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ingest/transform: add apply-geolocation-rules
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Original file line number | Diff line number | Diff line change |
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#!/usr/bin/env python3 | ||
""" | ||
Applies user curated geolocation rules to the geolocation fields in the NDJSON | ||
records from stdin. The modified records are output to stdout. This does not do | ||
any additional transformations on top of the user curations. | ||
""" | ||
import argparse | ||
import json | ||
from collections import defaultdict | ||
from sys import exit, stderr, stdin, stdout | ||
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class CyclicGeolocationRulesError(Exception): | ||
pass | ||
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def load_geolocation_rules(geolocation_rules_file): | ||
""" | ||
Loads the geolocation rules from the provided *geolocation_rules_file*. | ||
Returns the rules as a dict: | ||
{ | ||
regions: { | ||
countries: { | ||
divisions: { | ||
locations: corrected_geolocations_tuple | ||
} | ||
} | ||
} | ||
} | ||
""" | ||
geolocation_rules = defaultdict(lambda: defaultdict(lambda: defaultdict(dict))) | ||
with open(geolocation_rules_file, 'r') as rules_fh: | ||
for line in rules_fh: | ||
# ignore comments | ||
if line.lstrip()[0] == '#': | ||
continue | ||
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row = line.strip('\n').split('\t') | ||
# Skip lines that cannot be split into raw and annotated geolocations | ||
if len(row) != 2: | ||
print( | ||
f"WARNING: Could not decode geolocation rule {line!r}.", | ||
"Please make sure rules are formatted as", | ||
"'region/country/division/location<tab>region/country/division/location'.", | ||
file=stderr) | ||
continue | ||
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# remove trailing comments | ||
row[-1] = row[-1].partition('#')[0].rstrip() | ||
raw , annot = tuple( row[0].split('/') ) , tuple( row[1].split('/') ) | ||
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# Skip lines where raw or annotated geolocations cannot be split into 4 fields | ||
if len(raw) != 4: | ||
print( | ||
f"WARNING: Could not decode the raw geolocation {row[0]!r}.", | ||
"Please make sure it is formatted as 'region/country/division/location'.", | ||
file=stderr | ||
) | ||
continue | ||
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if len(annot) != 4: | ||
print( | ||
f"WARNING: Could not decode the annotated geolocation {row[1]!r}.", | ||
"Please make sure it is formatted as 'region/country/division/location'.", | ||
file=stderr | ||
) | ||
continue | ||
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geolocation_rules[raw[0]][raw[1]][raw[2]][raw[3]] = annot | ||
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return geolocation_rules | ||
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def get_annotated_geolocation(geolocation_rules, raw_geolocation, rule_traversal = None): | ||
""" | ||
Gets the annotated geolocation for the *raw_geolocation* in the provided | ||
*geolocation_rules*. | ||
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||
Recursivley traverses the *geolocation_rules* until we get the annotated | ||
geolocation, which must be a Tuple. Returns `None` if there are no | ||
applicable rules for the provided *raw_geolocation*. | ||
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Rules are applied in the order of region, country, division, location. | ||
First checks the provided raw values for geolocation fields, then if there | ||
are not matches, tries to use general rules marked with '*'. | ||
""" | ||
# Always instantiate the rule traversal as an empty list if not provided, | ||
# e.g. the first call of this recursive function | ||
if rule_traversal is None: | ||
rule_traversal = [] | ||
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current_rules = geolocation_rules | ||
# Traverse the geolocation rules based using the rule_traversal values | ||
for field_value in rule_traversal: | ||
current_rules = current_rules.get(field_value) | ||
# If we hit `None`, then we know there are no matching rules, so stop the rule traversal | ||
if current_rules is None: | ||
break | ||
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# We've found the tuple of the annotated geolocation | ||
if isinstance(current_rules, tuple): | ||
return current_rules | ||
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# We've reach the next level of geolocation rules, | ||
# so try to traverse the rules with the next target in raw_geolocation | ||
if isinstance(current_rules, dict): | ||
next_traveral_target = raw_geolocation[len(rule_traversal)] | ||
rule_traversal.append(next_traveral_target) | ||
return get_annotated_geolocation(geolocation_rules, raw_geolocation, rule_traversal) | ||
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# We did not find any matching rule for the last traversal target | ||
if current_rules is None: | ||
# If we've used all general rules and we still haven't found a match, | ||
# then there are no applicable rules for this geolocation | ||
if all(value == '*' for value in rule_traversal): | ||
return None | ||
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# Find the index of the first of the consecutive '*' from the | ||
# end of the rule_traversal | ||
# [A, *, B, *] => first_consecutive_general_rule_index = 3 | ||
# [A, *, *, *] => first_consecutive_general_rule_index = 1 | ||
first_consecutive_general_rule_index = 0 | ||
for index, field_value in reversed(list(enumerate(rule_traversal))): | ||
if field_value == '*': | ||
first_consecutive_general_rule_index = index | ||
else: | ||
break | ||
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# Edit the raw value of the field directly before the first consecutive '*' | ||
# in the rule traversal in hopes that by moving to a general rule on | ||
# a higher level, we can find a matching rule. | ||
rule_traversal[first_consecutive_general_rule_index - 1] = '*' | ||
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return get_annotated_geolocation(geolocation_rules, raw_geolocation, rule_traversal) | ||
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def transform_geolocations(geolocation_rules, geolocation): | ||
""" | ||
Transform the provided *geolocation* by looking it up in the provided | ||
*geolocation_rules*. | ||
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This will use all rules that apply to the geolocation and rules will | ||
be applied in the order of region, country, division, location. | ||
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Returns the original geolocation if no geolocation rules apply. | ||
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Raises a `CyclicGeolocationRulesError` if more than 1000 rules have | ||
been applied to the raw geolocation. | ||
""" | ||
transformed_values = geolocation | ||
rules_applied = 0 | ||
continue_to_apply = True | ||
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while continue_to_apply: | ||
annotated_values = get_annotated_geolocation(geolocation_rules, transformed_values) | ||
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# Stop applying rules if no annotated values were found | ||
if annotated_values is None: | ||
continue_to_apply = False | ||
else: | ||
rules_applied += 1 | ||
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if rules_applied > 1000: | ||
raise CyclicGeolocationRulesError( | ||
"ERROR: More than 1000 geolocation rules applied on the same entry {geolocation!r}." | ||
) | ||
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# Create a new list of values for comparison to previous values | ||
new_values = list(transformed_values) | ||
for index, value in enumerate(annotated_values): | ||
# Keep original value if annotated value is '*' | ||
if value != '*': | ||
new_values[index] = value | ||
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# Stop applying rules if this rule did not change the values, | ||
# since this means we've reach rules with '*' that no longer change values | ||
if new_values == transformed_values: | ||
continue_to_apply = False | ||
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transformed_values = new_values | ||
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return transformed_values | ||
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if __name__ == '__main__': | ||
parser = argparse.ArgumentParser( | ||
description=__doc__, | ||
formatter_class=argparse.ArgumentDefaultsHelpFormatter | ||
) | ||
parser.add_argument("--region-field", default="region", | ||
help="Field that contains regions in NDJSON records.") | ||
parser.add_argument("--country-field", default="country", | ||
help="Field that contains countries in NDJSON records.") | ||
parser.add_argument("--division-field", default="division", | ||
help="Field that contains divisions in NDJSON records.") | ||
parser.add_argument("--location-field", default="location", | ||
help="Field that contains location in NDJSON records.") | ||
parser.add_argument("--geolocation-rules", metavar="TSV", required=True, | ||
help="TSV file of geolocation rules with the format: " + | ||
"'<raw_geolocation><tab><annotated_geolocation>' where the raw and annotated geolocations " + | ||
"are formated as '<region>/<country>/<division>/<location>'. " + | ||
"If creating a general rule, then the raw field value can be substituted with '*'." + | ||
"Lines starting with '#' will be ignored as comments." + | ||
"Trailing '#' will be ignored as comments.") | ||
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args = parser.parse_args() | ||
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location_fields = [args.region_field, args.country_field, args.division_field, args.location_field] | ||
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geolocation_rules = load_geolocation_rules(args.geolocation_rules) | ||
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for record in stdin: | ||
record = json.loads(record) | ||
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try: | ||
annotated_values = transform_geolocations(geolocation_rules, [record[field] for field in location_fields]) | ||
except CyclicGeolocationRulesError as e: | ||
print(e, file=stderr) | ||
exit(1) | ||
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for index, field in enumerate(location_fields): | ||
record[field] = annotated_values[index] | ||
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json.dump(record, stdout, allow_nan=False, indent=None, separators=',:') | ||
print() |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,14 @@ | ||
Africa/Cote d'Ivoire/*/* Africa/Côte d'Ivoire/*/* | ||
Africa/Cote d'Ivoire/Tai National Park/* Africa/Côte d'Ivoire/Bas-Sassandra/Tai National Park | ||
Africa/Democratic Republic of Congo/Province Bandundu/* Africa/Democratic Republic of Congo/Bandundu/* | ||
Africa/Democratic Republic of Congo/Province Equateur/* Africa/Democratic Republic of Congo/Équateur/* | ||
Africa/Democratic Republic of Congo/Province Kasai Occidental/* Africa/Democratic Republic of Congo/Kasaï-Occidental/* | ||
Africa/Democratic Republic of Congo/Province Kasai Oriental/* Africa/Democratic Republic of Congo/Kasaï-Oriental/* | ||
Africa/Democratic Republic of Congo/Province P. Oriental/* Africa/Democratic Republic of Congo/Orientale/* | ||
Africa/Democratic Republic of Congo/Yangdongi/ Africa/Democratic Repubic of Congo/Mongala/Yangdongi | ||
Africa/Democratic Republic of Congo/Zaire/* Africa/Democratic Repubic qof Congo// | ||
Europe/France/Paris/* Europe/France/Ile de France/Paris FR | ||
Europe/Italy/Fvg/Gorizia Europe/Italy/Friuli Venezia Giulia/Gorizia | ||
# Unclear which location is the real location | ||
Europe/Netherlands/Utrecht/Rotterdam Europe/Netherlands// | ||
North America/USA/Washington/Dc North America/USA/Washington DC/ |
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@joverlee521 I'm a bit confused here, could you provide an example of what this is trying to do?
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Yeah, this might be hard to explain. I'll walk through an example.
Example rules:
A example case:
( a, b, c, e )
Here is how
rule_traversal
will be edited per functional call:*
*
backfill*
backfillAnd of course as I explain this, I'm realizing there are cases where this logic would not work...I'll create a PR to update this tomorrow
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See #55 for the updated logic 🙏