests.get("https://corpling.uis.georgetown.edu/gum/fetch_text_proxy.py").text
+    for line in tab_delim.split("\n"):
+        if "\t" in line:
+            post, text = line.split("\t")
+            out_posts[post] = text
+    return out_posts
 def restore_docs(text_dict,dep_files=[],rel_files=[],tok_files=[]):
+    def restore_range(range_string, underscored, tid_dict):
+        output = []
+        tok_ids = []
+        range_strings = range_string.split(",")
+        for r in range_strings:
+            if "-" in r:
+                s, e = r.split("-")
+                tok_ids += list(range(int(s),int(e)+1))
+            else:
+                tok_ids.append(int(r))
+        for tok in underscored.split():
+            if tok == "<*>":
+                output.append(tok)
+            else:
+                tid = tok_ids.pop(0)
+                output.append(tid_dict[tid])
+        return " ".join(output)
+    skiplen = 0
+    token_dict = {}
+    tid2string = defaultdict(dict)
+    for file_ in dep_files + tok_files + rel_files:
+        lines = io.open(file_,encoding="utf8").readlines()
+        underscore_len = 0  # Must match doc_len at end of file processing
+        doc_len = 0
+        if file_.endswith(".rels") or file_ in rel_files:
+            output = []
+            violation_rows = []
+            for l, line in enumerate(lines):
+                line = line.strip()
+                if l > 0 and "\t" in line:
+                    fields = line.split("\t")
+                    docname = fields[0]
+                    text = text_dict[docname]
+                    if "GUM_" in docname and "reddit" not in docname:  # Only Reddit documents need reconstruction in GUM
+                        output.append(line)
+                        continue
+                    doc, unit1_toks, unit2_toks, unit1_txt, unit2_txt, s1_toks, s2_toks, unit1_sent, unit2_sent, direction, orig_label, label = line.split("\t")
+                    underscore_len += unit1_txt.count("_") + unit2_txt.count("_") + unit1_sent.count("_") + unit2_sent.count("_")
+                    if underscore_len == 0:
                         continue
+                        #sys.stderr.write("! Non-underscored file detected - " + os.path.basename(file_) + "\n")
+                        #sys.exit(0)
+                    unit1_txt = restore_range(unit1_toks, unit1_txt, tid2string[docname])
+                    unit2_txt = restore_range(unit2_toks, unit2_txt, tid2string[docname])
+                    unit1_sent = restore_range(s1_toks, unit1_sent, tid2string[docname])
+                    unit2_sent = restore_range(s2_toks, unit2_sent, tid2string[docname])
+                    plain = unit1_txt + unit2_txt + unit1_sent + unit2_sent
+                    plain = plain.replace("<*>","").replace(" ","")
+                    doc_len += len(plain)
+                    fields = doc, unit1_toks, unit2_toks, unit1_txt, unit2_txt, s1_toks, s2_toks, unit1_sent, unit2_sent, direction, orig_label, label
+                    line = "\t".join(fields)
+                    if doc_len != underscore_len and len(violation_rows) == 0:
+                        violation_rows.append(str(l) + ": " + line)
+                output.append(line)
+        else:
+            tokfile = True if ".tok" in file_ else False
+            output = []
+            parse_text = ""
+            docname = ""
+            for line in lines:
+                line = line.strip()
+                if "# newdoc_id " in line:
+                    tid = 0
+                    if parse_text !="":
+                        if not tokfile:
+                            token_dict[docname] = parse_text
+                    parse_text = ""
+                    docname = re.search(r'# newdoc_id ?= ?([^\s]+)',line).group(1)
+                    if "GUM" in docname and "reddit" not in docname:
+                        output.append(line)
+                        continue
+                    if docname not in text_dict:
+                        raise IOError("! Text for document name " + docname + " not found.\n Please check that your LDC data contains the file for this document.\n")
+                    if ".tok" in file_:
+                        text = token_dict[docname]
+                    else:
+                        text = text_dict[docname]
+                    doc_len = len(text)
+                    underscore_len = 0
+                if "GUM" in docname and "reddit" not in docname:
+                    output.append(line)
+                    continue
+                if line.startswith("# text"):
+                    m = re.match(r'(# ?text ?= ?)(.+)',line)
+                    if m is not None:
+                        i = 0
+                        sent_text = ""
+                        for char in m.group(2).strip():
+                            if char != " ":
+                                sent_text += text[i]
+                                i+=1
+                            else:
+                                sent_text += " "
+                        line = m.group(1) + sent_text
+                        output.append(line)
+                elif "\t" in line:
+                    fields = line.split("\t")
+                    if skiplen < 1:
+                        underscore_len += len(fields[1])
+                        fields[1] = text[:len(fields[1])]
+                    if not "-" in fields[0] and not "." in fields[0]:
+                        parse_text += fields[1]
+                        tid += 1
+                        tid2string[docname][tid] = fields[1]
+                    if not tokfile:
+                        if fields[2] == '_' and not "-" in fields[0] and not "." in fields[0]:
+                            fields[2] = fields[1]
+                        elif fields[2] == "*LOWER*":
+                            fields[2] = fields[1].lower()
+                    if skiplen < 1:
+                        text = text[len(fields[1]):]
+                    else:
+                        skiplen -=1
+                    output.append("\t".join(fields))
+                    if "-" in fields[0]:  # Multitoken
+                        start, end = fields[0].split("-")
+                        start = int(start)
+                        end = int(end)
+                        skiplen = end - start + 1
+                else:
+                    output.append(line)
+        if not doc_len == underscore_len:
+            if ".rels" in file_:
+                sys.stderr.write(
+                    "\n! Tried to restore file " + os.path.basename(file_) + " but source text has different length than tokens in shared task file:\n" + \
+                    "  Source text in data/: " + str(doc_len) + " non-whitespace characters\n" + \
+                    "  Token underscores in " + file_ + ": " + str(underscore_len) + " non-whitespace characters\n" + \
+                    "  Violation row: " + violation_rows[0])
+            else:
+                sys.stderr.write("\n! Tried to restore document " + docname + " but source text has different length than tokens in shared task file:\n" + \
+                          "  Source text in data/: " + str(doc_len) + " non-whitespace characters\n" + \
+                          "  Token underscores in " + file_+": " + str(underscore_len) + " non-whitespace characters\n")
+            with io.open("debug.txt",'w',encoding="utf8") as f:
+                f.write(text_dict[docname])
+                f.write("\n\n\n")
+                f.write(parse_text)
+            sys.exit(0)
+        if not tokfile and parse_text != "":
+            token_dict[docname] = parse_text
+        with io.open(file_, 'w', encoding='utf8', newline="\n") as fout:
+            fout.write("\n".join(output) + "\n")
+    sys.stderr.write("o Restored text in " + str(len(dep_files)) + " .conllu files, " + str(len(tok_files)) +
+                     " .tok files and "+ str(len(rel_files)) + " .rels files\n")
 def run(corpus="all", rel_files=[], dep_files=[], tok_files=[],
         rstdt_path=None, pdtb_path=None, cdtb_path=None, tdb_path=None):