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Update Data2.py
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Update Data2.py
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import csv
import codecs
import pprint
import re
import xml.etree.cElementTree as ET
import cerberus
import schema
import string
OSM_PATH = "denver-boulder_colorado.osm"
NODES_PATH = "nodes.csv"
NODE_TAGS_PATH = "nodes_tags.csv"
WAYS_PATH = "ways.csv"
WAY_NODES_PATH = "ways_nodes.csv"
WAY_TAGS_PATH = "ways_tags.csv"
LOWER_COLON = re.compile(r'^([a-z]|_)+:([a-z]|_)+')
PROBLEMCHARS = re.compile(r'[=\+/&<>;\'"\?%#$@\,\. \t\r\n]')
street_type_re = re.compile(r'\b\S+\.?$', re.IGNORECASE)
cityRe = re.compile(r',? .+', re.IGNORECASE)
SCHEMA = schema.schema
# Make sure the fields order in the csvs matches the column order in the sql table schema
NODE_FIELDS = ['id', 'lat', 'lon', 'user', 'uid', 'version', 'changeset', 'timestamp']
NODE_TAGS_FIELDS = ['id', 'key', 'value', 'type']
WAY_FIELDS = ['id', 'user', 'uid', 'version', 'changeset', 'timestamp']
WAY_TAGS_FIELDS = ['id', 'key', 'value', 'type']
WAY_NODES_FIELDS = ['id', 'node_id', 'position']
# ====================Update Street Names==================== #
expected = ["Street", "Avenue", "Boulevard", "Drive", "Court", "Place",
"Square", "Lane", "Road", "Trail", "Parkway", "Commons"]
# UPDATE THIS VARIABLE
mapping = {"Ace": "Avenue",
"Av": "Avenue",
"Ave": "Avenue",
"Ave.": "Avenue",
"Baselin": "Baseline",
"Blf": "Bluff",
"Blvd": "Boulevard",
"Blvd.": "Boulevard",
"Camground": "Campground",
"Cir": "Circle",
"Ct": "Court",
"Dr": "Drive",
"Hwy": "Highway",
"Ln": "Lane",
"Pkwy": "Parkway",
"Pky": "Parkway",
"Pl": "Place",
"Raod": "Road",
"Rd": "Road",
"Rd.": "Road",
"Sreet": "Street",
"St": "Street",
"St.": "Street",
"Strret": "Street",
"ave.": "Avenue",
"circle": "Circle",
"ct": "Court",
"dr": "Drive",
"drive": "Drive",
"lane": "Lane",
"pl": "Place",
"rd": "Road",
"road": "Road",
"st": "Street",
"trail": "Trail"}
def update_name(name, mapping):
m = street_type_re.search(name)
other_st = []
if m:
street_type = m.group()
if street_type in mapping.keys():
name = re.sub(street_type_re, mapping[street_type], name)
else:
other_st.append(street_type)
return name
# ====================Update City=========================== #
findEnd = re.compile(r'(?i),? (co)*\d*')
cityRe = re.compile(r'\S+ ?')
cityMapping = {"Auroraa": "Aurora",
"Boulder, Co": "Boulder",
"Centenn": "Centennial",
"Hemderson:": "Henderson",
"Westminstero": "Westminster",
"Co": "Invalid",
"+": "Invalid"}
def updateCity(city, cityMapping):
if type(city) == unicode:
city = city.encode('ascii', 'ignore')
# Remove the state at end
city = re.sub(r'(?i),? (co)*\d*$', '', city)
city = string.capwords(city)
city = mapCities(city, cityMapping)
return city
def mapCities(city, cityMapping):
m = cityRe.search(city)
otherCity = []
if m:
cityName = m.group()
if cityName in cityMapping.keys():
# Correct specific names
city = re.sub(cityRe, cityMapping[cityName], city)
else:
otherCity.append(cityName)
return city
# ====================Update Phone========================== #
def correctPhone(phone):
phone = phone.encode('utf8')
# Find double entries
findMultiples = re.compile(r'[\;]')
match = re.search(findMultiples, phone)
# Remove invlaid numbers
if len(phone) < 10 and phone != 911:
del phone
return
else:
if match:
phone = fixProblems(phone.split(match.group()))
return phone
else:
phone = phone
phone = standardize(phone)
return phone
def fixProblems(numbLst):
# Find numbers with common format
correctFormat = re.compile(r'^(\+1) /(\d{3}/) \d{3}-\d{4}')
newLst = []
for number in numbLst:
match = re.search(correctFormat, number)
if match:
newLst.append(number)
else:
newNumber = standardize(number)
newLst.append(newNumber)
return newLst
def standardize(phone):
# Remove everything but the number
phone = [item.replace('(', '').replace(
')', '').replace(' ', '').replace('-', '').replace('.', '')
for item in phone]
phone = "".join(phone)
# Put numbers to same format
if phone.startswith('+01'):
phone = '+1 ' + '(' + str(phone[3:6]) + ')' + ' ' \
+ str(phone[6:9]) + '-' + str(phone[9:])
elif phone.startswith('+1'):
phone = '+1 ' + '(' + str(phone[2:5]) + ')' + ' ' \
+ str(phone[5:8]) + '-' + str(phone[8:])
elif phone.startswith('1'):
phone = '+1 ' + '(' + str(phone[1:4]) + ')' + ' ' \
+ str(phone[4:7]) + '-' + str(phone[7:])
else:
phone = '+1 ' + '(' + str(phone[:3]) + ')' + ' ' \
+ str(phone[3:6]) + '-' + str(phone[6:])
return phone
# ====================Shape Element========================= #
def shape_element(element, node_attr_fields=NODE_FIELDS, way_attr_fields=WAY_FIELDS,
problem_chars=PROBLEMCHARS, default_tag_type='regular'):
"""Clean and shape node or way XML element to Python dict"""
node_attribs = {}
way_attribs = {}
way_nodes = []
tags = [] # Handle secondary tags the same way for both node and way elements
if element.tag == 'node':
for attrib in element.attrib:
if attrib in NODE_FIELDS:
node_attribs[attrib] = element.attrib[attrib]
for child in element:
node_tags = {}
if PROBLEMCHARS.match(child.attrib['k']):
continue
elif LOWER_COLON.match(child.attrib['k']):
node_tags['id'] = element.attrib['id']
node_tags['key'] = child.attrib['k'].split(":", 1)[1]
node_tags['type'] = child.attrib['k'].split(":", 1)[0]
if child.attrib['k'] == 'addr:street':
node_tags['value'] = update_name(child.attrib['v'], mapping)
elif child.attrib['k'] == 'addr:city':
node_tags['value'] = updateCity(child.attrib['v'], cityMapping)
else:
node_tags['value'] = child.attrib['v']
tags.append(node_tags)
else:
node_tags['type'] = 'regular'
node_tags['key'] = child.attrib['k']
node_tags['id'] = element.attrib['id']
if child.attrib['k'] == 'phone':
node_tags['value'] = correctPhone(child.attrib['v'])
else:
node_tags['value'] = child.attrib['v']
tags.append(node_tags)
return {'node': node_attribs, 'node_tags': tags}
elif element.tag == 'way':
for attrib in element.attrib:
if attrib in WAY_FIELDS:
way_attribs[attrib] = element.attrib[attrib]
count = 0
for child in element:
way_tag = {}
way_node = {}
if child.tag == 'tag':
if PROBLEMCHARS.match(child.attrib['k']):
continue
elif LOWER_COLON.match(child.attrib['k']):
way_tag['id'] = element.attrib['id']
way_tag['key'] = child.attrib['k'].split(":", 1)[1]
way_tag['type'] = child.attrib['k'].split(":", 1)[0]
if child.attrib['k'] == 'addr:street':
way_tag['value'] = update_name(child.attrib['v'], mapping)
elif child.attrib['k'] == 'addr:city':
way_tag['value'] = updateCity(child.attrib['v'], cityMapping)
else:
way_tag['value'] = child.attrib['v']
tags.append(way_tag)
else:
way_tag['type'] = 'regular'
way_tag['key'] = child.attrib['k']
way_tag['id'] = element.attrib['id']
if child.attrib['k'] == 'phone':
way_tag['value'] = correctPhone(child.attrib['v'])
else:
way_tag['value'] = child.attrib['v']
tags.append(way_tag)
elif child.tag == 'nd':
way_node['id'] = element.attrib['id']
way_node['node_id'] = child.attrib['ref']
way_node['position'] = count
count += 1
way_nodes.append(way_node)
return {'way': way_attribs, 'way_nodes': way_nodes, 'way_tags': tags}
# ================================================== #
# Helper Functions #
# ================================================== #
def get_element(osm_file, tags=('node', 'way', 'relation')):
"""Yield element if it is the right type of tag"""
context = ET.iterparse(osm_file, events=('start', 'end'))
_, root = next(context)
for event, elem in context:
if event == 'end' and elem.tag in tags:
yield elem
root.clear()
def validate_element(element, validator, schema=SCHEMA):
"""Raise ValidationError if element does not match schema"""
if validator.validate(element, schema) is not True:
field, errors = next(validator.errors.iteritems())
message_string = "\nElement of type '{0}' has the following errors:\n{1}"
error_string = pprint.pformat(errors)
raise Exception(message_string.format(field, error_string))
class UnicodeDictWriter(csv.DictWriter, object):
"""Extend csv.DictWriter to handle Unicode input"""
def writerow(self, row):
super(UnicodeDictWriter, self).writerow({
k: (v.encode('utf-8') if isinstance(v, unicode) else v) for k, v in row.iteritems()
})
def writerows(self, rows):
for row in rows:
self.writerow(row)
# ================================================== #
# Main Function #
# ================================================== #
def process_map(file_in, validate):
"""Iteratively process each XML element and write to csv(s)"""
with codecs.open(NODES_PATH, 'w') as nodes_file, \
codecs.open(NODE_TAGS_PATH, 'w') as nodes_tags_file, \
codecs.open(WAYS_PATH, 'w') as ways_file, \
codecs.open(WAY_NODES_PATH, 'w') as way_nodes_file, \
codecs.open(WAY_TAGS_PATH, 'w') as way_tags_file:
nodes_writer = UnicodeDictWriter(nodes_file, NODE_FIELDS)
node_tags_writer = UnicodeDictWriter(nodes_tags_file, NODE_TAGS_FIELDS)
ways_writer = UnicodeDictWriter(ways_file, WAY_FIELDS)
way_nodes_writer = UnicodeDictWriter(way_nodes_file, WAY_NODES_FIELDS)
way_tags_writer = UnicodeDictWriter(way_tags_file, WAY_TAGS_FIELDS)
nodes_writer.writeheader()
node_tags_writer.writeheader()
ways_writer.writeheader()
way_nodes_writer.writeheader()
way_tags_writer.writeheader()
validator = cerberus.Validator()
for element in get_element(file_in, tags=('node', 'way')):
el = shape_element(element)
if el:
if validate is True:
validate_element(el, validator)
if element.tag == 'node':
nodes_writer.writerow(el['node'])
node_tags_writer.writerows(el['node_tags'])
elif element.tag == 'way':
ways_writer.writerow(el['way'])
way_nodes_writer.writerows(el['way_nodes'])
way_tags_writer.writerows(el['way_tags'])
if __name__ == '__main__':
# Note: Validation is ~ 10X slower. For the project consider using a small
# sample of the map when validating.
process_map(OSM_PATH, validate=False)