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2_final_code.py
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2_final_code.py
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# Importing modules
import xml.etree.cElementTree as ET
from collections import defaultdict
import re
import pprint
import csv
import codecs
import cerberus
import schema
# Auditing and cleaning street names
OSMFILE = "sample_delhi.osm"
street_type_re = re.compile(r'\b\S+\.?$', re.IGNORECASE)
expected = ["Street", "Avenue", "Plaza","Colony", "Lane", "Road", "Vihar", "University", "Patparganj","Marg","Area","Market",
"Enclave"];
mapping = { "St": "Street",
"St.": "Street",
"Rd": "Road",
"Ave": "Avenue",
"Raod": "Road",
}
def audit_street_type(street_types, street_name):
m = street_type_re.search(street_name)
if m:
street_type = m.group()
if street_type not in expected:
street_types[street_type].add(street_name)
def is_street_name(elem):
return (elem.attrib['k'] == "addr:street")
def audit(osmfile):
osm_file = open(osmfile, "r")
street_types = defaultdict(set)
for event, elem in ET.iterparse(osm_file, events=("start",)):
if elem.tag == "node" or elem.tag == "way":
for tag in elem.iter("tag"):
if is_street_name(tag):
audit_street_type(street_types, tag.attrib['v'])
osm_file.close()
return street_types
# This function is used for cleaning the street names
def update_name(name, mapping):
unwanted = ['(',')','/'] # List of unwanted characters
ch_name = '' # Create an empty string
# for loop to remove unwanted characters
for i in range(len(name)):
if name[i] not in unwanted:
ch_name = ch_name + name[i]
# Slicing to remove '-'
if ch_name[0]=='-':
ch_name = ch_name[1:]
if ch_name[-1]=='-' or ch_name[-1]==',':
ch_name = ch_name[:-1]
# To remove postal codes from street name
if '-' in ch_name:
ch = ch_name.split('-')
if len(ch[1])>=4:
ch_name = ch[0]
# Capitalize the first letter of each street name and convert other letters to lower case
low_name = ch_name.lower()
if ' ' in low_name:
ch_name = ''
t = low_name.split(' ')
for i in t:
ch_name = ch_name + ' ' + i.capitalize()
else:
ch_name = low_name.capitalize()
# Mapping
k = mapping.keys()
key_list = list(k)
for abrev in key_list:
if abrev in ch_name.split():
ch_name = ch_name.replace(abrev,mapping[abrev])
return ch_name
# Preparing for Database - SQL
OSM_PATH = "sample_delhi2.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
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', OSMFILE):
"""Clean and shape node or way XML element to Python dict"""
# 'shape_element()' function edits a single element (parent and children) one at a time.
# called in the 'process_map()' function
st_types = audit(OSMFILE)
for st_type, ways in st_types.iteritems():
for name in ways:
update_name(name, mapping) # Calling the update_name function
node_attribs = {}
way_attribs = {}
way_nodes = []
tags = [] # Handle secondary tags the same way for both node and way elements
if element.tag == 'node':
for i in node_attr_fields:
node_attribs[i]=element.attrib[i]
for second_tag in element.iter('tag'):
if PROBLEMCHARS.match(second_tag.attrib['k']):
break
else:
tag_elements = {}
tag_elements['id'] = element.attrib['id']
tag_elements['value'] = second_tag.attrib['v']
if ':' in second_tag.attrib['k']:
k_value = second_tag.attrib['k'].split(':',1)
tag_elements['type'] = k_value[0]
tag_elements['key'] = k_value[1]
else:
tag_elements['type'] = default_tag_type
tag_elements['key'] = second_tag.attrib['k']
tags.append(tag_elements)
return({'node': node_attribs, 'node_tags': tags})
elif element.tag == 'way':
for i in WAY_FIELDS:
way_attribs[i]=element.attrib[i]
for second_tag in element.iter('tag'):
if PROBLEMCHARS.match(second_tag.attrib['k']):
break
else:
tag_elements = {}
tag_elements['id'] = element.attrib['id']
tag_elements['value'] = second_tag.attrib['v']
if ':' in second_tag.attrib['k']:
k_value = second_tag.attrib['k'].split(':',1)
tag_elements['type'] = k_value[0]
tag_elements['key'] = k_value[1]
else:
tag_elements['type'] = 'regular'
tag_elements['key'] = second_tag.attrib['k']
tags.append(tag_elements)
pos = 0
for node in element.iter('nd'):
waynd_dt = {}
waynd_dt['id'] = element.attrib['id']
waynd_dt['node_id'] = node.attrib['ref']
waynd_dt['position'] = pos
pos += 1
way_nodes.append(waynd_dt)
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)
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__':
process_map(OSM_PATH, validate=True)