PyMISP/examples/import_scrippsc02.py

468 lines
18 KiB
Python

#!/usr/bin/env python3
# -*- coding: utf-8 -*-
from dateutil.parser import parse
import csv
from pathlib import Path
import requests
from pymisp import MISPEvent, MISPObject, MISPTag
from keys import misp_url, misp_key, misp_verifycert
from pymisp import ExpandedPyMISP
class Scrippts:
def __init__(self):
self.misp = ExpandedPyMISP(misp_url, misp_key, misp_verifycert)
def geolocation_alt(self) -> MISPObject:
# Alert, NWT, Canada
location = MISPObject('geolocation', standalone=False)
location.add_attribute('latitude', 82.3)
location.add_attribute('longitude', 62.3)
location.add_attribute('altitude', 210)
location.add_attribute('text', 'Alert, NWT, Canada')
return location
def tag_alt(self) -> MISPTag:
tag = MISPTag()
tag.name = 'scrippsco2-sampling-stations:ALT'
return tag
def geolocation_ptb(self):
# Point Barrow, Alaska
location = MISPObject('geolocation')
location.add_attribute('latitude', 71.3)
location.add_attribute('longitude', 156.6)
location.add_attribute('altitude', 11)
location.add_attribute('text', 'Point Barrow, Alaska')
return location
def tag_ptb(self):
tag = MISPTag()
tag.name = 'scrippsco2-sampling-stations:PTB'
return tag
def geolocation_stp(self) -> MISPObject:
# Station P
location = MISPObject('geolocation')
location.add_attribute('latitude', 50)
location.add_attribute('longitude', 145)
location.add_attribute('altitude', 0)
location.add_attribute('text', 'Station P')
return location
def tag_stp(self):
tag = MISPTag()
tag.name = 'scrippsco2-sampling-stations:STP'
return tag
def geolocation_ljo(self) -> MISPObject:
# La Jolla Pier, California
location = MISPObject('geolocation')
location.add_attribute('latitude', 32.9)
location.add_attribute('longitude', 117.3)
location.add_attribute('altitude', 10)
location.add_attribute('text', 'La Jolla Pier, California')
return location
def tag_ljo(self):
tag = MISPTag()
tag.name = 'scrippsco2-sampling-stations:LJO'
return tag
def geolocation_bcs(self) -> MISPObject:
# Baja California Sur, Mexico
location = MISPObject('geolocation')
location.add_attribute('latitude', 23.3)
location.add_attribute('longitude', 110.2)
location.add_attribute('altitude', 4)
location.add_attribute('text', 'Baja California Sur, Mexico')
return location
def tag_bcs(self):
tag = MISPTag()
tag.name = 'scrippsco2-sampling-stations:BCS'
return tag
def geolocation_mlo(self) -> MISPObject:
# Mauna Loa Observatory, Hawaii
location = MISPObject('geolocation')
location.add_attribute('latitude', 19.5)
location.add_attribute('longitude', 155.6)
location.add_attribute('altitude', 3397)
location.add_attribute('text', 'Mauna Loa Observatory, Hawaii')
return location
def tag_mlo(self):
tag = MISPTag()
tag.name = 'scrippsco2-sampling-stations:MLO'
return tag
def geolocation_kum(self) -> MISPObject:
# Cape Kumukahi, Hawaii
location = MISPObject('geolocation')
location.add_attribute('latitude', 19.5)
location.add_attribute('longitude', 154.8)
location.add_attribute('altitude', 3)
location.add_attribute('text', 'Cape Kumukahi, Hawaii')
return location
def tag_kum(self):
tag = MISPTag()
tag.name = 'scrippsco2-sampling-stations:KUM'
return tag
def geolocation_chr(self):
# Christmas Island, Fanning Island
location = MISPObject('geolocation')
location.add_attribute('latitude', 2)
location.add_attribute('longitude', 157.3)
location.add_attribute('altitude', 2)
location.add_attribute('text', 'Christmas Island, Fanning Island')
return location
def tag_chr(self):
tag = MISPTag()
tag.name = 'scrippsco2-sampling-stations:CHR'
return tag
def geolocation_sam(self):
# American Samoa
location = MISPObject('geolocation')
location.add_attribute('latitude', 14.2)
location.add_attribute('longitude', 170.6)
location.add_attribute('altitude', 30)
location.add_attribute('text', 'American Samoa')
return location
def tag_sam(self):
tag = MISPTag()
tag.name = 'scrippsco2-sampling-stations:SAM'
return tag
def geolocation_ker(self):
# Kermadec Islands, Raoul Island
location = MISPObject('geolocation')
location.add_attribute('latitude', 29.2)
location.add_attribute('longitude', 177.9)
location.add_attribute('altitude', 2)
location.add_attribute('text', 'Kermadec Islands, Raoul Island')
return location
def tag_ker(self):
tag = MISPTag()
tag.name = 'scrippsco2-sampling-stations:KER'
return tag
def geolocation_nzd(self):
# Baring Head, New Zealand
location = MISPObject('geolocation')
location.add_attribute('latitude', 41.4)
location.add_attribute('longitude', 174.9)
location.add_attribute('altitude', 85)
location.add_attribute('text', 'Baring Head, New Zealand')
return location
def tag_nzd(self):
tag = MISPTag()
tag.name = 'scrippsco2-sampling-stations:NZD'
return tag
def geolocation_psa(self):
# Palmer Station, Antarctica
location = MISPObject('geolocation')
location.add_attribute('latitude', 64.9)
location.add_attribute('longitude', 64)
location.add_attribute('altitude', 10)
location.add_attribute('text', 'Palmer Station, Antarctica')
return location
def tag_psa(self):
tag = MISPTag()
tag.name = 'scrippsco2-sampling-stations:PSA'
return tag
def geolocation_spo(self):
# South Pole
location = MISPObject('geolocation')
location.add_attribute('latitude', 90)
location.add_attribute('longitude', 0)
location.add_attribute('altitude', 2810)
location.add_attribute('text', 'South Pole')
return location
def tag_spo(self):
tag = MISPTag()
tag.name = 'scrippsco2-sampling-stations:SPO'
return tag
def fetch(self, url):
filepath = Path('scrippts') / Path(url).name
if filepath.exists():
return filepath
r = requests.get(url)
if r.status_code != 200 or r.text[0] != '"':
print(url)
return False
with filepath.open('w') as f:
f.write(r.text)
return filepath
def get_existing_event_to_update(self, infofield):
found = self.misp.search(eventinfo=infofield, pythonify=True)
if found:
event = found[0]
return event
return False
def import_all(self, stations_short_names, interval, data_type):
object_creator = getattr(self, f'{interval}_flask_{data_type}')
if data_type == 'co2':
base_url = 'http://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/flask_co2/'
elif data_type in ['c13', 'o18']:
base_url = 'http://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/flask_isotopic/'
for station in stations_short_names:
url = f'{base_url}/{interval}/{interval}_flask_{data_type}_{station}.csv'
infofield = f'[{station.upper()}] {interval} average atmospheric {data_type} concentrations'
filepath = self.fetch(url)
if not filepath:
continue
update = True
event = self.get_existing_event_to_update(infofield)
if event:
location = event.get_objects_by_name('geolocation')[0]
if not event:
event = MISPEvent()
event.info = infofield
event.add_tag(getattr(self, f'tag_{station}')())
location = getattr(self, f'geolocation_{station}')()
event.add_object(location)
event.add_attribute('link', f'http://scrippsco2.ucsd.edu/data/atmospheric_co2/{station}')
update = False
object_creator(event, location, filepath, update)
if update:
self.misp.update_event(event)
else:
self.misp.add_event(event)
def import_monthly_co2_all(self):
to_import = ['alt', 'ptb', 'stp', 'ljo', 'bcs', 'mlo', 'kum', 'chr', 'sam', 'ker', 'nzd']
self.import_all(to_import, 'monthly', 'co2')
def import_monthly_c13_all(self):
to_import = ['alt', 'ptb', 'stp', 'ljo', 'bcs', 'mlo', 'kum', 'chr', 'sam', 'ker', 'nzd', 'psa', 'spo']
self.import_all(to_import, 'monthly', 'c13')
def import_monthly_o18_all(self):
to_import = ['alt', 'ptb', 'stp', 'ljo', 'bcs', 'mlo', 'kum', 'chr', 'sam', 'ker', 'nzd', 'spo']
self.import_all(to_import, 'monthly', 'o18')
def import_daily_co2_all(self):
to_import = ['alt', 'ptb', 'stp', 'ljo', 'bcs', 'mlo', 'kum', 'chr', 'sam', 'ker', 'nzd']
self.import_all(to_import, 'daily', 'co2')
def import_daily_c13_all(self):
to_import = ['alt', 'ptb', 'ljo', 'bcs', 'mlo', 'kum', 'chr', 'sam', 'ker', 'nzd', 'spo']
self.import_all(to_import, 'daily', 'c13')
def import_daily_o18_all(self):
to_import = ['alt', 'ptb', 'ljo', 'bcs', 'mlo', 'kum', 'chr', 'sam', 'ker', 'nzd', 'spo']
self.import_all(to_import, 'daily', 'o18')
def split_data_comment(self, csv_file, update, event):
comment = ''
data = []
with csv_file.open() as f:
for line in f:
if line[0] == '"':
if update:
continue
if '----------' in line:
event.add_attribute('comment', comment, disable_correlation=True)
comment = ''
continue
comment += line[1:-1].strip()
else:
data.append(line)
if not update:
event.add_attribute('comment', comment, disable_correlation=True)
return data
def monthly_flask_co2(self, event, location, csv_file, update):
data = self.split_data_comment(csv_file, update, event)
dates_already_imported = []
if update:
# get all datetime from existing event
for obj in event.get_objects_by_name('scrippsco2-co2-monthly'):
date_attribute = obj.get_attributes_by_relation('sample-datetime')[0]
dates_already_imported.append(date_attribute.value)
reader = csv.reader(data)
for row in reader:
if not row[0].isdigit():
# This file has fucked up headers
continue
sample_date = parse(f'{row[0]}-{row[1]}-16T00:00:00')
if sample_date in dates_already_imported:
continue
obj = MISPObject('scrippsco2-co2-monthly', standalone=False)
obj.add_attribute('sample-datetime', sample_date)
obj.add_attribute('sample-date-excel', float(row[2]))
obj.add_attribute('sample-date-fractional', float(row[3]))
obj.add_attribute('monthly-co2', float(row[4]))
obj.add_attribute('monthly-co2-seasonal-adjustment', float(row[5]))
obj.add_attribute('monthly-co2-smoothed', float(row[6]))
obj.add_attribute('monthly-co2-smoothed-seasonal-adjustment', float(row[7]))
obj.add_reference(location, 'sampling-location')
event.add_object(obj)
def monthly_flask_c13(self, event, location, csv_file, update):
data = self.split_data_comment(csv_file, update, event)
dates_already_imported = []
if update:
# get all datetime from existing event
for obj in event.get_objects_by_name('scrippsco2-c13-monthly'):
date_attribute = obj.get_attributes_by_relation('sample-datetime')[0]
dates_already_imported.append(date_attribute.value)
reader = csv.reader(data)
for row in reader:
if not row[0].isdigit():
# This file has fucked up headers
continue
sample_date = parse(f'{row[0]}-{row[1]}-16T00:00:00')
if sample_date in dates_already_imported:
continue
obj = MISPObject('scrippsco2-c13-monthly', standalone=False)
obj.add_attribute('sample-datetime', sample_date)
obj.add_attribute('sample-date-excel', float(row[2]))
obj.add_attribute('sample-date-fractional', float(row[3]))
obj.add_attribute('monthly-c13', float(row[4]))
obj.add_attribute('monthly-c13-seasonal-adjustment', float(row[5]))
obj.add_attribute('monthly-c13-smoothed', float(row[6]))
obj.add_attribute('monthly-c13-smoothed-seasonal-adjustment', float(row[7]))
obj.add_reference(location, 'sampling-location')
event.add_object(obj)
def monthly_flask_o18(self, event, location, csv_file, update):
data = self.split_data_comment(csv_file, update, event)
dates_already_imported = []
if update:
# get all datetime from existing event
for obj in event.get_objects_by_name('scrippsco2-o18-monthly'):
date_attribute = obj.get_attributes_by_relation('sample-datetime')[0]
dates_already_imported.append(date_attribute.value)
reader = csv.reader(data)
for row in reader:
if not row[0].isdigit():
# This file has fucked up headers
continue
sample_date = parse(f'{row[0]}-{row[1]}-16T00:00:00')
if sample_date in dates_already_imported:
continue
obj = MISPObject('scrippsco2-o18-monthly', standalone=False)
obj.add_attribute('sample-datetime', sample_date)
obj.add_attribute('sample-date-excel', float(row[2]))
obj.add_attribute('sample-date-fractional', float(row[3]))
obj.add_attribute('monthly-o18', float(row[4]))
obj.add_attribute('monthly-o18-seasonal-adjustment', float(row[5]))
obj.add_attribute('monthly-o18-smoothed', float(row[6]))
obj.add_attribute('monthly-o18-smoothed-seasonal-adjustment', float(row[7]))
obj.add_reference(location, 'sampling-location')
event.add_object(obj)
def daily_flask_co2(self, event, location, csv_file, update):
data = self.split_data_comment(csv_file, update, event)
dates_already_imported = []
if update:
# get all datetime from existing event
for obj in event.get_objects_by_name('scrippsco2-co2-daily'):
date_attribute = obj.get_attributes_by_relation('sample-datetime')[0]
dates_already_imported.append(date_attribute.value)
reader = csv.reader(data)
for row in reader:
sample_date = parse(f'{row[0]}-{row[1]}')
if sample_date in dates_already_imported:
continue
obj = MISPObject('scrippsco2-co2-daily', standalone=False)
obj.add_attribute('sample-datetime', sample_date)
obj.add_attribute('sample-date-excel', float(row[2]))
obj.add_attribute('sample-date-fractional', float(row[3]))
obj.add_attribute('number-flask', int(row[4]))
obj.add_attribute('flag', int(row[5]))
attr = obj.add_attribute('co2-value', float(row[6]))
attr.add_tag(f'scrippsco2-fgc:{int(row[5])}')
obj.add_reference(location, 'sampling-location')
event.add_object(obj)
def daily_flask_c13(self, event, location, csv_file, update):
data = self.split_data_comment(csv_file, update, event)
dates_already_imported = []
if update:
# get all datetime from existing event
for obj in event.get_objects_by_name('scrippsco2-c13-daily'):
date_attribute = obj.get_attributes_by_relation('sample-datetime')[0]
dates_already_imported.append(date_attribute.value)
reader = csv.reader(data)
for row in reader:
sample_date = parse(f'{row[0]}-{row[1]}')
if sample_date in dates_already_imported:
continue
obj = MISPObject('scrippsco2-c13-daily', standalone=False)
obj.add_attribute('sample-datetime', sample_date)
obj.add_attribute('sample-date-excel', float(row[2]))
obj.add_attribute('sample-date-fractional', float(row[3]))
obj.add_attribute('number-flask', int(row[4]))
obj.add_attribute('flag', int(row[5]))
attr = obj.add_attribute('c13-value', float(row[6]))
attr.add_tag(f'scrippsco2-fgi:{int(row[5])}')
obj.add_reference(location, 'sampling-location')
event.add_object(obj)
def daily_flask_o18(self, event, location, csv_file, update):
data = self.split_data_comment(csv_file, update, event)
dates_already_imported = []
if update:
# get all datetime from existing event
for obj in event.get_objects_by_name('scrippsco2-o18-daily'):
date_attribute = obj.get_attributes_by_relation('sample-datetime')[0]
dates_already_imported.append(date_attribute.value)
reader = csv.reader(data)
for row in reader:
sample_date = parse(f'{row[0]}-{row[1]}')
if sample_date in dates_already_imported:
continue
obj = MISPObject('scrippsco2-o18-daily', standalone=False)
obj.add_attribute('sample-datetime', sample_date)
obj.add_attribute('sample-date-excel', float(row[2]))
obj.add_attribute('sample-date-fractional', float(row[3]))
obj.add_attribute('number-flask', int(row[4]))
obj.add_attribute('flag', int(row[5]))
attr = obj.add_attribute('o18-value', float(row[6]))
attr.add_tag(f'scrippsco2-fgi:{int(row[5])}')
obj.add_reference(location, 'sampling-location')
event.add_object(obj)
if __name__ == '__main__':
i = Scrippts()
i.import_daily_co2_all()
i.import_daily_c13_all()
i.import_daily_o18_all()
i.import_monthly_co2_all()
i.import_monthly_c13_all()
i.import_monthly_o18_all()