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data_processing.py
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data_processing.py
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def create_doc_list(tokens, labels, docs):
i = 0
doc = []
while i != len(tokens):
token_label_pair = (tokens[i], labels[i])
doc.append(token_label_pair)
i += 1
docs.append(doc)
return docs
# error analysis
def create_doc_list_just_token(tokens, docs):
i = 0
doc = []
while i != len(tokens):
doc.append(tokens[i])
i += 1
docs.append(doc)
return docs
def doc_counter(filename):
doc_count = 0
file = open(filename, "r", encoding="utf8")
for line in file:
if line[0] == "#" and line[2] == "r":
doc_count += 1
else:
continue
print("File", filename, "contains", doc_count, "documents.")
def process_data(file_name):
n_docs = 0
tokens = []
labels = []
docs = []
file = open(file_name, "r", encoding="utf8")
for line in file:
if line[0] == "#":
continue
elif line[0] == "\n":
docs = create_doc_list(tokens, labels, docs)
n_docs += 1
tokens.clear()
labels.clear()
continue
else:
as_list = line.split("\t")
tokens.append(as_list[1])
labels.append(as_list[2].replace("\n", ""))
file.close()
docs = create_doc_list(tokens, labels, docs)
n_docs += 1
# print(docs)
print("Number of documents processed from", file_name, ":", n_docs)
return docs
# error analysis
def process_data_just_tokens(file_name):
n_docs = 0
tokens = []
labels = []
docs = []
file = open(file_name, "r", encoding="utf8")
for line in file:
if line[0] == "#":
continue
elif line[0] == "\n":
docs = create_doc_list_just_token(tokens, docs)
n_docs += 1
tokens.clear()
# labels.clear()
continue
else:
as_list = line.split("\t")
tokens.append(as_list[1])
# labels.append(as_list[2].replace("\n", ""))
file.close()
docs = create_doc_list_just_token(tokens, docs)
n_docs += 1
# print(docs)
print("Number of documents processed from", file_name, ":", n_docs)
return docs
# doc_counter("train.txt")
# doc_counter("dev.txt")
# doc_counter("test.txt")
# train_docs = process_data("train.txt")
# dev_docs = process_data("dev.txt")
# test_docs = process_data("test.txt")