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postprocess.py
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postprocess.py
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from __future__ import print_function
from __future__ import unicode_literals
import io
import logging
import geolocation
def create_strings(events, version):
"""
Formats the event tuples into a string that can be written to a file.close
Parameters
----------
events: Dictionary.
Contains filtered events. Keys are
(DATE, SOURCE, TARGET, EVENT) tuples, values are lists of
IDs, sources, and issues.
version: String.
Data version. Something like v0.1.0
Returns
-------
event_strings: String.
Contains tab-separated event entries with \n as a line
delimiter.
"""
event_output = []
with open('counter.txt', 'r') as f:
id_count = int(f.read().replace('\n', ''))
for event in events:
formatted, actors = split_process(event)
year, month, day = formatted[:3]
root_code, quad_class, goldstein = formatted[3:]
story_date = event[0]
code = event[3]
ids = ';'.join(events[event]['ids'])
sources = ';'.join(events[event]['sources'])
urls = ';'.join(events[event]['urls'])
if 'issues' in events[event]:
iss = events[event]['issues']
issues = ['{},{}'.format(k, v) for k, v in iss.items()]
joined_issues = ';'.join(issues)
else:
joined_issues = []
if 'geo' in events[event]:
lon, lat, placeName, stateName, countryName = events[event]['geo']
else:
lon, lat, name = '', '', ''
actor_info = '\t'.join(actors)
print('Event: {}\t{}\t{}\t{}\t{}'.format(story_date, actor_info, code,
ids, sources))
id_string = '{}_{}'.format(id_count, version)
event_str = '{}\t{}\t{}\t{}\t{}\t{}'.format(id_string, story_date,
year, month, day,
actor_info)
event_str += '\t{}\t{}\t{}\t{}'.format(code, root_code, quad_class,
goldstein)
if joined_issues:
event_str += '\t{}'.format(joined_issues)
else:
event_str += '\t'
if lat and lon and placeName:
event_str += '\t{}\t{}\t{}\t{}\t{}'.format(lat, lon, placeName,
stateName, countryName)
else:
event_str += '\t\t\t\t\t'
event_str += '\t{}\t{}\t{}'.format(ids, urls, sources)
event_output.append(event_str)
id_count += 1
event_strings = '\n'.join(event_output)
with open('counter.txt', 'w') as f:
f.write(str(id_count))
return event_strings
def split_process(event):
"""
Splits out the CAMEO code and actor information along with providing
conversions between CAMEO codes and quad class and Goldstein values.
Parameters
----------
event: Tuple.
(DATE, SOURCE, TARGET, EVENT) format.
Returns
-------
formatted: Tuple.
Tuple of the form
(year, month, day, formatted_date, root_code, event_quad).
actors: Tuple.
Tuple containing actor information. Format is
(source, source_root, source_agent, source_others, target,
target_root, target_agent, target_others). Root is either
a country code or one of IGO, NGO, IMG, or MNC. Agent is
one of GOV, MIL, REB, OPP, PTY, COP, JUD, SPY, MED, EDU, BUS, CRM,
or CVL. The ``others`` contains all other actor or agent codes.
"""
year = event[0][:4]
month = event[0][4:6]
day = event[0][6:]
root_code, event_quad, goldstein = process_cameo(event)
formatted = (year, month, day, root_code, event_quad, goldstein)
actors = process_actors(event)
return formatted, actors
def process_cameo(event):
"""
Provides the "root" CAMEO event, a Goldstein value for the full CAMEO code,
and a quad class value.
Parameters
----------
event: Tuple.
(DATE, SOURCE, TARGET, EVENT) format.
Returns
-------
root_code: String.
First two digits of a CAMEO code. Single-digit codes have
leading zeros, hence the string format rather than
event_quad: Int.
Quad class value for a root CAMEO category.
goldstein: Float.
Goldstein value for the full CAMEO code.
"""
quad_conversion = {'01': 0, '02': 0, '03': 1, '04': 1, '05': 1,
'06': 2, '07': 2, '08': 2, '09': 3, '10': 3,
'11': 3, '12': 3, '13': 3, '14': 4, '15': 4,
'16': 3, '17': 4, '18': 4, '19': 4, '20': 4}
#Goldstein values pulled from
#http://eventdata.parusanalytics.com/cameo.dir/CAMEO.SCALE.txt
goldstein_scale = {'01': 0.0, '010': 0.0, '011': -0.1, '0110': -0.1,
'012': -0.4, '013': 0.4, '014': 0.0, '015': 0.0,
'016': 3.4, '017': 0.0, '018': 3.4, '02': 3.0,
'020': 3.0, '021': 3.4, '0211': 3.4, '0212': 3.4,
'0213': 3.4, '0214': 3.4, '022': 3.4, '023': 3.4,
'0231': 3.4, '0232': 3.4, '0233': 3.4, '0234': 3.4,
'024': -0.3, '0241': -0.3, '0242': -0.3, '0243': -0.3,
'0244': -0.3, '025': -0.3, '0253': -0.3, '0256': -0.3,
'026': 4.0, '027': 4.0, '028': 4.0, '03': 4.0,
'030': 4.0, '031': 5.2, '0311': 5.2,
'0312': 5.2, '032': 4.5, '033': 5.2, '0331': 5.2,
'0332': 5.2, '0333': 5.2, '0334': 6.0, '034': 7.0,
'0341': 7.0, '0342': 7.0, '0343': 7.0, '0344': 7.0,
'035': 7.0, '0351': 7.0, '0352': 7.0, '0353': 7.0,
'0354': 7.0, '0355': 7.0, '0356': 7.0, '0357': 7.0,
'036': 4.0, '037': 5.0, '038': 7.0, '039': 5.0,
'04': 1.0, '040': 1.0, '041': 1.0, '042': 1.9,
'043': 2.8, '044': 2.5, '045': 5.0, '046': 7.0,
'05': 3.5, '050': 3.5, '051': 3.4, '052': 3.5,
'053': 3.8, '054': 6.0, '055': 7.0, '056': 7.0,
'057': 8.0, '06': 6.0, '060': 6.0, '061': 6.4,
'062': 7.4, '063': 7.4, '064': 7.0, '07': 7.0,
'070': 7.0, '071': 7.4, '072': 8.3, '073': 7.4,
'074': 8.5, '075': 7.0, '08': 5.0, '080': 5.0,
'081': 5.0, '0811': 5.0, '0812': 5.0, '0813': 5.0,
'0814': 5.0, '082': 5.0, '083': 5.0, '0831': 5.0,
'0832': 5.0, '0833': 5.0, '0834': 5.0, '084': 7.0,
'0841': 7.0, '0842': 7.0, '085': 7.0, '086': 9.0,
'0861': 9.0, '0862': 9.0, '0863': 9.0, '087': 9.0,
'0871': 9.0, '0872': 9.0, '0873': 9.0, '0874': 10.0,
'09': -2.0, '090': -2.0, '091': -2.0, '092': -2.0,
'093': -2.0, '094': -2.0, '10': -5.0, '100': -5.0,
'101': -5.0, '1014': -5.0, '102': -5.0, '103': -5.0,
'104': -5.0, '1041': -5.0, '1042': -5.0, '1043': -5.0,
'1044': -5.0, '105': -5.0, '1056': -5.0, '106': -5.0,
'107': -5.0, '108': -5.0, '109': -5.0, '11': -2.0,
'110': -2.0, '111': -2.0, '112': -2.0, '1121': -2.0,
'1122': -2.0, '1123': -2.0, '1124': -2.0, '1125': -2.0,
'113': -2.0, '114': -2.0, '115': -2.0, '12': -4.0,
'120': -4.0, '121': -4.0, '1211': -4.0, '1212': -4.0,
'1213': -4.0, '122': -4.0, '123': -4.0, '1231': -4.0,
'1232': -4.0, '1233': -4.0, '1234': -4.0, '124': -5.0,
'1246': -5.0, '125': -5.0, '126': -5.0, '127': -5.0,
'128': -5.0, '13': -6.0, '130': -4.4,
'131': -5.8, '1311': -5.8, '1312': -5.8, '1313': -5.8,
'132': -5.8, '1321': -5.8, '1322': -5.8, '1323': -5.8,
'1324': -5.8, '133': -5.8, '134': -5.8, '135': -5.8,
'136': -7.0, '137': -7.0, '138': -7.0, '1381': -7.0,
'1382': -7.0, '1383': -7.0, '1384': -7.0, '1385': -7.0,
'139': -7.0, '14': -6.5, '140': -6.5, '141': -6.5,
'1411': -6.5, '1412': -6.5, '1413': -6.5, '1414': -6.5,
'142': -6.5, '1421': -6.5, '1422': -6.5, '1423': -6.5,
'1424': -6.5, '143': -6.5, '1431': -6.5, '1432': -6.5,
'1433': -6.5, '1434': -6.5, '144': -7.5, '1441': -7.5,
'1442': -7.5, '1443': -7.5, '1444': -7.5, '145': -7.5,
'1451': -7.5, '1452': -7.5, '1453': -7.5, '1454': -7.5,
'15': -7.2, '150': -7.2, '151': -7.2, '152': -7.2,
'153': -7.2, '154': -7.2, '16': -4.0, '160': -4.0,
'161': -4.0, '162': -5.6, '1621': -5.6, '1622': -5.6,
'1623': -5.6, '163': -6.5, '164': -7.0, '1641': -7.0,
'1642': -7.0, '1643': -7.0, '165': -7.0, '166': -8.0,
'17': -7.0, '170': -7.0, '171': -9.2, '1711': -9.2,
'1712': -9.2, '172': -5.0, '1721': -5.0, '1722': -5.0,
'1723': -5.0, '1724': -5.0, '173': -5.0, '174': -5.0,
'175': -9.0, '18': -9.0, '180': -9.0, '181': -9.0,
'182': -9.5, '1821': -9.0, '1822': -9.0, '1823': -10.0,
'183': -10.0, '1831': -10.0, '1832': -10.0,
'1833': -10.0, '184': -8.0, '185': -8.0, '186': -10.0,
'19': -10.0, '190': -10.0, '191': -9.5, '192': -9.5,
'193': -10.0, '194': -10.0, '195': -10.0, '196': -9.5,
'20': -10.0, '200': -10.0, '201': -9.5, '202': -10.0,
'203': -10.0, '204': -10.0, '2041': -10.0,
'2042': -10.0}
root_code = event[3][:2]
try:
event_quad = quad_conversion[root_code]
except KeyError:
print('Bad event: {}'.format(event))
event_quad = ''
try:
goldstein = goldstein_scale[event[3]]
except KeyError:
print('\nMissing Goldstein Value: {}'.format(event[3]))
try:
goldstein = goldstein_scale[root_code]
except KeyError:
print('Bad event: {}'.format(event))
goldstein = ''
return root_code, event_quad, goldstein
def process_actors(event):
"""
Splits out the actor codes into separate fields to enable easier
querying/formatting of the data.
Parameters
----------
event: Tuple.
(DATE, SOURCE, TARGET, EVENT) format.
Returns
-------
actors: Tuple.
Tuple containing actor information. Format is
(source, source_root, source_agent, source_others, target,
target_root, target_agent, target_others). Root is either
a country code or one of IGO, NGO, IMG, or MNC. Agent is
one of GOV, MIL, REB, OPP, PTY, COP, JUD, SPY, MED, EDU, BUS, CRM,
or CVL. The ``others`` contains all other actor or agent codes.
"""
countries = ('ABW', 'AFG', 'AGO', 'AIA', 'ALA', 'ALB', 'AND', 'ARE',
'ARG', 'ARM', 'ASM', 'AUT', 'AZE', 'BDI', 'BEL', 'BEN', 'BES',
'BFA', 'BGD', 'BGR', 'BHR', 'BHS', 'BIH', 'BLM', 'BLR', 'BLZ',
'BMU', 'BOL', 'BRA', 'BRB', 'BRN', 'BTN', 'BYS', 'BWA', 'CAF',
'CAN', 'CHE', 'CHL', 'CHN', 'CIV', 'CMR', 'COD', 'COG', 'COK',
'COL', 'COM', 'CPV', 'CRI', 'CSK', 'CUB', 'CUW', 'CYM', 'CYP',
'CZE', 'DDR', 'DEU', 'DJI', 'DMA', 'DNK', 'DOM', 'DZA', 'ECU',
'EGY', 'ERI', 'ESH', 'ESP', 'EST', 'ETH', 'FIN', 'FJI', 'FLK',
'FRA', 'FRO', 'FSM', 'GAB', 'GBR', 'GEO', 'GGY', 'GHA', 'GIB',
'GIN', 'GLP', 'GMB', 'GNB', 'GNQ', 'GRC', 'GRD', 'GRL', 'GTM',
'GUF', 'GUM', 'GUY', 'HKG', 'HND', 'HRV', 'HTI', 'HUN', 'IDN',
'IMN', 'IND', 'IRL', 'IRN', 'IRQ', 'ISL', 'ISR', 'ITA', 'JAM',
'JEY', 'JOR', 'JPN', 'KAZ', 'KEN', 'KGZ', 'KHM', 'KIR', 'KNA',
'KOR', 'KSV', 'KWT', 'LAO', 'LBN', 'LBR', 'LBY', 'LCA', 'LIE',
'LKA', 'LSO', 'LTU', 'LUX', 'LVA', 'MAC', 'MAF', 'MAR', 'MCO',
'MDA', 'MDG', 'MDV', 'MEX', 'MHL', 'MKD', 'MLI', 'MLT', 'MMR',
'MNE', 'MNG', 'MNP', 'MOZ', 'MRT', 'MSR', 'MTQ', 'MUS', 'MWI',
'MYS', 'MYT', 'NAM', 'NCL', 'NER', 'NFK', 'NGA', 'NIC', 'NIU',
'NLD', 'NOR', 'NPL', 'NRU', 'NZL', 'OMN', 'PAK', 'PAN', 'PCN',
'PER', 'PHL', 'PLW', 'PNG', 'POL', 'PRI', 'PRK', 'PRT', 'PRY',
'PSE', 'PYF', 'QAT', 'REU', 'ROU', 'RUS', 'RWA', 'SAU', 'SCG',
'SDN', 'SEN', 'SGP', 'SHN', 'SJM', 'SLB', 'SLE', 'SLV', 'SMR',
'SOM', 'SPM', 'SRB', 'SSD', 'SUN', 'STP', 'SUR', 'SVK', 'SVN',
'SWE', 'SWZ', 'SXM', 'SYC', 'SYR', 'TCA', 'TCD', 'TGO', 'THA',
'TJK', 'TMP', 'TKL', 'TKM', 'TLS', 'TON', 'TTO', 'TUN', 'TUR',
'TWN', 'TUV', 'TZA', 'UGA', 'UKR', 'URY', 'USA', 'UZB', 'VAT',
'VCT', 'VEN', 'VGB', 'VIR', 'VNM', 'VUT', 'WLF', 'WSM', 'YEM',
'YMD', 'YUG', 'ZAF', 'ZAR', 'ZMB', 'ZWE', 'ATG', 'AUS')
root_actors = ('IGO', 'NGO', 'IMG', 'MNC')
primary_agent = ('GOV', 'MIL', 'REB', 'OPP', 'PTY', 'COP', 'JUD', 'SPY',
'MED', 'EDU', 'BUS', 'CRM', 'CVL')
sauce = event[1]
targ = event[2]
if sauce[:3] in countries or sauce[:3] in root_actors:
sauce_root = sauce[:3]
else:
sauce_root = ''
if sauce[3:6] in primary_agent:
sauce_agent = sauce[3:6]
else:
sauce_agent = ''
sauce_others = ''
if len(sauce) > 3:
if sauce_agent:
start = 6
length = len(sauce[6:])
else:
start = 3
length = len(sauce[3:])
for i in range(start, start + length, 3):
sauce_others += sauce[i:i + 3] + ';'
sauce_others = sauce_others[:-1]
if targ[:3] in countries or targ[:3] in root_actors:
targ_root = targ[:3]
else:
targ_root = ''
if targ[3:6] in primary_agent:
targ_agent = targ[3:6]
else:
targ_agent = ''
targ_others = ''
if len(targ) > 3:
if targ_agent:
start = 6
length = len(targ[6:])
else:
start = 3
length = len(targ[3:])
for i in range(start, start + length, 3):
targ_others += targ[i:i + 3] + ';'
targ_others = targ_others[:-1]
actors = (sauce, sauce_root, sauce_agent, sauce_others, targ, targ_root,
targ_agent, targ_others)
return actors
def main(event_dict, this_date, version, file_details, server_details, geo_details):
"""
Pulls in the coded results from PETRARCH dictionary in the
{StoryID: [(record), (record)]} format and allows only one unique
(DATE, SOURCE, TARGET, EVENT) tuple per day. Returns this new,
filtered event data.
Parameters
----------
event_dict: Dictionary.
PETRARCH-formatted results in the
{StoryID: [(record), (record)]} format.
this_date: String.
The current date the pipeline is running.
version: String.
Data version. Something like v0.1.0
file_details: NamedTuple.
Container generated from the config file specifying file
stems and other relevant options.
server_details: NamedTuple.
Info for uploading to server.
geo_details: NamedTuple.
Info about geo type and geo server details.
"""
logger = logging.getLogger('pipeline_log')
logger.info('Geolocating.')
print('Geolocating')
if geo_details.geo_service == "CLIFF":
updated_events = geolocation.cliff(event_dict, file_details, server_details, geo_details)
elif geo_details.geo_service == "Mordecai":
updated_events = geolocation.mordecai(event_dict, file_details, server_details, geo_details)
else:
print("Invalid geo service name. Must be 'CLIFF' or 'Mordecai'.")
logger.info('Formatting events for output.')
event_write = create_strings(updated_events, version)
logger.info('Writing event output.')
filename = '{}{}.txt'.format(file_details.fullfile_stem, this_date)
with io.open(filename, 'w', encoding='utf-8') as f:
f.write(event_write)
print("Finished")