def process_facilities(self, records):
s = self.session()
# Store a list of all existing duids
all_duids = list(
set([
i[0] for i in s.query(Facility.network_code).filter(
Facility.network_code != None).all()
]))
for _, facility_records in records.items():
facility_index = 1
facility_station = None
created_station = False
station_network_name = record_get_station_name(facility_records)
station_name = station_name_cleaner(station_network_name)
duid_unique = has_unique_duid(facility_records)
facility_count = len(facility_records)
# Step 1. Find the station
# First by duid if it's unique
duid = get_unique_duid(facility_records)
# all GI records should have a region
station_network_region = get_unique_reqion(facility_records)
# This is the most suitable unit record to use for the station
# see helper above
facility_station_record = get_station_record_from_facilities(
facility_records)
if duid and duid_unique and facility_count == 1:
facility_lookup = None
try:
facility_lookup = (s.query(Facility).filter(
Facility.network_code == duid).filter(
Facility.network_region ==
station_network_region).one_or_none())
except MultipleResultsFound:
logger.error(
"Found multiple duid for station with code {}".format(
duid))
continue
if facility_lookup and facility_lookup.station:
facility_station = facility_lookup.station
if (duid and (duid_unique and facility_count > 1)
or not duid_unique):
facility_lookup = (s.query(Facility).filter(
Facility.network_code == duid).filter(
Facility.network_region ==
station_network_region).first())
if facility_lookup and facility_lookup.station:
facility_station = facility_lookup.station
if not facility_station and facility_station_join_by_name(
station_name):
try:
facility_station = (s.query(Station).filter(
Station.name == station_name).one_or_none())
except MultipleResultsFound:
logger.warning(
"Multiple results found for station name : {}".format(
station_name))
facility_station = None
# If we have a station name, and no duid, and it's ok to join by name
# then find the station (make sure to region lock)
if (station_name and not duid and not facility_station
and facility_station_join_by_name(station_name)):
facility = (s.query(Facility).join(Facility.station).filter(
Facility.network_region == station_network_region).filter(
Station.name == station_name).first())
if facility:
facility_station = facility.station
# Create one as it doesn't exist
if not facility_station:
facility_station = Station(
name=station_name,
network_name=name_normalizer(
facility_station_record["station_name"]),
network_id="NEM",
created_by="pipeline.aemo.general_information",
)
s.add(facility_station)
s.commit()
created_station = True
else:
facility_station.updated_by = (
"pipeline.aemo.general_information")
for facility_record in facility_records:
if facility_record["FuelType"] in ["Natural Gas Pipeline"]:
continue
# skip these statuses too
if facility_record["UnitStatus"] in FACILITY_INVALID_STATUS:
continue
facility = None
created_facility = False
facility_network_name = name_normalizer(
facility_record["station_name"])
facility_name = station_name_cleaner(
facility_record["station_name"])
duid = normalize_duid(facility_record["duid"])
reg_cap = clean_capacity(facility_record["NameCapacity"])
units_num = facility_record["Units"] or 1
unit_id = facility_index + (units_num - 1)
unit = parse_unit_duid(unit_id, duid)
unit_size = clean_capacity(facility_record["unit_capacity"])
unit_code = get_unit_code(unit, duid,
facility_record["station_name"])
facility_comissioned = facility_record["SurveyEffective"]
facility_comissioned_dt = None
if type(facility_comissioned) is datetime:
facility_comissioned_dt = facility_comissioned
try:
if type(facility_comissioned) is str:
facility_comissioned_dt = datetime.strptime(
facility_comissioned, "%d/%m/%y")
except ValueError:
logger.error(
"Error parsing date: {}".format(facility_comissioned))
facility_status = map_aemo_facility_status(
facility_record["UnitStatus"])
facility_network_region = normalize_aemo_region(
facility_record["Region"])
facility_fueltech = (lookup_fueltech(
facility_record["FuelType"],
techtype=facility_record["TechType"],
) if ("FuelType" in facility_record
and facility_record["FuelType"]) else None)
if not facility_fueltech:
logger.error("Error looking up fueltech: {} {} ".format(
facility_record["FuelType"],
facility_record["TechType"],
))
# check if we have it by ocode first
facility = (s.query(Facility).filter(
Facility.code == unit_code).one_or_none())
if not facility and duid:
try:
facility = (
s.query(Facility).filter(
Facility.network_code == duid).filter(
Facility.network_region ==
facility_network_region)
# .filter(Facility.nameplate_capacity != None)
.one_or_none())
except MultipleResultsFound:
logger.warn(
"Multiple results found for duid : {}".format(
duid))
if facility:
if facility.station and not facility_station:
facility_station = facility.station
logger.info(
"GI: Found facility by DUID: code {} station {}".
format(
facility.code,
facility.station.name
if facility.station else None,
))
# Done trying to find existing
if not facility:
facility = Facility(
code=unit_code,
network_code=duid,
created_by="pipeline.aemo.general_information",
)
facility.station = facility_station
created_facility = True
if duid and not facility.network_code:
facility.network_code = duid
facility.updated_by = "pipeline.aemo.general_information"
if not facility.network_region:
facility.network_region = facility_network_region
facility.updated_by = "pipeline.aemo.general_information"
if not facility.network_name:
facility.network_name = facility_network_name
facility.updated_by = "pipeline.aemo.general_information"
if not facility.fueltech_id and facility_fueltech:
facility.fueltech_id = facility_fueltech
facility.updated_by = "pipeline.aemo.general_information"
if not facility.capacity_registered or (
facility.status and facility.status != "operating"):
facility.capacity_registered = reg_cap
facility.updated_by = "pipeline.aemo.general_information"
# @TODO work this out
# facility.dispatch_type = facility_dispatch_type
if not facility.unit_id:
facility.unit_id = unit.id
facility.unit_number = unit.number
facility.unit_size = unit_size
facility.unit_alias = unit.alias
if not facility.unit_capacity or (
facility.status and facility.status != "operating"):
facility.unit_capacity = unit_size
facility.updated_by = "pipeline.aemo.general_information"
# if not facility.status_id:
facility.status_id = facility_status
# facility.updated_by = "pipeline.aemo.general_information"
if not facility.registered and facility_comissioned_dt:
facility.registered = facility_comissioned_dt
facility.updated_by = "pipeline.aemo.general_information"
facility.station = facility_station
if facility.fueltech_id is None:
logger.warning("Could not find fueltech for: {} {}".format(
facility.code, facility.network_code))
# facility.status_id = facility_status
if facility_station and not facility.station:
facility.station = facility_station
if facility.status_id is None:
raise Exception(
"GI: Failed to map status ({}) on row: {}".format(
facility.status_id, facility_record))
s.add(facility)
s.commit()
facility_index += units_num
if created_station:
logger.info("GI: {} station with name {} ".format(
"Created" if created_station else "Updated",
station_name,
# facility_station.id,
))
if created_facility:
logger.info(
"GI: {} facility with duid {} to station {}".format(
"Created" if created_facility else "Updated",
duid,
station_name,
))
try:
s.commit()
except Exception as e:
logger.error(e)
raise e
finally:
s.close()
def opennem_init() -> None:
session = SessionLocal()
station_data = load_data("opennem_stations.json", from_project=True)
stations = StationSet()
for s in station_data:
stations.add_dict(s)
for station in stations:
logger.debug("Adding station: {}".format(station.code))
station_model = session.query(Station).filter_by(
code=station.code).one_or_none()
if not station_model:
station_model = Station(code=station.code)
station_model.approved = True
station_model.approved_at = datetime.now()
station_model.approved_by = "opennem.init"
station_model.created_by = "opennem.init"
station_model.description = station.description
station_model.name = station.name
station_model.network_name = station.network_name
if not station_model.location:
station_model.location = Location()
if station.location:
station_model.location.locality = station.location.locality
station_model.location.state = station.location.state
station_model.location.postcode = station.location.postcode
station_model.location.country = station.location.country
if station.location.lat and station.location.lng:
station_model.location.geom = "SRID=4326;POINT({} {})".format(
station.location.lng, station.location.lat)
for fac in station.facilities:
facility_model = (session.query(Facility).filter_by(
code=fac.code).filter_by(
network_id=fac.network.code).one_or_none())
if not facility_model:
facility_model = Facility(code=fac.code,
network_id=fac.network.code)
facility_model.network_region = fac.network_region
facility_model.fueltech_id = fac.fueltech.code
facility_model.status_id = fac.status.code
facility_model.dispatch_type = fac.dispatch_type
facility_model.capacity_registered = fac.capacity_registered
facility_model.registered = fac.registered
facility_model.unit_id = fac.unit_id
facility_model.unit_number = fac.unit_number
facility_model.unit_alias = fac.unit_alias
facility_model.unit_capacity = fac.unit_capacity
facility_model.emissions_factor_co2 = fac.emissions_factor_co2
facility_model.approved = fac.approved
facility_model.approved_by = fac.approved_by
facility_model.created_by = "opennem.init"
facility_model.approved_by = "opennem.init"
session.add(facility_model)
station_model.facilities.append(facility_model)
logger.debug(" => Added facility {}".format(fac.code))
print(station_model)
session.add(station_model)
session.commit()
def process_item(self, item, spider):
s = SessionLocal()
records_added = 0
csvreader = csv.DictReader(item["content"].split("\n"))
for row in csvreader:
if "Participant Code" not in row:
logger.error("Invalid row")
continue
if row["Facility Type"] in [
"Demand Side Program",
"Non-Dispatchable Load",
"Network",
]:
continue
participant = None
participant_name = participant_name_filter(row["Participant Name"])
participant_network_name = normalize_string(
row["Participant Name"])
participant_code = normalize_duid(row["Participant Code"])
participant = (s.query(Participant).filter(
Participant.code == participant_code).one_or_none())
if not participant:
participant = Participant(
created_by=spider.name,
approved_at=datetime.now(),
code=participant_code,
name=participant_name,
network_name=participant_network_name,
)
s.add(participant)
s.commit()
logger.debug(
"Participant not found created new database entry: %s",
participant_code,
)
station = None
facility = None
facility_code = normalize_duid(row["Facility Code"])
station_code = parse_wem_facility_code(facility_code)
station = (s.query(Station).filter(
Station.code == station_code).one_or_none())
if not station:
station = Station(
created_by="opennem.wem.facilities",
approved_at=datetime.now(),
code=station_code,
network_code=station_code,
participant=participant,
)
location = Location(state="WA")
station.location = location
logger.debug("Added WEM station: {}".format(station_code))
facility = (s.query(Facility).filter(
Facility.code == facility_code).one_or_none())
if not facility:
facility = Facility(
created_by=spider.name,
approved_at=datetime.now(),
code=facility_code,
network_id="WEM",
network_code=facility_code,
network_region="WEM",
)
capacity_registered = clean_capacity(row["Maximum Capacity (MW)"])
capacity_unit = clean_capacity(row["Maximum Capacity (MW)"])
registered_date = row["Registered From"]
facility.status_id = "operating"
facility.capacity_registered = capacity_registered
facility.unit_id = 1
facility.unit_number = 1
facility.unit_capacity = capacity_unit
if registered_date:
registered_date_dt = datetime.strptime(registered_date,
"%Y-%m-%d %H:%M:%S")
facility.registered = registered_date_dt
facility.station = station
s.add(facility)
records_added += 1
try:
s.commit()
except IntegrityError as e:
logger.error(e)
pass
except Exception as e:
logger.error("Error: {}".format(e))
finally:
s.close()
return records_added
def load_opennem_facilities():
station_fixture = load_data("facility_registry.json", from_fixture=True)
stations = [{"station_code": k, **v} for k, v in station_fixture.items()]
engine = db_connect()
session = sessionmaker(bind=engine)
s = session()
for station_data in stations:
station = None
facilities = [{
"code": k,
**v
} for k, v in station_data["duid_data"].items()]
# update facilities
for facility_data in facilities:
facility_duid = facility_data["code"]
station_name = station_name_cleaner(station_data["display_name"])
# station_code = normalize_duid(station_data["station_code"])
station_code = facility_map_station(
facility_duid, normalize_duid(station_data["station_code"]))
station_state = map_compat_facility_state(
station_data["status"]["state"])
station_network = "WEM" if station_data["location"][
"state"] == "WA" else "NEM"
station = s.query(Station).filter(
Station.network_code == station_code).one_or_none()
if not station:
station = Station(
network_id=station_network,
code=station_code,
network_code=station_code,
name=station_name,
network_name=station_data["display_name"],
created_by="opennem.load_facilities",
)
logger.info("Created station: {} {} ".format(
station_name, station_code))
s.add(station)
s.commit()
facility_status = station_state
# Network region
facility_network_region = map_compat_network_region(
station_data["region_id"])
# Fueltech
facility_fueltech = None
if "fuel_tech" in facility_data and facility_data["fuel_tech"]:
facility_fueltech = map_compat_fueltech(
facility_data["fuel_tech"])
# Capacity
facility_capacity = None
if "registered_capacity" in facility_data and facility_data[
"registered_capacity"]:
facility_capacity = clean_capacity(
facility_data["registered_capacity"])
facility = None
try:
facility = (s.query(Facility).filter(
Facility.network_code == facility_duid).one_or_none())
except MultipleResultsFound:
logger.error("Multiple facilities found for duid {}".format(
facility_duid))
# facility = (
# s.query(Facility)
# .filter(Facility.network_code == facility_duid)
# .first()
# )
continue
if not facility:
facility = Facility(
code=facility_duid,
network_code=facility_duid,
network_region=facility_network_region,
created_by="opennem.load_facilities",
)
logger.info("Created facility: {} {} to station {} ".format(
facility_duid, facility_fueltech, station_code))
if not facility.unit_id:
facility.unit_id = 1
facility.unit_number = 1
if facility_capacity and not facility.unit_capacity:
facility.unit_capacity = facility_capacity
if facility_capacity and not facility.capacity_registered:
facility.capacity_registered = facility_capacity
if facility_fueltech and not facility.fueltech_id:
facility.fueltech_id = facility_fueltech
if not facility.status_id:
facility.status_id = facility_status
if not facility.station:
facility.station = station
s.add(facility)
s.commit()
def import_station_set(stations: StationSet,
only_insert_facilities: bool = False) -> None:
session = SessionLocal()
for station in stations:
add_or_update: str = "Updating"
station_model = session.query(Station).filter_by(
code=station.code).one_or_none()
if not station_model:
add_or_update = "Adding"
station_model = Station(code=station.code)
station_model.created_by = "opennem.init"
logger.debug("{} station: {}".format(add_or_update, station.code))
if station.description:
station_model.description = station.description
if station.name:
station_model.name = station.name
station_model.approved = station.approved
if station.approved:
station_model.approved = True
station_model.approved_at = datetime.now()
station_model.approved_by = "opennem.init"
else:
station_model.approved_at = None
station_model.approved_by = None
if station.website_url:
station_model.website_url = station.website_url
if station.network_name:
station_model.network_name = station.network_name
if not station_model.location:
station_model.location = Location()
if station.location:
station_model.location.locality = station.location.locality
station_model.location.state = station.location.state
station_model.location.postcode = station.location.postcode
station_model.location.country = station.location.country
if station.location.lat and station.location.lng:
station_model.location.geom = "SRID=4326;POINT({} {})".format(
station.location.lng, station.location.lat)
session.add(station_model)
session.commit()
for fac in station.facilities:
facility_added = False
facility_model = (session.query(Facility).filter_by(
code=fac.code).filter_by(
network_id=fac.network.code).one_or_none())
if facility_model and only_insert_facilities:
logger.debug(" => skip updating {}".format(
facility_model.code))
continue
if not facility_model:
facility_model = Facility(code=fac.code,
network_id=fac.network.code)
facility_added = True
if facility_model.station_id != station_model.id:
facility_model.station_id = station_model.id
logger.debug(" => Reassigned facility {} to station {}".format(
facility_model.code, station_model.code))
# fueltech
if fac.fueltech:
facility_model.fueltech_id = fac.fueltech.code
if fac.fueltech_id:
facility_model.fueltech_id = fac.fueltech_id
# network
if fac.network:
facility_model.network_id = fac.network.code
if fac.network_id:
facility_model.network_id = fac.network_id
# status
if fac.status:
facility_model.status_id = fac.status.code
if fac.status_id:
facility_model.status_id = fac.status_id
# rest
if fac.dispatch_type:
facility_model.dispatch_type = fac.dispatch_type
if fac.capacity_registered:
facility_model.capacity_registered = fac.capacity_registered
if fac.registered:
facility_model.registered = fac.registered
if fac.network_region:
facility_model.network_region = fac.network_region
facility_model.unit_id = fac.unit_id
facility_model.unit_number = fac.unit_number
facility_model.unit_alias = fac.unit_alias
facility_model.unit_capacity = fac.unit_capacity
if fac.emissions_factor_co2:
facility_model.emissions_factor_co2 = fac.emissions_factor_co2
if fac.approved:
facility_model.approved = fac.approved
if fac.approved:
facility_model.approved_by = "opennem.importer"
else:
facility_model.approved_by = None
if not facility_model.created_by:
facility_model.created_by = "opennem.init"
session.add(facility_model)
station_model.facilities.append(facility_model)
logger.debug(" => {} facility {} to {} {}".format(
"Added" if facility_added else "Updated",
fac.code,
facility_model.network_id,
facility_model.network_region,
))
session.add(station_model)
session.commit()
def process_generators(self, generators):
s = self.session()
stations_updated = 0
stations_added = 0
generators_updated = 0
generators_added = 0
for station_key, facilities in generators.items():
facility = None
facility_station = None
created_station = False
created_facility = False
station_name = station_key[0]
duid_unique = has_unique_duid(facilities)
facility_count = len(facilities)
# Step 1. Find the station
# First by duid if it's unique
duid = get_unique_duid(facilities)
# This is the most suitable unit record to use for the station
# see helper above
facility_station_record = get_station_record_from_facilities(
facilities)
facility_network_region = get_unique_reqion(facilities)
if duid and duid_unique and facility_count == 1:
facility_lookup = None
try:
facility_lookup = (s.query(Facility).filter(
Facility.network_code == duid).one_or_none())
except MultipleResultsFound:
logger.warning(
"REL: Multiple stations found for {} {} with duid {}".
format(station_name, facility_network_region, duid))
if facility_lookup and facility_lookup.station:
facility_station = facility_lookup.station
if (duid and (duid_unique and facility_count > 1)
or not duid_unique):
facility_lookup = (s.query(Facility).filter(
Facility.network_code == duid).first())
if facility_lookup and facility_lookup.station:
facility_station = facility_lookup.station
if not facility_station and facility_station_join_by_name(
station_name):
try:
facility_station = (s.query(Station).filter(
Station.name == station_name).one_or_none())
except MultipleResultsFound:
logger.warning(
"REL: Multiple stations found for {} {}".format(
station_name, facility_network_region))
logger.debug(
"REL: Looked up {} by name and region {} and found {}".
format(
station_name,
facility_network_region,
facility.station if facility else "nothing",
))
# Create one as it doesm't exist
if not facility_station:
facility_station = Station(
name=station_name,
network_name=name_normalizer(
facility_station_record["station_name"]),
network_id="NEM",
created_by="pipeline.aemo.registration_exemption",
)
s.add(facility_station)
created_station = True
else:
facility_station.updated_by = (
"pipeline.aemo.registration_exemption")
logger.info("REL: {} station with name {} and code {}".format(
"Created" if created_station else "Updated",
facility_station.name,
facility_station.code,
))
# Step 2. Add the facilities/units to the station
# Now that we have a station or created one ..
# Step go through the facility records we got ..
for facility_record in facilities:
network_name = name_normalizer(facility_record["station_name"])
participant_name = name_normalizer(
facility_record["participant"])
facility_region = normalize_aemo_region(
facility_record["region"])
duid = normalize_duid(facility_record["duid"])
reg_cap = clean_capacity(facility_record["reg_cap"])
unit = parse_unit_duid(facility_record["unit_no"], duid)
unit_size = clean_capacity(facility_record["unit_size"])
unit_code = get_unit_code(
unit, duid, facility_station_record["station_name"])
facility_status = "operating"
facility_dispatch_type = parse_dispatch_type(
facility_record["dispatch_type"])
fueltech = lookup_fueltech(
facility_record["fuel_source_primary"],
facility_record["fuel_source_descriptor"],
facility_record["tech_primary"],
facility_record["tech_primary_descriptor"],
facility_record["dispatch_type"],
)
# Skip loads that are not batteries or pumps for now
# @NOTE @TODO better to centralize this as it needs to be consistent
if (facility_dispatch_type == DispatchType.LOAD
and fueltech not in [
"battery_charging",
"pumps",
]):
continue
# check if we have it by ocode first
facility = (s.query(Facility).filter(
Facility.code == unit_code).one_or_none())
# If the duid is unique then we have no issues on which to join/create
if duid and duid_unique and not facility:
try:
facility = (s.query(Facility).filter(
Facility.network_code == duid).one_or_none())
except MultipleResultsFound:
logger.warning(
"REL: Multiple facilities found for {} {}".format(
station_name, duid))
if duid and not duid_unique and not facility:
facility = (s.query(Facility).filter(
Facility.network_code == duid).filter(
Facility.unit_number == None).filter(
Facility.status_id == "operating").first())
# If the duid is not unique then we need to figure things out ..
if duid and not duid_unique and not facility:
facility_lookup = (
s.query(Facility).filter(Facility.network_code == duid)
# Not having a code means we haven't written to this record yet so we'll use it
.filter(Facility.code == None).all())
facility_db_count = len(facility_lookup)
logging.debug(
"Non unique duid: {} with {} in database and {} in facility duid is {}"
.format(
station_name,
facility_db_count,
facility_count,
duid,
))
if len(facility_lookup) > 0:
facility = facility_lookup.pop()
if not facility:
facility = Facility(
code=unit_code,
network_code=duid,
created_by="pipeline.aemo.registration_exemption",
)
created_facility = True
else:
facility.updated_by = (
"pipeline.aemo.registration_exemption")
# Sanity checking
if len(unit_code) < 3:
raise Exception(
"Unit code {} is invalid. For station {} with duid {}".
format(unit_code, station_name, duid))
#
if not facility.code:
facility.code = unit_code
facility.fueltech_id = fueltech
facility.network_code = duid
facility.network_region = facility_region
facility.network_name = network_name
facility.capacity_registered = reg_cap
facility.dispatch_type = facility_dispatch_type
facility.unit_id = unit.id
facility.unit_number = unit.number
facility.unit_alias = unit.alias
facility.unit_capacity = unit_size
# Assume all REL's are operating if we don't have a status
facility.status_id = "operating"
facility.station = facility_station
# Log that we have a new fueltech
if fueltech and fueltech != facility.fueltech_id:
logger.warning(
"Fueltech mismatch for {} {}: prev {} new {}".format(
facility.name_clean,
facility.code,
facility.fueltech_id,
fueltech,
))
if not created_facility:
facility.updated_by = (
"pipeline.aemo.registration_exemption")
s.add(facility)
s.commit()
logger.info("REL: {} facility with duid {} and id {}".format(
"Created" if created_facility else "Updated",
facility.code,
facility.network_code,
))
generators_updated += 1
logger.info(
"NEM REL Pipeline: Added {} stations, updated {} stations. Added {}, updated {} generators of {} total"
.format(
stations_added,
stations_updated,
generators_added,
generators_updated,
len(generators),
))