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TSV normalization for https://github.com/hackathonBI/Flowreader
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#!/usr/bin/env python | |
from __future__ import print_function | |
import re | |
import os | |
import sys | |
import glob | |
LF = '\n' | |
# Config | |
fieldNames = 'timestamp id title empty url text source'.split() | |
requiredFieldNames = 'timestamp id'.split() | |
replaceSepFieldName = 'text' | |
sep = '\t' | |
valid = re.compile('^\d+' + sep) | |
quote = '"' | |
replaceLF = ' ' | |
replaceSep = ' ' | |
appendEmptyFields = False | |
# Init | |
totalFields = len(fieldNames) | |
requiredFields = dict(zip(map(fieldNames.index, requiredFieldNames), requiredFieldNames)) | |
replaceSepField = fieldNames.index(replaceSepFieldName) | |
# Methods | |
def log(msg, flog = None): | |
(flog or sys.stderr).write('{0}\n'.format(msg)) | |
def error(msg, ferr = None): | |
(ferr or sys.stderr).write('Error: {0}\n'.format(msg)) | |
def check(line, lineNo = 0, ferr = None): | |
fields = line.split(sep) | |
width = len(fields) | |
fixed = False | |
for index in requiredFields: | |
if index >= width or not fields[index]: | |
error('Missing line {lineNo} field {field}: \'{line}\''.format( | |
lineNo = lineNo, field = requiredFields[index], line = line), ferr) | |
return None | |
if width > totalFields: | |
log('Join {current} - {total} = {joined} {name} fields on line {lineNo}: \'{line}\''.format( | |
lineNo = lineNo, total = totalFields, current = width + 1, joined = width + 1 - totalFields, line = line, | |
name = fieldNames[replaceSepField]), ferr) | |
replaceToField = replaceSepField + width + 1 - totalFields | |
fields[replaceSepField:replaceToField] = [replaceSep.join(fields[replaceSepField:replaceToField])] | |
width = len(fields) | |
fixed = True | |
elif appendEmptyFields and width < totalFields: | |
log('Append {total} - {current} = {added} empty fields on line {lineNo}: \'{line}\''.format( | |
lineNo = lineNo, total = totalFields, current = width, added = totalFields - width, line = line), ferr) | |
fields[width:width] = [''] * (totalFields - width) | |
width = len(fields) | |
fixed = True | |
for index, field in zip(range(width), fields): | |
if field and (field is quote or field.startswith(quote) and not field.endswith(quote)): | |
fields[index] += quote | |
fixed = True | |
log('End-quote field {name} on line {lineNo}: \'{field}\''.format( | |
lineNo = lineNo, field = field, line = line, name = fieldNames[index]), ferr) | |
return sep.join(fields) if fixed else line | |
def write(fout, line, lineNo = 0, ferr = None): | |
if line: | |
line = check(line, lineNo, ferr) | |
if line: | |
fout.write(line + LF) | |
return 1 | |
return 0 | |
def files(masks, process): | |
for mask in masks: | |
files = glob.glob(mask) | |
if not files: | |
error('No files matching \'{0}\' found.'.format(mask)) | |
continue | |
for infile in files: | |
process(infile) | |
def process(infile): | |
outfile = '{0}-normalized{1}'.format(*os.path.splitext(infile)) | |
errfile = '{0}-errors{1}'.format(*os.path.splitext(infile)) | |
with file(infile) as fin: | |
with file(outfile, 'w') as fout: | |
with file(errfile, 'w') as ferr: | |
linesIn = linesOut = 0 | |
multiline = '' | |
for line in fin: | |
linesIn += 1 | |
line = line.strip() | |
if not line: | |
continue | |
if valid.match(line): | |
linesOut += write(fout, multiline, linesIn, ferr) | |
multiline = line | |
elif multiline: | |
multiline += replaceLF + line | |
else: | |
error('Invalid line {lineNo}: \'{line}\''.format(lineNo = linesIn, line = line)) | |
linesOut += write(fout, multiline, linesIn, ferr) | |
print('{name}: {linesIn} -> {linesOut}'.format(name = outfile, linesIn = linesIn, linesOut = linesOut)) | |
# Run | |
if __name__ == '__main__': | |
files(sys.argv[1:], process) |
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