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clean_to_csv.py
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clean_to_csv.py
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#Modified code from Data Wrangling "Preparing for Database SQL" quiz
import csv
import codecs
import pprint
import re
import xml.etree.cElementTree as ET
import cerberus
import schema
OSM_FILE = "Milwaukee_dataset.bz2.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]')
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']
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
count = 0 #way node position
for i in element:
if i.tag == 'tag':
clean_v = None #cleaned values: street names, postal codes, and phone numbers
tag_dict = {}
tag_dict['id'] = element.get('id')
key_elem = i.get('k')
value_elem = i.get('v')
if not PROBLEMCHARS.search(key_elem):
#clean street name
if key_elem == "addr:street":
clean_v = update_type(value_elem, mapping) #clean type
clean_v = update_direction(clean_v, d_mapping) #clean direction
#clean postcodes
if key_elem == "addr:postcode":
clean_v = change_zip(value_elem)
#clean phone numbers
if key_elem == "contact:phone":
clean_v = update_number(value_elem)
if clean_v != None:
clean_v = check_comma(clean_v)
tag_dict['value'] = clean_v
else:
tag_dict['value'] = value_elem
if LOWER_COLON.search(key_elem):
key_type = key_elem.split(':')
if len(key_type) > 2:
tag_dict['key'] = ':'.join(key_type[1:])
tag_dict['type'] = key_type[0]
else:
tag_dict['key'] = key_type[1]
tag_dict['type'] = key_type[0]
else:
tag_dict['key'] = key_elem
tag_dict['type'] = default_tag_type
tags.append(tag_dict)
if i.tag == 'nd':
node_dict = {}
node_dict['id'] = element.get('id')
node_dict['node_id'] = i.get('ref')
node_dict['position'] = count
count += 1
way_nodes.append(node_dict)
if element.tag == 'node':
for i in node_attr_fields:
node_attribs[i] = element.get(i)
return {'node': node_attribs, 'node_tags': tags}
elif element.tag == 'way':
for i in way_attr_fields:
way_attribs[i] = element.get(i)
return {'way': way_attribs, 'way_nodes': way_nodes, 'way_tags': tags}
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)
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'])