import os import random import re import six import yaml from collections import defaultdict from geodata.configs.utils import nested_get, DoesNotExist, alternative_probabilities from geodata.math.sampling import cdf, weighted_choice from geodata.encoding import safe_encode this_dir = os.path.realpath(os.path.dirname(__file__)) BOUNDARY_NAMES_DIR = os.path.join(this_dir, os.pardir, os.pardir, os.pardir, 'resources', 'boundaries', 'names') BOUNDARY_NAMES_CONFIG = os.path.join(BOUNDARY_NAMES_DIR, 'global.yaml') class BoundaryNames(object): DEFAULT_NAME_KEY = 'name' def __init__(self, config_file=BOUNDARY_NAMES_CONFIG): config = yaml.load(open(config_file)) default_names = nested_get(config, ('names', 'keys')) name_keys, probs = alternative_probabilities(default_names) self.name_keys = name_keys self.name_key_probs = cdf(probs) self.component_name_keys = {} for component, component_config in six.iteritems(nested_get(config, ('names', 'components'), default={})): component_names = component_config.get('keys') component_name_keys, component_probs = alternative_probabilities(component_names) self.component_name_keys[component] = (component_name_keys, cdf(component_probs)) self.country_regex_replacements = defaultdict(list) for props in nested_get(config, ('names', 'regex_replacements',), default=[]): country = props.get('country') re_flags = re.I | re.UNICODE if not props.get('case_insensitive', True): re.flags ^= re.I pattern = re.compile(props['pattern'], re_flags) replace_group = props['replace_with_group'] replace_probability = props['replace_probability'] self.country_regex_replacements[country].append((pattern, replace_group, replace_probability)) self.country_regex_replacements = dict(self.country_regex_replacements) self.exceptions = {} for props in nested_get(config, ('names', 'exceptions'), default=[]): object_type = props['type'] object_id = safe_encode(props['id']) keys = [props['default']] probs = [props['probability']] for alt in props.get('alternatives', []): keys.append(alt['alternative']) probs.append(alt['probability']) probs = cdf(probs) self.exceptions[(object_type, object_id)] = (keys, probs) def name_key(self, props, component): object_type = props.get('type') object_id = safe_encode(props.get('id', '')) if (object_type, object_id) in self.exceptions: values, probs = self.exceptions[(object_type, object_id)] return weighted_choice(values, probs) name_keys, probs = self.component_name_keys.get(component, (self.name_keys, self.name_key_probs)) return weighted_choice(name_keys, probs) def name(self, country, name): all_replacements = self.country_regex_replacements.get(country, []) + self.country_regex_replacements.get(None, []) if not all_replacements: return name for regex, group, prob in all_replacements: match = regex.match(name) if match and random.random() < prob: name = match.group(group) return name boundary_names = BoundaryNames()