bjoern/pypsa-eur
1
0
Fork 0
Code Issues Pull Requests Actions 1 Packages Projects Releases Wiki Activity

Merge branch 'master' into update-lng-ports

Browse Source
This commit is contained in:
Fabian Neumann 2023-02-16 17:56:05 +01:00
commit 963e7cdbcf
22 changed files with 1799 additions and 365 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

3
.github/workflows/ci.yaml vendored
View File

@ -52,10 +52,9 @@ jobs:
steps: steps:
- uses: actions/checkout@v2 - uses: actions/checkout@v2
- name: Clone pypsa-eur and technology-data repositories - name: Clone pypsa-eur subworkflow
run: | run: |
git clone https://github.com/pypsa/pypsa-eur ../pypsa-eur git clone https://github.com/pypsa/pypsa-eur ../pypsa-eur
git clone https://github.com/pypsa/technology-data ../technology-data
cp ../pypsa-eur/test/config.test1.yaml ../pypsa-eur/config.yaml cp ../pypsa-eur/test/config.test1.yaml ../pypsa-eur/config.yaml
- name: Setup secrets - name: Setup secrets

7
.gitignore vendored
View File

@ -26,6 +26,9 @@ gurobi.log
/data/Industrial_Database.csv /data/Industrial_Database.csv
/data/retro/tabula-calculator-calcsetbuilding.csv /data/retro/tabula-calculator-calcsetbuilding.csv
/data/nuts* /data/nuts*
data/gas_network/scigrid-gas/
dask-worker-space/
publications.jrc.ec.europa.eu/
*.org *.org
@ -48,3 +51,7 @@ doc/_build
*.xls *.xls
*.geojson *.geojson
*.ipynb
data/costs_*

118
Snakefile
View File

@ -1,6 +1,6 @@
from os.path import exists from os.path import exists
from shutil import copyfile from shutil import copyfile, move
from snakemake.remote.HTTP import RemoteProvider as HTTPRemoteProvider from snakemake.remote.HTTP import RemoteProvider as HTTPRemoteProvider
HTTP = HTTPRemoteProvider() HTTP = HTTPRemoteProvider()
@ -21,7 +21,6 @@ wildcard_constraints:
SDIR = config['summary_dir'] + '/' + config['run'] SDIR = config['summary_dir'] + '/' + config['run']
RDIR = config['results_dir'] + config['run'] RDIR = config['results_dir'] + config['run']
CDIR = config['costs_dir']
subworkflow pypsaeur: subworkflow pypsaeur:
@ -44,6 +43,13 @@ rule prepare_sector_networks:
expand(RDIR + "/prenetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc", expand(RDIR + "/prenetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc",
**config['scenario']) **config['scenario'])
rule plot_all_networks:
input:
expand(RDIR + "/maps/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}-costs-all_{planning_horizons}.pdf",
**config['scenario'])
datafiles = [ datafiles = [
"data/eea/UNFCCC_v23.csv", "data/eea/UNFCCC_v23.csv",
"data/switzerland-sfoe/switzerland-new_format.csv", "data/switzerland-sfoe/switzerland-new_format.csv",
@ -65,6 +71,15 @@ if config.get('retrieve_sector_databundle', True):
script: 'scripts/retrieve_sector_databundle.py' script: 'scripts/retrieve_sector_databundle.py'
if config.get("retrieve_cost_data", True):
rule retrieve_cost_data:
input: HTTP.remote("raw.githubusercontent.com/PyPSA/technology-data/{}/outputs/".format(config['costs']['version']) + "costs_{year}.csv", keep_local=True)
output: "data/costs_{year}.csv"
log: "logs/" + RDIR + "retrieve_cost_data_{year}.log",
resources: mem_mb=1000,
run: move(input[0], output[0])
rule build_population_layouts: rule build_population_layouts:
input: input:
nuts3_shapes=pypsaeur('resources/nuts3_shapes.geojson'), nuts3_shapes=pypsaeur('resources/nuts3_shapes.geojson'),
@ -158,34 +173,26 @@ else:
rule build_heat_demands: rule build_heat_demands:
input: input:
pop_layout_total="resources/pop_layout_total.nc", pop_layout="resources/pop_layout_{scope}.nc",
pop_layout_urban="resources/pop_layout_urban.nc",
pop_layout_rural="resources/pop_layout_rural.nc",
regions_onshore=pypsaeur("resources/regions_onshore_elec_s{simpl}_{clusters}.geojson") regions_onshore=pypsaeur("resources/regions_onshore_elec_s{simpl}_{clusters}.geojson")
output: output:
heat_demand_urban="resources/heat_demand_urban_elec_s{simpl}_{clusters}.nc", heat_demand="resources/heat_demand_{scope}_elec_s{simpl}_{clusters}.nc"
heat_demand_rural="resources/heat_demand_rural_elec_s{simpl}_{clusters}.nc",
heat_demand_total="resources/heat_demand_total_elec_s{simpl}_{clusters}.nc"
resources: mem_mb=20000 resources: mem_mb=20000
benchmark: "benchmarks/build_heat_demands/s{simpl}_{clusters}" threads: 8
benchmark: "benchmarks/build_heat_demands/{scope}_s{simpl}_{clusters}"
script: "scripts/build_heat_demand.py" script: "scripts/build_heat_demand.py"
rule build_temperature_profiles: rule build_temperature_profiles:
input: input:
pop_layout_total="resources/pop_layout_total.nc", pop_layout="resources/pop_layout_{scope}.nc",
pop_layout_urban="resources/pop_layout_urban.nc",
pop_layout_rural="resources/pop_layout_rural.nc",
regions_onshore=pypsaeur("resources/regions_onshore_elec_s{simpl}_{clusters}.geojson") regions_onshore=pypsaeur("resources/regions_onshore_elec_s{simpl}_{clusters}.geojson")
output: output:
temp_soil_total="resources/temp_soil_total_elec_s{simpl}_{clusters}.nc", temp_soil="resources/temp_soil_{scope}_elec_s{simpl}_{clusters}.nc",
temp_soil_rural="resources/temp_soil_rural_elec_s{simpl}_{clusters}.nc", temp_air="resources/temp_air_{scope}_elec_s{simpl}_{clusters}.nc",
temp_soil_urban="resources/temp_soil_urban_elec_s{simpl}_{clusters}.nc",
temp_air_total="resources/temp_air_total_elec_s{simpl}_{clusters}.nc",
temp_air_rural="resources/temp_air_rural_elec_s{simpl}_{clusters}.nc",
temp_air_urban="resources/temp_air_urban_elec_s{simpl}_{clusters}.nc"
resources: mem_mb=20000 resources: mem_mb=20000
benchmark: "benchmarks/build_temperature_profiles/s{simpl}_{clusters}" threads: 8
benchmark: "benchmarks/build_temperature_profiles/{scope}_s{simpl}_{clusters}"
script: "scripts/build_temperature_profiles.py" script: "scripts/build_temperature_profiles.py"
@ -211,16 +218,13 @@ rule build_cop_profiles:
rule build_solar_thermal_profiles: rule build_solar_thermal_profiles:
input: input:
pop_layout_total="resources/pop_layout_total.nc", pop_layout="resources/pop_layout_{scope}.nc",
pop_layout_urban="resources/pop_layout_urban.nc",
pop_layout_rural="resources/pop_layout_rural.nc",
regions_onshore=pypsaeur("resources/regions_onshore_elec_s{simpl}_{clusters}.geojson") regions_onshore=pypsaeur("resources/regions_onshore_elec_s{simpl}_{clusters}.geojson")
output: output:
solar_thermal_total="resources/solar_thermal_total_elec_s{simpl}_{clusters}.nc", solar_thermal="resources/solar_thermal_{scope}_elec_s{simpl}_{clusters}.nc",
solar_thermal_urban="resources/solar_thermal_urban_elec_s{simpl}_{clusters}.nc",
solar_thermal_rural="resources/solar_thermal_rural_elec_s{simpl}_{clusters}.nc"
resources: mem_mb=20000 resources: mem_mb=20000
benchmark: "benchmarks/build_solar_thermal_profiles/s{simpl}_{clusters}" threads: 16
benchmark: "benchmarks/build_solar_thermal_profiles/{scope}_s{simpl}_{clusters}"
script: "scripts/build_solar_thermal_profiles.py" script: "scripts/build_solar_thermal_profiles.py"
@ -252,9 +256,9 @@ rule build_biomass_potentials:
enspreso_biomass=HTTP.remote("https://cidportal.jrc.ec.europa.eu/ftp/jrc-opendata/ENSPRESO/ENSPRESO_BIOMASS.xlsx", keep_local=True), enspreso_biomass=HTTP.remote("https://cidportal.jrc.ec.europa.eu/ftp/jrc-opendata/ENSPRESO/ENSPRESO_BIOMASS.xlsx", keep_local=True),
nuts2="data/nuts/NUTS_RG_10M_2013_4326_LEVL_2.geojson", # https://gisco-services.ec.europa.eu/distribution/v2/nuts/download/#nuts21 nuts2="data/nuts/NUTS_RG_10M_2013_4326_LEVL_2.geojson", # https://gisco-services.ec.europa.eu/distribution/v2/nuts/download/#nuts21
regions_onshore=pypsaeur("resources/regions_onshore_elec_s{simpl}_{clusters}.geojson"), regions_onshore=pypsaeur("resources/regions_onshore_elec_s{simpl}_{clusters}.geojson"),
nuts3_population=pypsaeur("data/bundle/nama_10r_3popgdp.tsv.gz"), nuts3_population="../pypsa-eur/data/bundle/nama_10r_3popgdp.tsv.gz",
swiss_cantons=pypsaeur("data/bundle/ch_cantons.csv"), swiss_cantons="../pypsa-eur/data/bundle/ch_cantons.csv",
swiss_population=pypsaeur("data/bundle/je-e-21.03.02.xls"), swiss_population="../pypsa-eur/data/bundle/je-e-21.03.02.xls",
country_shapes=pypsaeur('resources/country_shapes.geojson') country_shapes=pypsaeur('resources/country_shapes.geojson')
output: output:
biomass_potentials_all='resources/biomass_potentials_all_s{simpl}_{clusters}.csv', biomass_potentials_all='resources/biomass_potentials_all_s{simpl}_{clusters}.csv',
@ -280,6 +284,23 @@ else:
build_biomass_transport_costs_output = {} build_biomass_transport_costs_output = {}
if config["sector"]["regional_co2_sequestration_potential"]["enable"]:
rule build_sequestration_potentials:
input:
sequestration_potential=HTTP.remote("https://raw.githubusercontent.com/ericzhou571/Co2Storage/main/resources/complete_map_2020_unit_Mt.geojson", keep_local=True),
regions_onshore=pypsaeur("resources/regions_onshore_elec_s{simpl}_{clusters}.geojson"),
regions_offshore=pypsaeur("resources/regions_offshore_elec_s{simpl}_{clusters}.geojson"),
output:
sequestration_potential="resources/co2_sequestration_potential_elec_s{simpl}_{clusters}.csv"
threads: 1
resources: mem_mb=4000
benchmark: "benchmarks/build_sequestration_potentials_s{simpl}_{clusters}"
script: "scripts/build_sequestration_potentials.py"
build_sequestration_potentials_output = rules.build_sequestration_potentials.output
else:
build_sequestration_potentials_output = {}
rule build_salt_cavern_potentials: rule build_salt_cavern_potentials:
input: input:
salt_caverns="data/h2_salt_caverns_GWh_per_sqkm.geojson", salt_caverns="data/h2_salt_caverns_GWh_per_sqkm.geojson",
@ -437,6 +458,18 @@ rule build_population_weighted_energy_totals:
script: "scripts/build_population_weighted_energy_totals.py" script: "scripts/build_population_weighted_energy_totals.py"
rule build_shipping_demand:
input:
ports="data/attributed_ports.json",
scope=pypsaeur("resources/europe_shape.geojson"),
regions=pypsaeur("resources/regions_onshore_elec_s{simpl}_{clusters}.geojson"),
demand="resources/energy_totals.csv"
output: "resources/shipping_demand_s{simpl}_{clusters}.csv"
threads: 1
resources: mem_mb=2000
script: "scripts/build_shipping_demand.py"
rule build_transport_demand: rule build_transport_demand:
input: input:
clustered_pop_layout="resources/pop_layout_elec_s{simpl}_{clusters}.csv", clustered_pop_layout="resources/pop_layout_elec_s{simpl}_{clusters}.csv",
@ -462,6 +495,7 @@ rule prepare_sector_network:
energy_totals_name='resources/energy_totals.csv', energy_totals_name='resources/energy_totals.csv',
eurostat=input_eurostat, eurostat=input_eurostat,
pop_weighted_energy_totals="resources/pop_weighted_energy_totals_s{simpl}_{clusters}.csv", pop_weighted_energy_totals="resources/pop_weighted_energy_totals_s{simpl}_{clusters}.csv",
shipping_demand="resources/shipping_demand_s{simpl}_{clusters}.csv",
transport_demand="resources/transport_demand_s{simpl}_{clusters}.csv", transport_demand="resources/transport_demand_s{simpl}_{clusters}.csv",
transport_data="resources/transport_data_s{simpl}_{clusters}.csv", transport_data="resources/transport_data_s{simpl}_{clusters}.csv",
avail_profile="resources/avail_profile_s{simpl}_{clusters}.csv", avail_profile="resources/avail_profile_s{simpl}_{clusters}.csv",
@ -470,7 +504,7 @@ rule prepare_sector_network:
co2="data/eea/UNFCCC_v23.csv", co2="data/eea/UNFCCC_v23.csv",
biomass_potentials='resources/biomass_potentials_s{simpl}_{clusters}.csv', biomass_potentials='resources/biomass_potentials_s{simpl}_{clusters}.csv',
heat_profile="data/heat_load_profile_BDEW.csv", heat_profile="data/heat_load_profile_BDEW.csv",
costs=CDIR + "costs_{}.csv".format(config['costs']['year']) if config["foresight"] == "overnight" else CDIR + "costs_{planning_horizons}.csv", costs="data/costs_{}.csv".format(config['costs']['year']) if config["foresight"] == "overnight" else "data/costs_{planning_horizons}.csv",
profile_offwind_ac=pypsaeur("resources/profile_offwind-ac.nc"), profile_offwind_ac=pypsaeur("resources/profile_offwind-ac.nc"),
profile_offwind_dc=pypsaeur("resources/profile_offwind-dc.nc"), profile_offwind_dc=pypsaeur("resources/profile_offwind-dc.nc"),
h2_cavern="resources/salt_cavern_potentials_s{simpl}_{clusters}.csv", h2_cavern="resources/salt_cavern_potentials_s{simpl}_{clusters}.csv",
@ -494,12 +528,13 @@ rule prepare_sector_network:
cop_air_total="resources/cop_air_total_elec_s{simpl}_{clusters}.nc", cop_air_total="resources/cop_air_total_elec_s{simpl}_{clusters}.nc",
cop_air_rural="resources/cop_air_rural_elec_s{simpl}_{clusters}.nc", cop_air_rural="resources/cop_air_rural_elec_s{simpl}_{clusters}.nc",
cop_air_urban="resources/cop_air_urban_elec_s{simpl}_{clusters}.nc", cop_air_urban="resources/cop_air_urban_elec_s{simpl}_{clusters}.nc",
solar_thermal_total="resources/solar_thermal_total_elec_s{simpl}_{clusters}.nc", solar_thermal_total="resources/solar_thermal_total_elec_s{simpl}_{clusters}.nc" if config["sector"]["solar_thermal"] else [],
solar_thermal_urban="resources/solar_thermal_urban_elec_s{simpl}_{clusters}.nc", solar_thermal_urban="resources/solar_thermal_urban_elec_s{simpl}_{clusters}.nc" if config["sector"]["solar_thermal"] else [],
solar_thermal_rural="resources/solar_thermal_rural_elec_s{simpl}_{clusters}.nc", solar_thermal_rural="resources/solar_thermal_rural_elec_s{simpl}_{clusters}.nc" if config["sector"]["solar_thermal"] else [],
**build_retro_cost_output, **build_retro_cost_output,
**build_biomass_transport_costs_output, **build_biomass_transport_costs_output,
**gas_infrastructure **gas_infrastructure,
**build_sequestration_potentials_output
output: RDIR + '/prenetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc' output: RDIR + '/prenetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc'
threads: 1 threads: 1
resources: mem_mb=2000 resources: mem_mb=2000
@ -510,7 +545,8 @@ rule prepare_sector_network:
rule plot_network: rule plot_network:
input: input:
overrides="data/override_component_attrs", overrides="data/override_component_attrs",
network=RDIR + "/postnetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc" network=RDIR + "/postnetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc",
regions=pypsaeur('resources/regions_onshore_elec_s{simpl}_{clusters}.geojson')
output: output:
map=RDIR + "/maps/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}-costs-all_{planning_horizons}.pdf", map=RDIR + "/maps/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}-costs-all_{planning_horizons}.pdf",
today=RDIR + "/maps/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}-today.pdf" today=RDIR + "/maps/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}-today.pdf"
@ -543,7 +579,7 @@ rule make_summary:
RDIR + "/postnetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc", RDIR + "/postnetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc",
**config['scenario'] **config['scenario']
), ),
costs=CDIR + "costs_{}.csv".format(config['costs']['year']) if config["foresight"] == "overnight" else CDIR + "costs_{}.csv".format(config['scenario']['planning_horizons'][0]), costs="data/costs_{}.csv".format(config['costs']['year']) if config["foresight"] == "overnight" else "data/costs_{}.csv".format(config['scenario']['planning_horizons'][0]),
plots=expand( plots=expand(
RDIR + "/maps/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}-costs-all_{planning_horizons}.pdf", RDIR + "/maps/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}-costs-all_{planning_horizons}.pdf",
**config['scenario'] **config['scenario']
@ -593,9 +629,9 @@ if config["foresight"] == "overnight":
input: input:
overrides="data/override_component_attrs", overrides="data/override_component_attrs",
network=RDIR + "/prenetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc", network=RDIR + "/prenetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc",
costs=CDIR + "costs_{}.csv".format(config['costs']['year']), costs="data/costs_{}.csv".format(config['costs']['year']),
config=SDIR + '/configs/config.yaml', config=SDIR + '/configs/config.yaml',
env=SDIR + '/configs/environment.yaml', #env=SDIR + '/configs/environment.yaml',
output: RDIR + "/postnetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc" output: RDIR + "/postnetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc"
shadow: "shallow" shadow: "shallow"
log: log:
@ -618,7 +654,7 @@ if config["foresight"] == "myopic":
busmap_s=pypsaeur("resources/busmap_elec_s{simpl}.csv"), busmap_s=pypsaeur("resources/busmap_elec_s{simpl}.csv"),
busmap=pypsaeur("resources/busmap_elec_s{simpl}_{clusters}.csv"), busmap=pypsaeur("resources/busmap_elec_s{simpl}_{clusters}.csv"),
clustered_pop_layout="resources/pop_layout_elec_s{simpl}_{clusters}.csv", clustered_pop_layout="resources/pop_layout_elec_s{simpl}_{clusters}.csv",
costs=CDIR + "costs_{}.csv".format(config['scenario']['planning_horizons'][0]), costs="data/costs_{}.csv".format(config['scenario']['planning_horizons'][0]),
cop_soil_total="resources/cop_soil_total_elec_s{simpl}_{clusters}.nc", cop_soil_total="resources/cop_soil_total_elec_s{simpl}_{clusters}.nc",
cop_air_total="resources/cop_air_total_elec_s{simpl}_{clusters}.nc", cop_air_total="resources/cop_air_total_elec_s{simpl}_{clusters}.nc",
existing_heating='data/existing_infrastructure/existing_heating_raw.csv', existing_heating='data/existing_infrastructure/existing_heating_raw.csv',
@ -647,7 +683,7 @@ if config["foresight"] == "myopic":
overrides="data/override_component_attrs", overrides="data/override_component_attrs",
network=RDIR + '/prenetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc', network=RDIR + '/prenetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc',
network_p=solved_previous_horizon, #solved network at previous time step network_p=solved_previous_horizon, #solved network at previous time step
costs=CDIR + "costs_{planning_horizons}.csv", costs="data/costs_{planning_horizons}.csv",
cop_soil_total="resources/cop_soil_total_elec_s{simpl}_{clusters}.nc", cop_soil_total="resources/cop_soil_total_elec_s{simpl}_{clusters}.nc",
cop_air_total="resources/cop_air_total_elec_s{simpl}_{clusters}.nc" cop_air_total="resources/cop_air_total_elec_s{simpl}_{clusters}.nc"
output: RDIR + "/prenetworks-brownfield/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc" output: RDIR + "/prenetworks-brownfield/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc"
@ -664,7 +700,7 @@ if config["foresight"] == "myopic":
input: input:
overrides="data/override_component_attrs", overrides="data/override_component_attrs",
network=RDIR + "/prenetworks-brownfield/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc", network=RDIR + "/prenetworks-brownfield/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc",
costs=CDIR + "costs_{planning_horizons}.csv", costs="data/costs_{planning_horizons}.csv",
config=SDIR + '/configs/config.yaml' config=SDIR + '/configs/config.yaml'
output: RDIR + "/postnetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc" output: RDIR + "/postnetworks/elec_s{simpl}_{clusters}_lv{lv}_{opts}_{sector_opts}_{planning_horizons}.nc"
shadow: "shallow" shadow: "shallow"

49
config.default.yaml
View File

@ -3,10 +3,10 @@ version: 0.6.0
logging_level: INFO logging_level: INFO
retrieve_sector_databundle: true retrieve_sector_databundle: true
retrieve_cost_data: true
results_dir: results/ results_dir: results/
summary_dir: results summary_dir: results
costs_dir: ../technology-data/outputs/
run: your-run-name # use this to keep track of runs with different settings run: your-run-name # use this to keep track of runs with different settings
foresight: overnight # options are overnight, myopic, perfect (perfect is not yet implemented) foresight: overnight # options are overnight, myopic, perfect (perfect is not yet implemented)
# if you use myopic or perfect foresight, set the investment years in "planning_horizons" below # if you use myopic or perfect foresight, set the investment years in "planning_horizons" below
@ -66,7 +66,7 @@ snapshots:
# arguments to pd.date_range # arguments to pd.date_range
start: "2013-01-01" start: "2013-01-01"
end: "2014-01-01" end: "2014-01-01"
closed: left # end is not inclusive inclusive: left # end is not inclusive
atlite: atlite:
cutout: ../pypsa-eur/cutouts/europe-2013-era5.nc cutout: ../pypsa-eur/cutouts/europe-2013-era5.nc
@ -160,6 +160,7 @@ sector:
2040: 0.6 2040: 0.6
2050: 1.0 2050: 1.0
district_heating_loss: 0.15 district_heating_loss: 0.15
cluster_heat_buses: false # cluster residential and service heat buses to one to save memory
bev_dsm_restriction_value: 0.75 #Set to 0 for no restriction on BEV DSM bev_dsm_restriction_value: 0.75 #Set to 0 for no restriction on BEV DSM
bev_dsm_restriction_time: 7 #Time at which SOC of BEV has to be dsm_restriction_value bev_dsm_restriction_time: 7 #Time at which SOC of BEV has to be dsm_restriction_value
transport_heating_deadband_upper: 20. transport_heating_deadband_upper: 20.
@ -178,24 +179,38 @@ sector:
bev_avail_mean: 0.8 bev_avail_mean: 0.8
v2g: true #allows feed-in to grid from EV battery v2g: true #allows feed-in to grid from EV battery
#what is not EV or FCEV is oil-fuelled ICE #what is not EV or FCEV is oil-fuelled ICE
land_transport_fuel_cell_share: # 1 means all FCEVs land_transport_fuel_cell_share:
2020: 0 2020: 0
2030: 0.05 2030: 0.05
2040: 0.1 2040: 0.1
2050: 0.15 2050: 0.15
land_transport_electric_share: # 1 means all EVs land_transport_electric_share:
2020: 0 2020: 0
2030: 0.25 2030: 0.25
2040: 0.6 2040: 0.6
2050: 0.85 2050: 0.85
land_transport_ice_share:
2020: 1
2030: 0.7
2040: 0.3
2050: 0
transport_fuel_cell_efficiency: 0.5 transport_fuel_cell_efficiency: 0.5
transport_internal_combustion_efficiency: 0.3 transport_internal_combustion_efficiency: 0.3
agriculture_machinery_electric_share: 0 agriculture_machinery_electric_share: 0
agriculture_machinery_oil_share: 1
agriculture_machinery_fuel_efficiency: 0.7 # fuel oil per use agriculture_machinery_fuel_efficiency: 0.7 # fuel oil per use
agriculture_machinery_electric_efficiency: 0.3 # electricity per use agriculture_machinery_electric_efficiency: 0.3 # electricity per use
shipping_average_efficiency: 0.4 #For conversion of fuel oil to propulsion in 2011 MWh_MeOH_per_MWh_H2: 0.8787 # in LHV, source: DECHEMA (2017): Low carbon energy and feedstock for the European chemical industry , pg. 64.
MWh_MeOH_per_tCO2: 4.0321 # in LHV, source: DECHEMA (2017): Low carbon energy and feedstock for the European chemical industry , pg. 64.
MWh_MeOH_per_MWh_e: 3.6907 # in LHV, source: DECHEMA (2017): Low carbon energy and feedstock for the European chemical industry , pg. 64.
shipping_hydrogen_liquefaction: false # whether to consider liquefaction costs for shipping H2 demands shipping_hydrogen_liquefaction: false # whether to consider liquefaction costs for shipping H2 demands
shipping_hydrogen_share: 0 shipping_hydrogen_share: 0
shipping_methanol_share: 1
shipping_oil_share: 0
shipping_methanol_efficiency: 0.46 # 10-15% higher https://www.iea-amf.org/app/webroot/files/file/Annex%20Reports/AMF_Annex_56.pdf, https://users.ugent.be/~lsileghe/documents/extended_abstract.pdf
shipping_oil_efficiency: 0.40 #For conversion of fuel oil to propulsion in 2011
aviation_demand_factor: 1. # relative aviation demand compared to today
HVC_demand_factor: 1. # relative HVC demand compared to today
time_dep_hp_cop: true #time dependent heat pump coefficient of performance time_dep_hp_cop: true #time dependent heat pump coefficient of performance
heat_pump_sink_T: 55. # Celsius, based on DTU / large area radiators; used in build_cop_profiles.py heat_pump_sink_T: 55. # Celsius, based on DTU / large area radiators; used in build_cop_profiles.py
# conservatively high to cover hot water and space heating in poorly-insulated buildings # conservatively high to cover hot water and space heating in poorly-insulated buildings
@ -235,10 +250,19 @@ sector:
coal_cc: false coal_cc: false
dac: true dac: true
co2_vent: false co2_vent: false
allam_cycle: false
SMR: true SMR: true
regional_co2_sequestration_potential:
enable: false # enable regionally resolved geological co2 storage potential
attribute: 'conservative estimate Mt'
include_onshore: false # include onshore sequestration potentials
min_size: 3 # Gt, sites with lower potential will be excluded
max_size: 25 # Gt, max sequestration potential for any one site, TODO research suitable value
years_of_storage: 25 # years until potential exhausted at optimised annual rate
co2_sequestration_potential: 200 #MtCO2/a sequestration potential for Europe co2_sequestration_potential: 200 #MtCO2/a sequestration potential for Europe
co2_sequestration_cost: 10 #EUR/tCO2 for sequestration of CO2 co2_sequestration_cost: 10 #EUR/tCO2 for sequestration of CO2
co2_network: false co2_spatial: false
co2network: false
cc_fraction: 0.9 # default fraction of CO2 captured with post-combustion capture cc_fraction: 0.9 # default fraction of CO2 captured with post-combustion capture
hydrogen_underground_storage: true hydrogen_underground_storage: true
hydrogen_underground_storage_locations: hydrogen_underground_storage_locations:
@ -246,8 +270,11 @@ sector:
- nearshore # within 50 km of sea - nearshore # within 50 km of sea
# - offshore # - offshore
ammonia: false # can be false (no NH3 carrier), true (copperplated NH3), "regional" (regionalised NH3 without network) ammonia: false # can be false (no NH3 carrier), true (copperplated NH3), "regional" (regionalised NH3 without network)
min_part_load_fischer_tropsch: 0.9 # p_min_pu
min_part_load_methanolisation: 0.5 # p_min_pu
use_fischer_tropsch_waste_heat: true use_fischer_tropsch_waste_heat: true
use_fuel_cell_waste_heat: true use_fuel_cell_waste_heat: true
use_electrolysis_waste_heat: false
electricity_distribution_grid: true electricity_distribution_grid: true
electricity_distribution_grid_cost_factor: 1.0 #multiplies cost in data/costs.csv electricity_distribution_grid_cost_factor: 1.0 #multiplies cost in data/costs.csv
electricity_grid_connection: true # only applies to onshore wind and utility PV electricity_grid_connection: true # only applies to onshore wind and utility PV
@ -261,7 +288,8 @@ sector:
gas_network_connectivity_upgrade: 1 # https://networkx.org/documentation/stable/reference/algorithms/generated/networkx.algorithms.connectivity.edge_augmentation.k_edge_augmentation.html#networkx.algorithms.connectivity.edge_augmentation.k_edge_augmentation gas_network_connectivity_upgrade: 1 # https://networkx.org/documentation/stable/reference/algorithms/generated/networkx.algorithms.connectivity.edge_augmentation.k_edge_augmentation.html#networkx.algorithms.connectivity.edge_augmentation.k_edge_augmentation
gas_distribution_grid: true gas_distribution_grid: true
gas_distribution_grid_cost_factor: 1.0 #multiplies cost in data/costs.csv gas_distribution_grid_cost_factor: 1.0 #multiplies cost in data/costs.csv
biomass_transport: false # biomass transport between nodes biomass_spatial: false # regionally resolve biomass (e.g. potentials)
biomass_transport: false # allow transport of solid biomass between nodes
conventional_generation: # generator : carrier conventional_generation: # generator : carrier
OCGT: gas OCGT: gas
biomass_to_liquid: false biomass_to_liquid: false
@ -324,6 +352,7 @@ industry:
costs: costs:
year: 2030 year: 2030
version: v0.5.0
lifetime: 25 #default lifetime lifetime: 25 #default lifetime
# From a Lion Hirth paper, also reflects average of Noothout et al 2016 # From a Lion Hirth paper, also reflects average of Noothout et al 2016
discountrate: 0.07 discountrate: 0.07
@ -395,7 +424,7 @@ plotting:
boundaries: [-11, 30, 34, 71] boundaries: [-11, 30, 34, 71]
color_geomap: color_geomap:
ocean: white ocean: white
land: whitesmoke land: white
eu_node_location: eu_node_location:
x: -5.5 x: -5.5
y: 46. y: 46.
@ -598,6 +627,9 @@ plotting:
liquid: '#25c49a' liquid: '#25c49a'
kerosene for aviation: '#a1ffe6' kerosene for aviation: '#a1ffe6'
naphtha for industry: '#57ebc4' naphtha for industry: '#57ebc4'
methanolisation: '#83d6d5'
methanol: '#468c8b'
shipping methanol: '#468c8b'
# co2 # co2
CC: '#f29dae' CC: '#f29dae'
CCS: '#f29dae' CCS: '#f29dae'
@ -614,6 +646,7 @@ plotting:
process emissions to atmosphere: '#888888' process emissions to atmosphere: '#888888'
oil emissions: '#aaaaaa' oil emissions: '#aaaaaa'
shipping oil emissions: "#555555" shipping oil emissions: "#555555"
shipping methanol emissions: '#666666'
land transport oil emissions: '#777777' land transport oil emissions: '#777777'
agriculture machinery oil emissions: '#333333' agriculture machinery oil emissions: '#333333'
# other # other

861
data/attributed_ports.json Normal file
View File

@ -0,0 +1,861 @@
{
"type": "FeatureCollection",
"features": [
{ "type": "Feature", "properties": { "Country": "United Arab Emirates", "Function": "1-345---", "LOCODE": "AEAUH", "Name": "Abu Dhabi", "NameWoDiac": "Abu Dhabi", "Status": "AI", "outflows": 41597.142851999997 }, "geometry": { "type": "Point", "coordinates": [ 54.366666666666667, 24.466666666666665 ] } },
{ "type": "Feature", "properties": { "Country": "United Arab Emirates", "Function": "1-------", "LOCODE": "AERUW", "Name": "Ar Ruways", "NameWoDiac": "Ar Ruways", "Status": "RL", "outflows": 166556.0 }, "geometry": { "type": "Point", "coordinates": [ 52.733333333333334, 24.116666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "United Arab Emirates", "Function": "1-------", "LOCODE": "AEKLF", "Name": "Khor al Fakkan", "NameWoDiac": "Khor al Fakkan", "Status": "RL", "outflows": 790406.5 }, "geometry": { "type": "Point", "coordinates": [ 56.35, 25.333333333333332 ] } },
{ "type": "Feature", "properties": { "Country": "United Arab Emirates", "Function": "1-3-----", "LOCODE": "AEMKH", "Name": "Mina Khalid", "NameWoDiac": "Mina Khalid", "Status": "RL", "outflows": 646965.0 }, "geometry": { "type": "Point", "coordinates": [ 55.366666666666667, 25.35 ] } },
{ "type": "Feature", "properties": { "Country": "United Arab Emirates", "Function": "1-------", "LOCODE": "AEKHL", "Name": "Mina Khalifa\/Abu Dhabi", "NameWoDiac": "Mina Khalifa\/Abu Dhabi", "Status": "RL", "outflows": 18341458.820419993 }, "geometry": { "type": "Point", "coordinates": [ 54.666666666666664, 24.833333333333332 ] } },
{ "type": "Feature", "properties": { "Country": "United Arab Emirates", "Function": "1--4----", "LOCODE": "AEQIW", "Name": "Umm al Qaiwain", "NameWoDiac": "Umm al Qaiwain", "Status": "AI", "outflows": 14196.0 }, "geometry": { "type": "Point", "coordinates": [ 55.55, 25.566666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Antigua and Barbuda", "Function": "1-------", "LOCODE": "AGSJO", "Name": "Saint John's", "NameWoDiac": "Saint John's", "Status": "AI", "outflows": 208663.0 }, "geometry": { "type": "Point", "coordinates": [ -61.85, 17.116666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Argentina", "Function": "1--4----", "LOCODE": "ARBHI", "Name": "Bahía Blanca", "NameWoDiac": "Bahia Blanca", "Status": "AI", "outflows": 677327.625 }, "geometry": { "type": "Point", "coordinates": [ -62.283333333333331, -38.716666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Argentina", "Function": "12345---", "LOCODE": "ARBUE", "Name": "Buenos Aires", "NameWoDiac": "Buenos Aires", "Status": "AI", "outflows": 11083411.036479998 }, "geometry": { "type": "Point", "coordinates": [ -58.666666666666664, -34.583333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Argentina", "Function": "1-345---", "LOCODE": "ARMDQ", "Name": "Mar del Plata", "NameWoDiac": "Mar del Plata", "Status": "AI", "outflows": 24960.0 }, "geometry": { "type": "Point", "coordinates": [ -57.533333333333331, -38.05 ] } },
{ "type": "Feature", "properties": { "Country": "Argentina", "Function": "1--4----", "LOCODE": "ARPUD", "Name": "Puerto Deseado", "NameWoDiac": "Puerto Deseado", "Status": "AI", "outflows": 24960.0 }, "geometry": { "type": "Point", "coordinates": [ -65.9, -47.75 ] } },
{ "type": "Feature", "properties": { "Country": "Argentina", "Function": "1--4----", "LOCODE": "ARPMY", "Name": "Puerto Madryn", "NameWoDiac": "Puerto Madryn", "Status": "AI", "outflows": 671555.625 }, "geometry": { "type": "Point", "coordinates": [ -65.033333333333331, -42.75 ] } },
{ "type": "Feature", "properties": { "Country": "Argentina", "Function": "12345---", "LOCODE": "ARROS", "Name": "Rosario", "NameWoDiac": "Rosario", "Status": "AI", "outflows": 110227.0 }, "geometry": { "type": "Point", "coordinates": [ -60.65, -32.95 ] } },
{ "type": "Feature", "properties": { "Country": "Argentina", "Function": "1-------", "LOCODE": "ARSAE", "Name": "San Antonio Este", "NameWoDiac": "San Antonio Este", "Status": "RQ", "outflows": 23075.0 }, "geometry": { "type": "Point", "coordinates": [ -64.733333333333334, -40.8 ] } },
{ "type": "Feature", "properties": { "Country": "Argentina", "Function": "1--4----", "LOCODE": "ARUSH", "Name": "Ushuaia", "NameWoDiac": "Ushuaia", "Status": "AI", "outflows": 30732.0 }, "geometry": { "type": "Point", "coordinates": [ -68.3, -54.8 ] } },
{ "type": "Feature", "properties": { "Country": "Argentina", "Function": "1-------", "LOCODE": "ARZAE", "Name": "Zárate", "NameWoDiac": "Zarate", "Status": "AI", "outflows": 164645.0 }, "geometry": { "type": "Point", "coordinates": [ -59.033333333333331, -34.1 ] } },
{ "type": "Feature", "properties": { "Country": "American Samoa", "Function": "1--45---", "LOCODE": "ASPPG", "Name": "Pago Pago", "NameWoDiac": "Pago Pago", "Status": "AI", "outflows": 338184.5 }, "geometry": { "type": "Point", "coordinates": [ -170.7, 14.266666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "12345---", "LOCODE": "AUADL", "Name": "Adelaide", "NameWoDiac": "Adelaide", "Status": "AC", "outflows": 5338947.2004299983 }, "geometry": { "type": "Point", "coordinates": [ 138.583333333333343, -34.916666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "12345---", "LOCODE": "AUBNE", "Name": "Brisbane", "NameWoDiac": "Brisbane", "Status": "AC", "outflows": 8402703.6401499975 }, "geometry": { "type": "Point", "coordinates": [ 153.01666666666668, -27.466666666666665 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "12345---", "LOCODE": "AUDRW", "Name": "Darwin", "NameWoDiac": "Darwin", "Status": "AC", "outflows": 88640.416664000004 }, "geometry": { "type": "Point", "coordinates": [ 130.833333333333343, -12.45 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "12345---", "LOCODE": "AUMEL", "Name": "Melbourne", "NameWoDiac": "Melbourne", "Status": "AC", "outflows": 9957826.0957300067 }, "geometry": { "type": "Point", "coordinates": [ 144.966666666666669, -37.81666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "12345---", "LOCODE": "AUSYD", "Name": "Sydney", "NameWoDiac": "Sydney", "Status": "AC", "outflows": 10352110.143530006 }, "geometry": { "type": "Point", "coordinates": [ 151.2, -33.85 ] } },
{ "type": "Feature", "properties": { "Country": "Aruba", "Function": "1-------", "LOCODE": "AWBAR", "Name": "Barcadera", "NameWoDiac": "Barcadera", "Status": "RL", "outflows": 65431.8 }, "geometry": { "type": "Point", "coordinates": [ -69.983333333333334, 12.483333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Bangladesh", "Function": "1--45---", "LOCODE": "BDCGP", "Name": "Chattogram", "NameWoDiac": "Chattogram", "Status": "AI", "outflows": 1379549.0523300001 }, "geometry": { "type": "Point", "coordinates": [ 91.833333333333329, 22.333333333333332 ] } },
{ "type": "Feature", "properties": { "Country": "Belgium", "Function": "12345---", "LOCODE": "BEANR", "Name": "Antwerpen", "NameWoDiac": "Antwerpen", "Status": "AI", "outflows": 51827814.560638025 }, "geometry": { "type": "Point", "coordinates": [ 4.416666666666667, 51.216666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Belgium", "Function": "1234----", "LOCODE": "BEGNE", "Name": "Gent (Ghent)", "NameWoDiac": "Gent (Ghent)", "Status": "AI", "outflows": 13260.0 }, "geometry": { "type": "Point", "coordinates": [ 3.716666666666667, 51.05 ] } },
{ "type": "Feature", "properties": { "Country": "Belgium", "Function": "1-3-----", "LOCODE": "BEZEE", "Name": "Zeebrugge", "NameWoDiac": "Zeebrugge", "Status": "AI", "outflows": 5650583.2502299985 }, "geometry": { "type": "Point", "coordinates": [ 3.2, 51.333333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Bahrain", "Function": "1-------", "LOCODE": "BHMIN", "Name": "Mina Sulman Port", "NameWoDiac": "Mina Sulman Port", "Status": "AA", "outflows": 632118.5 }, "geometry": { "type": "Point", "coordinates": [ 50.616666666666667, 26.2 ] } },
{ "type": "Feature", "properties": { "Country": "Bonaire, Sint Eustatius and Saba", "Function": "1-------", "LOCODE": "BQKRA", "Name": "Kralendijk", "NameWoDiac": "Kralendijk", "Status": "AI", "outflows": 117162.5 }, "geometry": { "type": "Point", "coordinates": [ -68.266666666666666, 12.15 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "-23-----", "LOCODE": "BRIGI", "Name": "Itaguaí", "NameWoDiac": "Itaguai", "Status": "RL", "outflows": 2879859.0476199985 }, "geometry": { "type": "Point", "coordinates": [ -43.766666666666666, -22.866666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1-3-----", "LOCODE": "BRIOA", "Name": "Itapoá", "NameWoDiac": "Itapoa", "Status": "RL", "outflows": 9027277.19 }, "geometry": { "type": "Point", "coordinates": [ -48.6, -26.116666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1-34----", "LOCODE": "BRNVT", "Name": "Navegantes", "NameWoDiac": "Navegantes", "Status": "AI", "outflows": 10279036.91334 }, "geometry": { "type": "Point", "coordinates": [ -48.65, -26.9 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1--4----", "LOCODE": "BRPNG", "Name": "Paranaguá", "NameWoDiac": "Paranagua", "Status": "AI", "outflows": 13802196.524050001 }, "geometry": { "type": "Point", "coordinates": [ -48.5, -25.516666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "12------", "LOCODE": "BRPEC", "Name": "Pecém Pt\/São Gonçalo do Amarante", "NameWoDiac": "Pecem Pt\/Sao Goncalo do Amarante", "Status": "AA", "outflows": 2174063.6046599997 }, "geometry": { "type": "Point", "coordinates": [ -38.866666666666667, -3.533333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "123-567-", "LOCODE": "BRRIO", "Name": "Rio de Janeiro", "NameWoDiac": "Rio de Janeiro", "Status": "AA", "outflows": 9600221.3041699976 }, "geometry": { "type": "Point", "coordinates": [ -43.233333333333334, -22.883333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1-------", "LOCODE": "BRMCP", "Name": "Santana Pt.\/Macapá", "NameWoDiac": "Santana Pt.\/Macapa", "Status": "AA", "outflows": 837504.77784000011 }, "geometry": { "type": "Point", "coordinates": [ -51.166666666666664, -0.05 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1234----", "LOCODE": "BRSSZ", "Name": "Santos", "NameWoDiac": "Santos", "Status": "AI", "outflows": 17682777.003890004 }, "geometry": { "type": "Point", "coordinates": [ -46.333333333333336, -23.95 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1-34----", "LOCODE": "BRSLZ", "Name": "São Luís", "NameWoDiac": "Sao Luis", "Status": "AI", "outflows": 45240.0 }, "geometry": { "type": "Point", "coordinates": [ -44.3, -2.5 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1-------", "LOCODE": "BRVIX", "Name": "Vitória Pt", "NameWoDiac": "Vitoria Pt", "Status": "AA", "outflows": 738129.52788000007 }, "geometry": { "type": "Point", "coordinates": [ -40.333333333333336, -20.316666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Bahamas", "Function": "1--45---", "LOCODE": "BSNAS", "Name": "Nassau", "NameWoDiac": "Nassau", "Status": "AI", "outflows": 62842.0 }, "geometry": { "type": "Point", "coordinates": [ -77.35, 25.083333333333332 ] } },
{ "type": "Feature", "properties": { "Country": "Belize", "Function": "1-34----", "LOCODE": "BZBGK", "Name": "Big Creek", "NameWoDiac": "Big Creek", "Status": "RL", "outflows": 199368.0 }, "geometry": { "type": "Point", "coordinates": [ -88.4, 16.516666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Canada", "Function": "1-34----", "LOCODE": "CANWP", "Name": "Argentia", "NameWoDiac": "Argentia", "Status": "AI", "outflows": 27248.000001 }, "geometry": { "type": "Point", "coordinates": [ -54.0, 47.3 ] } },
{ "type": "Feature", "properties": { "Country": "Canada", "Function": "1-34-6--", "LOCODE": "CASJB", "Name": "Saint-John", "NameWoDiac": "Saint-John", "Status": "AS", "outflows": 389420.2 }, "geometry": { "type": "Point", "coordinates": [ -66.066666666666663, 45.266666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Canada", "Function": "1-3-----", "LOCODE": "CASJF", "Name": "Saint-John's", "NameWoDiac": "Saint-John's", "Status": "AS", "outflows": 26845.0 }, "geometry": { "type": "Point", "coordinates": [ -52.733333333333334, 47.56666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Congo, The Democratic Republic of the", "Function": "1-3-----", "LOCODE": "CDBNW", "Name": "Banana", "NameWoDiac": "Banana", "Status": "RL", "outflows": 48681.0 }, "geometry": { "type": "Point", "coordinates": [ 12.401211892732039, -6.003633266930797 ] } },
{ "type": "Feature", "properties": { "Country": "Congo", "Function": "1--45---", "LOCODE": "CGPNR", "Name": "Pointe Noire", "NameWoDiac": "Pointe Noire", "Status": "AI", "outflows": 3473713.5811700015 }, "geometry": { "type": "Point", "coordinates": [ 11.85, -4.8 ] } },
{ "type": "Feature", "properties": { "Country": "Côte d'Ivoire", "Function": "1--45---", "LOCODE": "CIABJ", "Name": "Abidjan", "NameWoDiac": "Abidjan", "Status": "AI", "outflows": 3248845.4334399998 }, "geometry": { "type": "Point", "coordinates": [ -4.016666666666667, 5.333333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Côte d'Ivoire", "Function": "1-34----", "LOCODE": "CISPY", "Name": "San-Pédro", "NameWoDiac": "San-Pedro", "Status": "AI", "outflows": 2312502.0286400001 }, "geometry": { "type": "Point", "coordinates": [ -6.616666666666667, 4.733333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Chile", "Function": "1--4----", "LOCODE": "CLANF", "Name": "Antofagasta", "NameWoDiac": "Antofagasta", "Status": "AI", "outflows": 2136460.625 }, "geometry": { "type": "Point", "coordinates": [ -70.38333333333334, -23.633333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Chile", "Function": "1-34----", "LOCODE": "CLARI", "Name": "Arica", "NameWoDiac": "Arica", "Status": "AI", "outflows": 1400600.825 }, "geometry": { "type": "Point", "coordinates": [ -70.316666666666663, -18.483333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Chile", "Function": "123-----", "LOCODE": "CLCNL", "Name": "Coronel", "NameWoDiac": "Coronel", "Status": "AI", "outflows": 5437390.8332000002 }, "geometry": { "type": "Point", "coordinates": [ -73.15, -37.016666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Chile", "Function": "1--4----", "LOCODE": "CLIQQ", "Name": "Iquique", "NameWoDiac": "Iquique", "Status": "AI", "outflows": 1915647.5 }, "geometry": { "type": "Point", "coordinates": [ -70.13333333333334, -20.216666666666665 ] } },
{ "type": "Feature", "properties": { "Country": "Chile", "Function": "123-----", "LOCODE": "CLLQN", "Name": "Lirquén", "NameWoDiac": "Lirquen", "Status": "AI", "outflows": 3185838.4995000004 }, "geometry": { "type": "Point", "coordinates": [ -72.983333333333334, -36.7 ] } },
{ "type": "Feature", "properties": { "Country": "Chile", "Function": "1-------", "LOCODE": "CLMJS", "Name": "Mejillones", "NameWoDiac": "Mejillones", "Status": "AI", "outflows": 32362.2 }, "geometry": { "type": "Point", "coordinates": [ -70.45, -23.1 ] } },
{ "type": "Feature", "properties": { "Country": "Chile", "Function": "123-----", "LOCODE": "CLPAG", "Name": "Puerto Angamos", "NameWoDiac": "Puerto Angamos", "Status": "RL", "outflows": 5408319.3663000017 }, "geometry": { "type": "Point", "coordinates": [ -70.45, -23.083333333333332 ] } },
{ "type": "Feature", "properties": { "Country": "Chile", "Function": "1-34----", "LOCODE": "CLPUQ", "Name": "Punta Arenas", "NameWoDiac": "Punta Arenas", "Status": "AI", "outflows": 18174.0 }, "geometry": { "type": "Point", "coordinates": [ -70.933333333333337, -53.133333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Chile", "Function": "123-----", "LOCODE": "CLSAI", "Name": "San Antonio", "NameWoDiac": "San Antonio", "Status": "AI", "outflows": 9417069.025 }, "geometry": { "type": "Point", "coordinates": [ -71.6, -33.6 ] } },
{ "type": "Feature", "properties": { "Country": "Chile", "Function": "1-3-----", "LOCODE": "CLSVE", "Name": "San Vicente", "NameWoDiac": "San Vicente", "Status": "AI", "outflows": 945075.625 }, "geometry": { "type": "Point", "coordinates": [ -73.13333333333334, -36.7 ] } },
{ "type": "Feature", "properties": { "Country": "Chile", "Function": "1234----", "LOCODE": "CLVAP", "Name": "Valparaiso", "NameWoDiac": "Valparaiso", "Status": "AI", "outflows": 2059925.0 }, "geometry": { "type": "Point", "coordinates": [ -71.63333333333334, -33.033333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNCFD", "Name": "Caofeidian Pt", "NameWoDiac": "Caofeidian Pt", "Status": "AS", "outflows": 168350.0 }, "geometry": { "type": "Point", "coordinates": [ 118.533333333333331, 38.95 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1----6--", "LOCODE": "CNDCB", "Name": "DA CHAN BAY", "NameWoDiac": "DA CHAN BAY", "Status": "RL", "outflows": 4367401.0713399984 }, "geometry": { "type": "Point", "coordinates": [ 113.86666666666666, 22.533333333333335 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNDGG", "Name": "Dongguan Pt", "NameWoDiac": "Dongguan Pt", "Status": "AS", "outflows": 94354.0 }, "geometry": { "type": "Point", "coordinates": [ 113.75, 23.033333333333335 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNDJK", "Name": "Dongjiangkou", "NameWoDiac": "Dongjiangkou", "Status": "AS", "outflows": 386750.0 }, "geometry": { "type": "Point", "coordinates": [ 119.52253982618285, 35.308885331582253 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "--3-----", "LOCODE": "CNFQG", "Name": "Fuqing", "NameWoDiac": "Fuqing", "Status": "RL", "outflows": 1164780.9333599997 }, "geometry": { "type": "Point", "coordinates": [ 119.36666666666666, 25.716666666666665 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNHUI", "Name": "Huizhou Pt", "NameWoDiac": "Huizhou Pt", "Status": "AS", "outflows": 27300.0 }, "geometry": { "type": "Point", "coordinates": [ 114.36666666666666, 23.083333333333332 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNHMN", "Name": "Humen Pt", "NameWoDiac": "Humen Pt", "Status": "AS", "outflows": 630027.5 }, "geometry": { "type": "Point", "coordinates": [ 113.666666666666671, 22.833333333333332 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-3-----", "LOCODE": "CNJGY", "Name": "Jiangyin", "NameWoDiac": "Jiangyin", "Status": "RL", "outflows": 594906.0 }, "geometry": { "type": "Point", "coordinates": [ 119.3, 25.466666666666665 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNJNZ", "Name": "Jinzhou Pt", "NameWoDiac": "Jinzhou Pt", "Status": "AS", "outflows": 684866.0 }, "geometry": { "type": "Point", "coordinates": [ 121.15, 41.116666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNLYG", "Name": "Lianyungang", "NameWoDiac": "Lianyungang", "Status": "AS", "outflows": 9288988.8094500005 }, "geometry": { "type": "Point", "coordinates": [ 119.433333333333337, 34.716666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNNSA", "Name": "Nansha Pt", "NameWoDiac": "Nansha Pt", "Status": "AS", "outflows": 42484636.038412996 }, "geometry": { "type": "Point", "coordinates": [ 113.583333333333329, 22.75 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNNTG", "Name": "Nantong Pt", "NameWoDiac": "Nantong Pt", "Status": "AS", "outflows": 261618.5 }, "geometry": { "type": "Point", "coordinates": [ 120.85, 32.016666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNSHP", "Name": "Qinhuangdao Pt", "NameWoDiac": "Qinhuangdao Pt", "Status": "AS", "outflows": 105300.0 }, "geometry": { "type": "Point", "coordinates": [ 119.583333333333329, 39.916666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNQZJ", "Name": "Quanzhou Pt", "NameWoDiac": "Quanzhou Pt", "Status": "AS", "outflows": 512451.33335000003 }, "geometry": { "type": "Point", "coordinates": [ 118.6, 24.933333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNRZH", "Name": "Rizhao Pt", "NameWoDiac": "Rizhao Pt", "Status": "AS", "outflows": 1075073.00003 }, "geometry": { "type": "Point", "coordinates": [ 119.533333333333331, 35.383333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNSHK", "Name": "Shekou Pt", "NameWoDiac": "Shekou Pt", "Status": "AS", "outflows": 74635666.140550002 }, "geometry": { "type": "Point", "coordinates": [ 113.916666666666671, 22.483333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNSHD", "Name": "Shidao Pt", "NameWoDiac": "Shidao Pt", "Status": "AS", "outflows": 54886.0 }, "geometry": { "type": "Point", "coordinates": [ 122.433333333333337, 36.866666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNWIH", "Name": "Waihai", "NameWoDiac": "Waihai", "Status": "AS", "outflows": 50050.0 }, "geometry": { "type": "Point", "coordinates": [ 113.13333333333334, 22.583333333333332 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1--4----", "LOCODE": "CNWEF", "Name": "Weifang Pt", "NameWoDiac": "Weifang Pt", "Status": "AS", "outflows": 65923.0 }, "geometry": { "type": "Point", "coordinates": [ 119.1, 36.716666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1--45---", "LOCODE": "CNWEI", "Name": "Weihai", "NameWoDiac": "Weihai", "Status": "AS", "outflows": 238257.5 }, "geometry": { "type": "Point", "coordinates": [ 122.11666666666666, 37.516666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNYPG", "Name": "Yangpu Pt", "NameWoDiac": "Yangpu Pt", "Status": "AS", "outflows": 872543.16658000019 }, "geometry": { "type": "Point", "coordinates": [ 109.2, 19.7 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNYTN", "Name": "Yantian Pt", "NameWoDiac": "Yantian Pt", "Status": "AS", "outflows": 74187678.537459999 }, "geometry": { "type": "Point", "coordinates": [ 119.86666666666666, 26.85 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNYIK", "Name": "Yingkou Pt", "NameWoDiac": "Yingkou Pt", "Status": "AS", "outflows": 1421671.0 }, "geometry": { "type": "Point", "coordinates": [ 122.216666666666669, 40.65 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNZJG", "Name": "Zhangjiagang", "NameWoDiac": "Zhangjiagang", "Status": "AS", "outflows": 196865.5 }, "geometry": { "type": "Point", "coordinates": [ 120.533333333333331, 31.866666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNZZU", "Name": "Zhangzhou Pt", "NameWoDiac": "Zhangzhou Pt", "Status": "AS", "outflows": 340964.0 }, "geometry": { "type": "Point", "coordinates": [ 117.65, 24.516666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "China", "Function": "1-------", "LOCODE": "CNZUH", "Name": "Zhuhai Pt", "NameWoDiac": "Zhuhai Pt", "Status": "AS", "outflows": 929467.5 }, "geometry": { "type": "Point", "coordinates": [ 113.566666666666663, 22.283333333333335 ] } },
{ "type": "Feature", "properties": { "Country": "Colombia", "Function": "1--4----", "LOCODE": "COLET", "Name": "Leticia", "NameWoDiac": "Leticia", "Status": "AI", "outflows": 9675.0 }, "geometry": { "type": "Point", "coordinates": [ -69.933333333333337, -4.216666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Colombia", "Function": "1--4----", "LOCODE": "COTLU", "Name": "Tolú", "NameWoDiac": "Tolu", "Status": "AI", "outflows": 9675.0 }, "geometry": { "type": "Point", "coordinates": [ -75.583333333333329, 9.533333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Colombia", "Function": "1--4----", "LOCODE": "COTRB", "Name": "Turbo", "NameWoDiac": "Turbo", "Status": "AI", "outflows": 799731.40001499979 }, "geometry": { "type": "Point", "coordinates": [ -76.716666666666669, 8.083333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Costa Rica", "Function": "123-----", "LOCODE": "CRCAL", "Name": "Caldera", "NameWoDiac": "Caldera", "Status": "RL", "outflows": 704191.8 }, "geometry": { "type": "Point", "coordinates": [ -84.716666666666669, 9.95 ] } },
{ "type": "Feature", "properties": { "Country": "Costa Rica", "Function": "1-3-----", "LOCODE": "CRMOB", "Name": "Moín", "NameWoDiac": "Moin", "Status": "RL", "outflows": 2884497.4165249998 }, "geometry": { "type": "Point", "coordinates": [ -83.083333333333329, 10.0 ] } },
{ "type": "Feature", "properties": { "Country": "Costa Rica", "Function": "1-3-----", "LOCODE": "CRLIO", "Name": "Puerto Limón", "NameWoDiac": "Puerto Limon", "Status": "AI", "outflows": 2372283.3334299996 }, "geometry": { "type": "Point", "coordinates": [ -83.033333333333331, 10.0 ] } },
{ "type": "Feature", "properties": { "Country": "Cuba", "Function": "1234----", "LOCODE": "CUMAR", "Name": "Mariel", "NameWoDiac": "Mariel", "Status": "RL", "outflows": 370296.8 }, "geometry": { "type": "Point", "coordinates": [ -82.75, 23.0 ] } },
{ "type": "Feature", "properties": { "Country": "Cabo Verde", "Function": "1-3-----", "LOCODE": "CVMIN", "Name": "Mindelo", "NameWoDiac": "Mindelo", "Status": "RL", "outflows": 114309.0 }, "geometry": { "type": "Point", "coordinates": [ -25.0, 16.883333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Curaçao", "Function": "1-------", "LOCODE": "CWWIL", "Name": "Willemstad", "NameWoDiac": "Willemstad", "Status": "AI", "outflows": 721990.3 }, "geometry": { "type": "Point", "coordinates": [ -68.916666666666671, 12.1 ] } },
{ "type": "Feature", "properties": { "Country": "Christmas Island", "Function": "1-------", "LOCODE": "CXFFC", "Name": "Flying Fish Cove", "NameWoDiac": "Flying Fish Cove", "Status": "RL", "outflows": 2520.0 }, "geometry": { "type": "Point", "coordinates": [ 105.716666666666669, -10.416666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Cyprus", "Function": "1-3-5---", "LOCODE": "CYLMS", "Name": "Limassol", "NameWoDiac": "Limassol", "Status": "AA", "outflows": 2366252.75 }, "geometry": { "type": "Point", "coordinates": [ 33.05, 34.68333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Germany", "Function": "123-----", "LOCODE": "DEBKE", "Name": "Brake", "NameWoDiac": "Brake", "Status": "AF", "outflows": 27774.0 }, "geometry": { "type": "Point", "coordinates": [ 8.483333333333333, 53.333333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Germany", "Function": "123-----", "LOCODE": "DECUX", "Name": "Cuxhaven", "NameWoDiac": "Cuxhaven", "Status": "AF", "outflows": 128258.0 }, "geometry": { "type": "Point", "coordinates": [ 8.7, 53.883333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Germany", "Function": "1234----", "LOCODE": "DEEME", "Name": "Emden", "NameWoDiac": "Emden", "Status": "AF", "outflows": 14598.0 }, "geometry": { "type": "Point", "coordinates": [ 7.216666666666667, 53.366666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Germany", "Function": "1234----", "LOCODE": "DEKEL", "Name": "Kiel", "NameWoDiac": "Kiel", "Status": "AF", "outflows": 14040.0 }, "geometry": { "type": "Point", "coordinates": [ 10.133333333333333, 54.333333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Germany", "Function": "12345---", "LOCODE": "DERSK", "Name": "Rostock", "NameWoDiac": "Rostock", "Status": "AF", "outflows": 7984.0 }, "geometry": { "type": "Point", "coordinates": [ 12.133333333333333, 54.083333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Germany", "Function": "1234----", "LOCODE": "DEWVN", "Name": "Wilhelmshaven", "NameWoDiac": "Wilhelmshaven", "Status": "AF", "outflows": 7664957.3927999986 }, "geometry": { "type": "Point", "coordinates": [ 8.133333333333333, 53.516666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Denmark", "Function": "12345---", "LOCODE": "DKAAR", "Name": "Aarhus", "NameWoDiac": "Aarhus", "Status": "AF", "outflows": 4009844.4282799996 }, "geometry": { "type": "Point", "coordinates": [ 10.216666666666667, 56.15 ] } },
{ "type": "Feature", "properties": { "Country": "Denmark", "Function": "12345---", "LOCODE": "DKCPH", "Name": "København", "NameWoDiac": "Kobenhavn", "Status": "AF", "outflows": 138606.0 }, "geometry": { "type": "Point", "coordinates": [ 12.583333333333334, 55.666666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Dominican Republic", "Function": "1-3--6--", "LOCODE": "DOCAU", "Name": "Caucedo", "NameWoDiac": "Caucedo", "Status": "RL", "outflows": 11771542.79576 }, "geometry": { "type": "Point", "coordinates": [ -69.63333333333334, 18.416666666666668 ] } },
{ "type": "Feature", "properties": { "Country": "Dominican Republic", "Function": "123-----", "LOCODE": "DOMAN", "Name": "Manzanillo", "NameWoDiac": "Manzanillo", "Status": "RL", "outflows": 53258.4 }, "geometry": { "type": "Point", "coordinates": [ -71.75, 19.7 ] } },
{ "type": "Feature", "properties": { "Country": "Algeria", "Function": "123456--", "LOCODE": "DZALG", "Name": "Alger (Algiers)", "NameWoDiac": "Alger (Algiers)", "Status": "AI", "outflows": 835952.4 }, "geometry": { "type": "Point", "coordinates": [ 3.05, 36.75 ] } },
{ "type": "Feature", "properties": { "Country": "Algeria", "Function": "123-----", "LOCODE": "DZAZW", "Name": "Arzew", "NameWoDiac": "Arzew", "Status": "RL", "outflows": 24660.0 }, "geometry": { "type": "Point", "coordinates": [ -0.316666666666667, 35.866666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Algeria", "Function": "123-----", "LOCODE": "DZGHZ", "Name": "Ghazaouet", "NameWoDiac": "Ghazaouet", "Status": "RL", "outflows": 72735.0 }, "geometry": { "type": "Point", "coordinates": [ -1.85, 35.1 ] } },
{ "type": "Feature", "properties": { "Country": "Ecuador", "Function": "1--4----", "LOCODE": "ECESM", "Name": "Esmeraldas", "NameWoDiac": "Esmeraldas", "Status": "AI", "outflows": 153990.2 }, "geometry": { "type": "Point", "coordinates": [ -79.7, 0.983333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Ecuador", "Function": "1--45---", "LOCODE": "ECGYE", "Name": "Guayaquil", "NameWoDiac": "Guayaquil", "Status": "AI", "outflows": 8368052.2252000012 }, "geometry": { "type": "Point", "coordinates": [ -79.9, -2.166666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Ecuador", "Function": "--3--6--", "LOCODE": "ECPSJ", "Name": "Posorja", "NameWoDiac": "Posorja", "Status": "RL", "outflows": 1776250.6667999995 }, "geometry": { "type": "Point", "coordinates": [ -80.25, -2.7 ] } },
{ "type": "Feature", "properties": { "Country": "Ecuador", "Function": "1-------", "LOCODE": "ECPBO", "Name": "Puerto Bolívar", "NameWoDiac": "Puerto Bolivar", "Status": "AI", "outflows": 1601516.8 }, "geometry": { "type": "Point", "coordinates": [ -79.983333333333334, -3.266666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Estonia", "Function": "1------B", "LOCODE": "EEKND", "Name": "Kunda", "NameWoDiac": "Kunda", "Status": "AA", "outflows": 4176.0 }, "geometry": { "type": "Point", "coordinates": [ 26.533333333333335, 59.516666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Estonia", "Function": "1------B", "LOCODE": "EEMUG", "Name": "Muuga", "NameWoDiac": "Muuga", "Status": "AA", "outflows": 74880.0 }, "geometry": { "type": "Point", "coordinates": [ 24.966666666666665, 59.5 ] } },
{ "type": "Feature", "properties": { "Country": "Estonia", "Function": "-23----B", "LOCODE": "EEPLA", "Name": "Paldiski", "NameWoDiac": "Paldiski", "Status": "AA", "outflows": 90009.0 }, "geometry": { "type": "Point", "coordinates": [ 24.05, 59.35 ] } },
{ "type": "Feature", "properties": { "Country": "Estonia", "Function": "1--45---", "LOCODE": "EETLL", "Name": "Tallinn", "NameWoDiac": "Tallinn", "Status": "AI", "outflows": 493596.99998000002 }, "geometry": { "type": "Point", "coordinates": [ 24.733333333333334, 59.43333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Egypt", "Function": "1234----", "LOCODE": "EGDAM", "Name": "Dumyat (Damietta)", "NameWoDiac": "Dumyat (Damietta)", "Status": "RL", "outflows": 9993066.850010002 }, "geometry": { "type": "Point", "coordinates": [ 31.816666666666666, 31.416666666666668 ] } },
{ "type": "Feature", "properties": { "Country": "Egypt", "Function": "1--45---", "LOCODE": "EGALY", "Name": "El Iskandariya (Alexandria)", "NameWoDiac": "El Iskandariya (Alexandria)", "Status": "AI", "outflows": 6389301.2997899996 }, "geometry": { "type": "Point", "coordinates": [ 29.916666666666668, 31.183333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Egypt", "Function": "1-------", "LOCODE": "EGSOK", "Name": "Sokhna Port", "NameWoDiac": "Sokhna Port", "Status": "RQ", "outflows": 3639356.7318400005 }, "geometry": { "type": "Point", "coordinates": [ 32.35, 29.65 ] } },
{ "type": "Feature", "properties": { "Country": "Eritrea", "Function": "1234----", "LOCODE": "ERMSW", "Name": "Massawa (Mitsiwa)", "NameWoDiac": "Massawa (Mitsiwa)", "Status": "AI", "outflows": 44242.0 }, "geometry": { "type": "Point", "coordinates": [ 39.45, 15.6 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1234----", "LOCODE": "ESLEI", "Name": "Almería", "NameWoDiac": "Almeria", "Status": "AI", "outflows": 123708.0 }, "geometry": { "type": "Point", "coordinates": [ -2.45, 36.833333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "12345---", "LOCODE": "ESBIO", "Name": "Bilbao", "NameWoDiac": "Bilbao", "Status": "AI", "outflows": 757628.79999199987 }, "geometry": { "type": "Point", "coordinates": [ -2.966666666666667, 43.25 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "123-----", "LOCODE": "ESCAR", "Name": "Cartagena", "NameWoDiac": "Cartagena", "Status": "AA", "outflows": 161718.0 }, "geometry": { "type": "Point", "coordinates": [ -0.983333333333333, 37.6 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "123-----", "LOCODE": "ESCAS", "Name": "Castellón de la Plana", "NameWoDiac": "Castellon de la Plana", "Status": "AI", "outflows": 2188540.79158 }, "geometry": { "type": "Point", "coordinates": [ -0.033333333333333, 39.983333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "123-----", "LOCODE": "ESFRO", "Name": "Ferrol", "NameWoDiac": "Ferrol", "Status": "AI", "outflows": 165064.5 }, "geometry": { "type": "Point", "coordinates": [ -8.25, 43.483333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1234----", "LOCODE": "ESGIJ", "Name": "Gijón", "NameWoDiac": "Gijon", "Status": "AI", "outflows": 356746.0 }, "geometry": { "type": "Point", "coordinates": [ -5.666666666666667, 43.533333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1--4----", "LOCODE": "ESACE", "Name": "Lanzarote", "NameWoDiac": "Lanzarote", "Status": "AI", "outflows": 421980.0 }, "geometry": { "type": "Point", "coordinates": [ -13.533333333333333, 28.966666666666665 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1-3456--", "LOCODE": "ESLPA", "Name": "Las Palmas de Gran Canaria", "NameWoDiac": "Las Palmas de Gran Canaria", "Status": "AI", "outflows": 5009347.5287000006 }, "geometry": { "type": "Point", "coordinates": [ -15.416666666666666, 28.1 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1--45---", "LOCODE": "ESAGP", "Name": "Málaga", "NameWoDiac": "Malaga", "Status": "AI", "outflows": 439868.0 }, "geometry": { "type": "Point", "coordinates": [ -4.416666666666667, 36.716666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1-34----", "LOCODE": "ESMLN", "Name": "Melilla", "NameWoDiac": "Melilla", "Status": "AI", "outflows": 45500.0 }, "geometry": { "type": "Point", "coordinates": [ -2.883333333333333, 35.31666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "123-----", "LOCODE": "ESSAG", "Name": "Sagunto", "NameWoDiac": "Sagunto", "Status": "AI", "outflows": 417560.0 }, "geometry": { "type": "Point", "coordinates": [ -0.266666666666667, 39.68333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1--4----", "LOCODE": "ESSPC", "Name": "Santa Cruz de La Palma", "NameWoDiac": "Santa Cruz de La Palma", "Status": "AI", "outflows": 245440.0 }, "geometry": { "type": "Point", "coordinates": [ -17.766666666666666, 28.683333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1-3-----", "LOCODE": "ESVIL", "Name": "Villagarcía de Arosa", "NameWoDiac": "Villagarcia de Arosa", "Status": "AI", "outflows": 130988.0 }, "geometry": { "type": "Point", "coordinates": [ -8.75, 42.6 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-34----", "LOCODE": "FITKU", "Name": "Åbo (Turku)", "NameWoDiac": "Abo (Turku)", "Status": "AI", "outflows": 16263.0 }, "geometry": { "type": "Point", "coordinates": [ 22.283333333333335, 60.45 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-34----", "LOCODE": "FITKU", "Name": "Turku (Åbo)", "NameWoDiac": "Turku (Abo)", "Status": "AI", "outflows": 16263.0 }, "geometry": { "type": "Point", "coordinates": [ 22.283333333333335, 60.45 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-34----", "LOCODE": "FIPOR", "Name": "Björneborg (Pori)", "NameWoDiac": "Bjorneborg (Pori)", "Status": "AI", "outflows": 5220.0 }, "geometry": { "type": "Point", "coordinates": [ 21.8, 61.483333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-34----", "LOCODE": "FIPOR", "Name": "Pori (Björneborg)", "NameWoDiac": "Pori (Bjorneborg)", "Status": "AI", "outflows": 5220.0 }, "geometry": { "type": "Point", "coordinates": [ 21.8, 61.483333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-------", "LOCODE": "FIHMN", "Name": "Fredrikshamn (Hamina)", "NameWoDiac": "Fredrikshamn (Hamina)", "Status": "AI", "outflows": 4437.0 }, "geometry": { "type": "Point", "coordinates": [ 27.2, 60.56666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-------", "LOCODE": "FIHMN", "Name": "Hamina (Fredrikshamn)", "NameWoDiac": "Hamina (Fredrikshamn)", "Status": "AI", "outflows": 4437.0 }, "geometry": { "type": "Point", "coordinates": [ 27.2, 60.56666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "123-----", "LOCODE": "FIPRS", "Name": "Jakobstad (Pietarsaari)", "NameWoDiac": "Jakobstad (Pietarsaari)", "Status": "AI", "outflows": 9396.0 }, "geometry": { "type": "Point", "coordinates": [ 22.783333333333335, 63.68333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "123-----", "LOCODE": "FIPRS", "Name": "Pietarsaari (Jakobstad)", "NameWoDiac": "Pietarsaari (Jakobstad)", "Status": "AI", "outflows": 9396.0 }, "geometry": { "type": "Point", "coordinates": [ 22.783333333333335, 63.68333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "123-----", "LOCODE": "FIKOK", "Name": "Karleby (Kokkola)", "NameWoDiac": "Karleby (Kokkola)", "Status": "AI", "outflows": 39182.0 }, "geometry": { "type": "Point", "coordinates": [ 23.116666666666667, 63.833333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "123-----", "LOCODE": "FIKOK", "Name": "Kokkola (Karleby)", "NameWoDiac": "Kokkola (Karleby)", "Status": "AI", "outflows": 39182.0 }, "geometry": { "type": "Point", "coordinates": [ 23.116666666666667, 63.833333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-34----", "LOCODE": "FIKEM", "Name": "Kemi\/Torneå (Kemi\/Tornio)", "NameWoDiac": "Kemi\/Tornea (Kemi\/Tornio)", "Status": "AI", "outflows": 106574.0 }, "geometry": { "type": "Point", "coordinates": [ 24.566666666666666, 65.733333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-34----", "LOCODE": "FIKEM", "Name": "Kemi\/Tornio (Kemi\/Torneå)", "NameWoDiac": "Kemi\/Tornio (Kemi\/Tornea)", "Status": "AI", "outflows": 106574.0 }, "geometry": { "type": "Point", "coordinates": [ 24.566666666666666, 65.733333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "123----B", "LOCODE": "FIKTK", "Name": "Kotka", "NameWoDiac": "Kotka", "Status": "AC", "outflows": 1116795.4999200001 }, "geometry": { "type": "Point", "coordinates": [ 26.916666666666668, 60.466666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "123----B", "LOCODE": "FIRAU", "Name": "Rauma (Raumo)", "NameWoDiac": "Rauma (Raumo)", "Status": "AC", "outflows": 705561.49998000008 }, "geometry": { "type": "Point", "coordinates": [ 21.5, 61.133333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "123----B", "LOCODE": "FIRAU", "Name": "Raumo (Rauma)", "NameWoDiac": "Raumo (Rauma)", "Status": "AC", "outflows": 705561.49998000008 }, "geometry": { "type": "Point", "coordinates": [ 21.5, 61.133333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-------", "LOCODE": "FITOR", "Name": "Torneå (Tornio)", "NameWoDiac": "Tornea (Tornio)", "Status": "AI", "outflows": 91624.0 }, "geometry": { "type": "Point", "coordinates": [ 24.183333333333334, 65.85 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-------", "LOCODE": "FITOR", "Name": "Tornio (Torneå)", "NameWoDiac": "Tornio (Tornea)", "Status": "AI", "outflows": 91624.0 }, "geometry": { "type": "Point", "coordinates": [ 24.183333333333334, 65.85 ] } },
{ "type": "Feature", "properties": { "Country": "Fiji", "Function": "123-----", "LOCODE": "FJLTK", "Name": "Lautoka", "NameWoDiac": "Lautoka", "Status": "RL", "outflows": 490393.0 }, "geometry": { "type": "Point", "coordinates": [ 177.45, -17.616666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Fiji", "Function": "1--45---", "LOCODE": "FJSUV", "Name": "Suva", "NameWoDiac": "Suva", "Status": "AI", "outflows": 535295.0 }, "geometry": { "type": "Point", "coordinates": [ 178.45, -18.133333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Faroe Islands", "Function": "1-3-----", "LOCODE": "FOKOL", "Name": "Kollafjördur", "NameWoDiac": "Kollafjordur", "Status": "RL", "outflows": 82628.0 }, "geometry": { "type": "Point", "coordinates": [ -6.883333333333333, 62.116666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Faroe Islands", "Function": "1-------", "LOCODE": "FOTHO", "Name": "Thorshavn", "NameWoDiac": "Thorshavn", "Status": "RL", "outflows": 91104.0 }, "geometry": { "type": "Point", "coordinates": [ -6.766666666666667, 62.016666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "France", "Function": "12------", "LOCODE": "FRBAS", "Name": "Bassens", "NameWoDiac": "Bassens", "Status": "AF", "outflows": 33930.0 }, "geometry": { "type": "Point", "coordinates": [ -0.516666666666667, 44.9 ] } },
{ "type": "Feature", "properties": { "Country": "France", "Function": "1234----", "LOCODE": "FRBES", "Name": "Brest", "NameWoDiac": "Brest", "Status": "AF", "outflows": 107185.0 }, "geometry": { "type": "Point", "coordinates": [ -4.483333333333333, 48.4 ] } },
{ "type": "Feature", "properties": { "Country": "France", "Function": "12--5---", "LOCODE": "FRDKK", "Name": "Dunkerque", "NameWoDiac": "Dunkerque", "Status": "AF", "outflows": 4450642.0836299993 }, "geometry": { "type": "Point", "coordinates": [ 2.383333333333333, 51.033333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "France", "Function": "123---7-", "LOCODE": "FRFOS", "Name": "Fos-sur-Mer", "NameWoDiac": "Fos-sur-Mer", "Status": "AF", "outflows": 18248513.215530016 }, "geometry": { "type": "Point", "coordinates": [ 4.933333333333334, 43.43333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "France", "Function": "1-------", "LOCODE": "FRLPE", "Name": "la Pallice", "NameWoDiac": "la Pallice", "Status": "AF", "outflows": 22725.0 }, "geometry": { "type": "Point", "coordinates": [ -1.216666666666667, 46.166666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "France", "Function": "12-4----", "LOCODE": "FRLRH", "Name": "La Rochelle", "NameWoDiac": "La Rochelle", "Status": "AF", "outflows": 33930.0 }, "geometry": { "type": "Point", "coordinates": [ -1.15, 46.166666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "France", "Function": "12345---", "LOCODE": "FRLEH", "Name": "Le Havre", "NameWoDiac": "Le Havre", "Status": "AF", "outflows": 35976285.665610015 }, "geometry": { "type": "Point", "coordinates": [ 0.1, 49.5 ] } },
{ "type": "Feature", "properties": { "Country": "France", "Function": "12-45---", "LOCODE": "FRMRS", "Name": "Marseille", "NameWoDiac": "Marseille", "Status": "AF", "outflows": 629024.0 }, "geometry": { "type": "Point", "coordinates": [ 5.4, 43.3 ] } },
{ "type": "Feature", "properties": { "Country": "France", "Function": "123-----", "LOCODE": "FRMTX", "Name": "Montoir-de-Bretagne", "NameWoDiac": "Montoir-de-Bretagne", "Status": "AF", "outflows": 1130547.1665700004 }, "geometry": { "type": "Point", "coordinates": [ -2.15, 47.333333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "France", "Function": "12------", "LOCODE": "FRPOV", "Name": "Port-Vendres", "NameWoDiac": "Port-Vendres", "Status": "AF", "outflows": 21450.0 }, "geometry": { "type": "Point", "coordinates": [ 3.116666666666667, 42.516666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "France", "Function": "1-3-----", "LOCODE": "FRRAD", "Name": "Radicatel", "NameWoDiac": "Radicatel", "Status": "RL", "outflows": 42900.000003000001 }, "geometry": { "type": "Point", "coordinates": [ 0.5, 49.5 ] } },
{ "type": "Feature", "properties": { "Country": "France", "Function": "1-34----", "LOCODE": "FRURO", "Name": "Rouen", "NameWoDiac": "Rouen", "Status": "AF", "outflows": 34842.0 }, "geometry": { "type": "Point", "coordinates": [ 1.1, 49.45 ] } },
{ "type": "Feature", "properties": { "Country": "France", "Function": "123-----", "LOCODE": "FRSET", "Name": "Sète", "NameWoDiac": "Sete", "Status": "AF", "outflows": 34041.0 }, "geometry": { "type": "Point", "coordinates": [ 3.7, 43.4 ] } },
{ "type": "Feature", "properties": { "Country": "France", "Function": "12-4----", "LOCODE": "FRTLN", "Name": "Toulon", "NameWoDiac": "Toulon", "Status": "AF", "outflows": 1080.0 }, "geometry": { "type": "Point", "coordinates": [ 5.933333333333334, 43.116666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1--4----", "LOCODE": "GBABD", "Name": "Aberdeen", "NameWoDiac": "Aberdeen", "Status": "AF", "outflows": 48681.0 }, "geometry": { "type": "Point", "coordinates": [ -2.1, 57.133333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1--4-6--", "LOCODE": "GBBEL", "Name": "Belfast", "NameWoDiac": "Belfast", "Status": "AF", "outflows": 137826.0 }, "geometry": { "type": "Point", "coordinates": [ -5.916666666666667, 54.983333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1-------", "LOCODE": "GBGRG", "Name": "Grangemouth", "NameWoDiac": "Grangemouth", "Status": "AF", "outflows": 192244.0 }, "geometry": { "type": "Point", "coordinates": [ -3.716666666666667, 56.0 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1-------", "LOCODE": "GBGRK", "Name": "Greenock", "NameWoDiac": "Greenock", "Status": "AF", "outflows": 275567.66664999997 }, "geometry": { "type": "Point", "coordinates": [ -4.75, 55.93333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1-------", "LOCODE": "GBHUL", "Name": "Hull", "NameWoDiac": "Hull", "Status": "AF", "outflows": 219740.33333800005 }, "geometry": { "type": "Point", "coordinates": [ -0.316666666666667, 53.733333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1-------", "LOCODE": "GBIMM", "Name": "Immingham", "NameWoDiac": "Immingham", "Status": "AF", "outflows": 329625.0 }, "geometry": { "type": "Point", "coordinates": [ -0.216666666666667, 53.6 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1--4----", "LOCODE": "GBLIV", "Name": "Liverpool", "NameWoDiac": "Liverpool", "Status": "AF", "outflows": 1673890.2916200003 }, "geometry": { "type": "Point", "coordinates": [ -3.0, 53.416666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "123--6--", "LOCODE": "GBLGP", "Name": "London Gateway Port", "NameWoDiac": "London Gateway Port", "Status": "RL", "outflows": 21704403.092420008 }, "geometry": { "type": "Point", "coordinates": [ 0.483333333333333, 51.5 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1-------", "LOCODE": "GBTEE", "Name": "Teesport", "NameWoDiac": "Teesport", "Status": "AF", "outflows": 556920.0 }, "geometry": { "type": "Point", "coordinates": [ -1.15, 54.583333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1-------", "LOCODE": "GBTYN", "Name": "Tyne", "NameWoDiac": "Tyne", "Status": "RQ", "outflows": 31668.0 }, "geometry": { "type": "Point", "coordinates": [ -1.433333333333333, 55.0 ] } },
{ "type": "Feature", "properties": { "Country": "French Guiana", "Function": "1-------", "LOCODE": "GFDDC", "Name": "Dégrad des Cannes", "NameWoDiac": "Degrad des Cannes", "Status": "RL", "outflows": 286520.0 }, "geometry": { "type": "Point", "coordinates": [ -52.266666666666666, 4.85 ] } },
{ "type": "Feature", "properties": { "Country": "Greenland", "Function": "1-34----", "LOCODE": "GLGOH", "Name": "Nuuk (Godthaab)", "NameWoDiac": "Nuuk (Godthaab)", "Status": "AI", "outflows": 23426.0 }, "geometry": { "type": "Point", "coordinates": [ -51.75, 64.183333333333337 ] } },
{ "type": "Feature", "properties": { "Country": "Guadeloupe", "Function": "1--45---", "LOCODE": "GPPTP", "Name": "Point-à-Pitre Apt", "NameWoDiac": "Point-a-Pitre Apt", "Status": "AF", "outflows": 1970512.9165490004 }, "geometry": { "type": "Point", "coordinates": [ -61.516666666666666, 16.266666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Greece", "Function": "1--4----", "LOCODE": "GRHER", "Name": "Heraklion (Iraklion)", "NameWoDiac": "Heraklion (Iraklion)", "Status": "AI", "outflows": 23582.0 }, "geometry": { "type": "Point", "coordinates": [ 25.166666666666668, 35.333333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Greece", "Function": "1--4----", "LOCODE": "GRHER", "Name": "Iraklion (Heraklion)", "NameWoDiac": "Iraklion (Heraklion)", "Status": "AI", "outflows": 23582.0 }, "geometry": { "type": "Point", "coordinates": [ 25.166666666666668, 35.333333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Greece", "Function": "1-------", "LOCODE": "GRPIR", "Name": "Piraeus", "NameWoDiac": "Piraeus", "Status": "AI", "outflows": 25227137.508840002 }, "geometry": { "type": "Point", "coordinates": [ 23.616666666666667, 37.93333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Greece", "Function": "1--45---", "LOCODE": "GRSKG", "Name": "Thessaloníki", "NameWoDiac": "Thessaloniki", "Status": "AI", "outflows": 790815.99999000016 }, "geometry": { "type": "Point", "coordinates": [ 22.95, 40.633333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Greece", "Function": "1--4----", "LOCODE": "GRVOL", "Name": "Vólos", "NameWoDiac": "Volos", "Status": "AI", "outflows": 23582.0 }, "geometry": { "type": "Point", "coordinates": [ 22.95, 39.366666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Guatemala", "Function": "1-------", "LOCODE": "GTSTC", "Name": "Puerto Santo Tomás de Castilla", "NameWoDiac": "Puerto Santo Tomas de Castilla", "Status": "AI", "outflows": 1241734.0000599998 }, "geometry": { "type": "Point", "coordinates": [ -88.61666666666666, 15.7 ] } },
{ "type": "Feature", "properties": { "Country": "Guam", "Function": "--3-----", "LOCODE": "GUPIT", "Name": "Piti", "NameWoDiac": "Piti", "Status": "RL", "outflows": 52903.5 }, "geometry": { "type": "Point", "coordinates": [ 144.683333333333337, 13.433333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Guinea-Bissau", "Function": "1-345---", "LOCODE": "GWOXB", "Name": "Bissau", "NameWoDiac": "Bissau", "Status": "AI", "outflows": 114309.0 }, "geometry": { "type": "Point", "coordinates": [ -15.583333333333334, 11.85 ] } },
{ "type": "Feature", "properties": { "Country": "Croatia", "Function": "123-----", "LOCODE": "HRPLE", "Name": "Ploce", "NameWoDiac": "Ploce", "Status": "RL", "outflows": 136773.0 }, "geometry": { "type": "Point", "coordinates": [ 17.433333333333334, 43.05 ] } },
{ "type": "Feature", "properties": { "Country": "Croatia", "Function": "1234----", "LOCODE": "HRRJK", "Name": "Rijeka", "NameWoDiac": "Rijeka", "Status": "AI", "outflows": 3818455.3333799997 }, "geometry": { "type": "Point", "coordinates": [ 14.4, 45.333333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Croatia", "Function": "1234----", "LOCODE": "HRSPU", "Name": "Split", "NameWoDiac": "Split", "Status": "AI", "outflows": 63609.0 }, "geometry": { "type": "Point", "coordinates": [ 16.45, 43.5 ] } },
{ "type": "Feature", "properties": { "Country": "Haiti", "Function": "1--4----", "LOCODE": "HTCAP", "Name": "Cap-Haïtien", "NameWoDiac": "Cap-Haitien", "Status": "AI", "outflows": 47268.0 }, "geometry": { "type": "Point", "coordinates": [ -72.2, 19.75 ] } },
{ "type": "Feature", "properties": { "Country": "Haiti", "Function": "1-------", "LOCODE": "HTLFF", "Name": "Lafiteau", "NameWoDiac": "Lafiteau", "Status": "AI", "outflows": 1098127.3333000003 }, "geometry": { "type": "Point", "coordinates": [ -72.433333333333337, 18.483333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1--4----", "LOCODE": "IDBPN", "Name": "Balikpapan", "NameWoDiac": "Balikpapan", "Status": "AI", "outflows": 77320.75 }, "geometry": { "type": "Point", "coordinates": [ 116.833333333333329, -1.283333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1-3-----", "LOCODE": "IDBTM", "Name": "Batam Island", "NameWoDiac": "Batam Island", "Status": "RL", "outflows": 7335.5 }, "geometry": { "type": "Point", "coordinates": [ 104.033333333333331, 1.083333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1-------", "LOCODE": "IDBEN", "Name": "Benete", "NameWoDiac": "Benete", "Status": "RL", "outflows": 12681.75 }, "geometry": { "type": "Point", "coordinates": [ 116.716666666666669, -8.866666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1-------", "LOCODE": "IDBOA", "Name": "Benoa", "NameWoDiac": "Benoa", "Status": "RL", "outflows": 6747.0 }, "geometry": { "type": "Point", "coordinates": [ 115.216666666666669, -8.766666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "12345---", "LOCODE": "IDJKT", "Name": "Jakarta, Java", "NameWoDiac": "Jakarta, Java", "Status": "AI", "outflows": 12060454.992969999 }, "geometry": { "type": "Point", "coordinates": [ 106.833333333333329, -6.133333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1-345---", "LOCODE": "IDDJJ", "Name": "Jayapura, Irian Jaya", "NameWoDiac": "Jayapura, Irian Jaya", "Status": "AI", "outflows": 136162.0 }, "geometry": { "type": "Point", "coordinates": [ 140.7, -2.533333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1-3-----", "LOCODE": "IDKUM", "Name": "Kumai", "NameWoDiac": "Kumai", "Status": "RL", "outflows": 4238.0 }, "geometry": { "type": "Point", "coordinates": [ 111.716666666666669, -2.733333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1-3-----", "LOCODE": "IDMAK", "Name": "Makassar", "NameWoDiac": "Makassar", "Status": "RL", "outflows": 664450.0 }, "geometry": { "type": "Point", "coordinates": [ 119.4, -5.116666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1234----", "LOCODE": "IDPDG", "Name": "Padang", "NameWoDiac": "Padang", "Status": "AI", "outflows": 74470.25 }, "geometry": { "type": "Point", "coordinates": [ 100.35, -0.95 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1-3-----", "LOCODE": "IDPER", "Name": "Perawang", "NameWoDiac": "Perawang", "Status": "RL", "outflows": 3627.0 }, "geometry": { "type": "Point", "coordinates": [ 102.86666666666666, 1.066666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1-345---", "LOCODE": "IDSRG", "Name": "Semarang", "NameWoDiac": "Semarang", "Status": "AI", "outflows": 2529727.4165999996 }, "geometry": { "type": "Point", "coordinates": [ 110.483333333333334, -6.966666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "123456--", "LOCODE": "IDSUB", "Name": "Surabaya", "NameWoDiac": "Surabaya", "Status": "AI", "outflows": 5004081.1427500024 }, "geometry": { "type": "Point", "coordinates": [ 112.75, -7.233333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1--4----", "LOCODE": "IDTNJ", "Name": "Tanjungpinang", "NameWoDiac": "Tanjungpinang", "Status": "AI", "outflows": 3068.0 }, "geometry": { "type": "Point", "coordinates": [ 104.45, 0.916666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1-------", "LOCODE": "IDTMK", "Name": "Timika", "NameWoDiac": "Timika", "Status": "RQ", "outflows": 3240.0 }, "geometry": { "type": "Point", "coordinates": [ 136.55, -4.75 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1-------", "LOCODE": "IDTUA", "Name": "Tual", "NameWoDiac": "Tual", "Status": "RQ", "outflows": 12207.0 }, "geometry": { "type": "Point", "coordinates": [ 132.73333333333332, -5.633333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Ireland", "Function": "1-345---", "LOCODE": "IEWAT", "Name": "Waterford", "NameWoDiac": "Waterford", "Status": "AF", "outflows": 86515.0 }, "geometry": { "type": "Point", "coordinates": [ -7.1, 52.25 ] } },
{ "type": "Feature", "properties": { "Country": "Israel", "Function": "1--45---", "LOCODE": "ILHFA", "Name": "Haifa", "NameWoDiac": "Haifa", "Status": "AI", "outflows": 8470527.0681299977 }, "geometry": { "type": "Point", "coordinates": [ 34.983333333333334, 32.8 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "12345---", "LOCODE": "INMAA", "Name": "Chennai (ex Madras)", "NameWoDiac": "Chennai (ex Madras)", "Status": "AA", "outflows": 2818763.3167999992 }, "geometry": { "type": "Point", "coordinates": [ 80.283333333333331, 13.083333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "1234-6--", "LOCODE": "INCOK", "Name": "Cochin", "NameWoDiac": "Cochin", "Status": "AA", "outflows": 2453568.0832799999 }, "geometry": { "type": "Point", "coordinates": [ 76.233333333333334, 9.966666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "--3--6--", "LOCODE": "INHZR", "Name": "Hazira", "NameWoDiac": "Hazira", "Status": "RL", "outflows": 5911162.5861400003 }, "geometry": { "type": "Point", "coordinates": [ 72.62343557464672, 21.09641041428134 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "1234-6--", "LOCODE": "INIXY", "Name": "Kandla", "NameWoDiac": "Kandla", "Status": "AA", "outflows": 817280.5 }, "geometry": { "type": "Point", "coordinates": [ 70.216666666666669, 23.033333333333335 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "123-----", "LOCODE": "INKTP", "Name": "Kattupalli Port", "NameWoDiac": "Kattupalli Port", "Status": "RL", "outflows": 1964901.8999300003 }, "geometry": { "type": "Point", "coordinates": [ 80.38333333333334, 13.3 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "1--45---", "LOCODE": "INCCU", "Name": "Kolkata (ex Calcutta)", "NameWoDiac": "Kolkata (ex Calcutta)", "Status": "AA", "outflows": 303853.53334000002 }, "geometry": { "type": "Point", "coordinates": [ 88.35, 22.566666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "123-----", "LOCODE": "INMRM", "Name": "Marmagao (Marmugao)", "NameWoDiac": "Marmagao (Marmugao)", "Status": "AA", "outflows": 100178.0 }, "geometry": { "type": "Point", "coordinates": [ 73.783333333333331, 15.4 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "123-----", "LOCODE": "INMRM", "Name": "Marmugao (Marmagao)", "NameWoDiac": "Marmugao (Marmagao)", "Status": "AA", "outflows": 100178.0 }, "geometry": { "type": "Point", "coordinates": [ 73.783333333333331, 15.4 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "123456--", "LOCODE": "INBOM", "Name": "Mumbai (ex Bombay)", "NameWoDiac": "Mumbai (ex Bombay)", "Status": "AA", "outflows": 126915.25 }, "geometry": { "type": "Point", "coordinates": [ 72.816666666666663, 18.966666666666665 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "123-----", "LOCODE": "INPRT", "Name": "Paradip Garh", "NameWoDiac": "Paradip Garh", "Status": "AA", "outflows": 28080.0 }, "geometry": { "type": "Point", "coordinates": [ 86.61666666666666, 20.316666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "123-----", "LOCODE": "INPAV", "Name": "Pipavav (Victor) Port", "NameWoDiac": "Pipavav (Victor) Port", "Status": "AA", "outflows": 6333654.3638700033 }, "geometry": { "type": "Point", "coordinates": [ 71.55, 20.966666666666665 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "123--6--", "LOCODE": "INTUT", "Name": "Tuticorin", "NameWoDiac": "Tuticorin", "Status": "AA", "outflows": 1224891.0 }, "geometry": { "type": "Point", "coordinates": [ 78.13333333333334, 8.783333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "1234-6--", "LOCODE": "INVTZ", "Name": "Visakhapatnam", "NameWoDiac": "Visakhapatnam", "Status": "AA", "outflows": 2172514.4999899995 }, "geometry": { "type": "Point", "coordinates": [ 83.3, 17.7 ] } },
{ "type": "Feature", "properties": { "Country": "Iraq", "Function": "123-----", "LOCODE": "IQUQR", "Name": "Umm Qasr Port", "NameWoDiac": "Umm Qasr Port", "Status": "RL", "outflows": 3640547.5715799998 }, "geometry": { "type": "Point", "coordinates": [ 47.93333333333333, 30.033333333333335 ] } },
{ "type": "Feature", "properties": { "Country": "Iran, Islamic Republic of", "Function": "1-3-----", "LOCODE": "IRASA", "Name": "Asaluyeh", "NameWoDiac": "Asaluyeh", "Status": "RL", "outflows": 3060.0 }, "geometry": { "type": "Point", "coordinates": [ 52.6, 27.466666666666665 ] } },
{ "type": "Feature", "properties": { "Country": "Iran, Islamic Republic of", "Function": "1--4----", "LOCODE": "IRBND", "Name": "Bandar Abbas", "NameWoDiac": "Bandar Abbas", "Status": "AI", "outflows": 1154182.75 }, "geometry": { "type": "Point", "coordinates": [ 56.266666666666666, 27.183333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Iran, Islamic Republic of", "Function": "1-34----", "LOCODE": "IRBKM", "Name": "Bandar Khomeini", "NameWoDiac": "Bandar Khomeini", "Status": "RL", "outflows": 85644.0 }, "geometry": { "type": "Point", "coordinates": [ 49.1, 30.433333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Iran, Islamic Republic of", "Function": "1-34----", "LOCODE": "IRBUZ", "Name": "Bushehr", "NameWoDiac": "Bushehr", "Status": "AI", "outflows": 85644.0 }, "geometry": { "type": "Point", "coordinates": [ 50.833333333333336, 28.966666666666665 ] } },
{ "type": "Feature", "properties": { "Country": "Iceland", "Function": "1-------", "LOCODE": "ISREY", "Name": "Reykjavík", "NameWoDiac": "Reykjavik", "Status": "AC", "outflows": 327138.50000099995 }, "geometry": { "type": "Point", "coordinates": [ -21.95, 64.15 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1-34----", "LOCODE": "ITAOI", "Name": "Ancona", "NameWoDiac": "Ancona", "Status": "AI", "outflows": 1251219.6666600001 }, "geometry": { "type": "Point", "coordinates": [ 13.5, 43.633333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1-34----", "LOCODE": "ITBRI", "Name": "Bari", "NameWoDiac": "Bari", "Status": "AI", "outflows": 123851.0 }, "geometry": { "type": "Point", "coordinates": [ 16.85, 41.133333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1-34----", "LOCODE": "ITCAG", "Name": "Cagliari", "NameWoDiac": "Cagliari", "Status": "AI", "outflows": 61347.0 }, "geometry": { "type": "Point", "coordinates": [ 9.116666666666667, 39.216666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1-------", "LOCODE": "ITCTA", "Name": "Catania", "NameWoDiac": "Catania", "Status": "AI", "outflows": 112515.0 }, "geometry": { "type": "Point", "coordinates": [ 15.1, 37.5 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1-------", "LOCODE": "ITCVV", "Name": "Civitavecchia", "NameWoDiac": "Civitavecchia", "Status": "AI", "outflows": 2179445.6662 }, "geometry": { "type": "Point", "coordinates": [ 11.8, 42.1 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "12345---", "LOCODE": "ITGOA", "Name": "Genova", "NameWoDiac": "Genova", "Status": "AI", "outflows": 23896971.132049996 }, "geometry": { "type": "Point", "coordinates": [ 8.95, 44.416666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1-------", "LOCODE": "ITGIT", "Name": "Gioia Tauro", "NameWoDiac": "Gioia Tauro", "Status": "AI", "outflows": 16628557.647730002 }, "geometry": { "type": "Point", "coordinates": [ 15.9, 38.416666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1-------", "LOCODE": "ITSPE", "Name": "La Spezia", "NameWoDiac": "La Spezia", "Status": "AI", "outflows": 12785874.433700003 }, "geometry": { "type": "Point", "coordinates": [ 9.833333333333334, 44.116666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1-------", "LOCODE": "ITLIV", "Name": "Livorno", "NameWoDiac": "Livorno", "Status": "AI", "outflows": 8253720.2853500005 }, "geometry": { "type": "Point", "coordinates": [ 10.316666666666666, 43.55 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1234----", "LOCODE": "ITNAP", "Name": "Napoli", "NameWoDiac": "Napoli", "Status": "AI", "outflows": 4010591.4281000006 }, "geometry": { "type": "Point", "coordinates": [ 14.25, 40.833333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1234----", "LOCODE": "ITOLB", "Name": "Olbia", "NameWoDiac": "Olbia", "Status": "RL", "outflows": 11076.0 }, "geometry": { "type": "Point", "coordinates": [ 9.516666666666667, 40.916666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1--4----", "LOCODE": "ITPMO", "Name": "Palermo", "NameWoDiac": "Palermo", "Status": "AI", "outflows": 35997.0 }, "geometry": { "type": "Point", "coordinates": [ 13.366666666666667, 38.116666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "123-----", "LOCODE": "ITSVN", "Name": "Savona", "NameWoDiac": "Savona", "Status": "AI", "outflows": 43661.0 }, "geometry": { "type": "Point", "coordinates": [ 8.5, 44.283333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1--4----", "LOCODE": "ITTPS", "Name": "Trapani", "NameWoDiac": "Trapani", "Status": "AI", "outflows": 41808.0 }, "geometry": { "type": "Point", "coordinates": [ 12.483333333333333, 38.016666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "123-----", "LOCODE": "ITVDL", "Name": "Vado Ligure", "NameWoDiac": "Vado Ligure", "Status": "RL", "outflows": 1281768.42842 }, "geometry": { "type": "Point", "coordinates": [ 8.45, 44.266666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "12345--B", "LOCODE": "ITVCE", "Name": "Venezia", "NameWoDiac": "Venezia", "Status": "AI", "outflows": 1408195.6666600001 }, "geometry": { "type": "Point", "coordinates": [ 12.333333333333334, 45.43333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Jordan", "Function": "1--4----", "LOCODE": "JOAQJ", "Name": "Al 'Aqabah", "NameWoDiac": "Al 'Aqabah", "Status": "RL", "outflows": 5019094.2318399996 }, "geometry": { "type": "Point", "coordinates": [ 35.0, 29.533333333333335 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "--3-----", "LOCODE": "JPHTD", "Name": "Hakata", "NameWoDiac": "Hakata", "Status": "RL", "outflows": 3054288.2499700007 }, "geometry": { "type": "Point", "coordinates": [ 133.1, 34.18333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "--3-----", "LOCODE": "JPISS", "Name": "Isa", "NameWoDiac": "Isa", "Status": "AF", "outflows": 362101.99997 }, "geometry": { "type": "Point", "coordinates": [ 130.6, 32.05 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "12345---", "LOCODE": "JPKKJ", "Name": "Kitakyushu", "NameWoDiac": "Kitakyushu", "Status": "AF", "outflows": 476762.0 }, "geometry": { "type": "Point", "coordinates": [ 130.833333333333343, 33.833333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "12345---", "LOCODE": "JPUKB", "Name": "Kobe", "NameWoDiac": "Kobe", "Status": "AF", "outflows": 16494507.892490005 }, "geometry": { "type": "Point", "coordinates": [ 135.166666666666657, 34.68333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "123-----", "LOCODE": "JPMJR", "Name": "Mitajiri", "NameWoDiac": "Mitajiri", "Status": "AF", "outflows": 18720.0 }, "geometry": { "type": "Point", "coordinates": [ 131.583333333333343, 34.033333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "123-5---", "LOCODE": "JPMOJ", "Name": "Moji\/Kitakyushu", "NameWoDiac": "Moji\/Kitakyushu", "Status": "AF", "outflows": 2497337.91658 }, "geometry": { "type": "Point", "coordinates": [ 130.966666666666669, 33.9 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--45---", "LOCODE": "JPOSA", "Name": "Osaka", "NameWoDiac": "Osaka", "Status": "AF", "outflows": 9088752.8333900012 }, "geometry": { "type": "Point", "coordinates": [ 135.5, 34.666666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPSEN", "Name": "Satsumasendai", "NameWoDiac": "Satsumasendai", "Status": "AF", "outflows": 1041560.0000199999 }, "geometry": { "type": "Point", "coordinates": [ 130.25, 31.816666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "12345---", "LOCODE": "JPTYO", "Name": "Tokyo", "NameWoDiac": "Tokyo", "Status": "AF", "outflows": 20969567.582899991 }, "geometry": { "type": "Point", "coordinates": [ 139.75, 35.68333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "12345---", "LOCODE": "JPYOK", "Name": "Yokohama", "NameWoDiac": "Yokohama", "Status": "AF", "outflows": 26921996.624540005 }, "geometry": { "type": "Point", "coordinates": [ 139.65, 35.45 ] } },
{ "type": "Feature", "properties": { "Country": "Cambodia", "Function": "1-34--7-", "LOCODE": "KHKOS", "Name": "Kâmpóng Saôm", "NameWoDiac": "Kampong Saom", "Status": "AI", "outflows": 1342444.99985 }, "geometry": { "type": "Point", "coordinates": [ 103.516666666666666, 10.6 ] } },
{ "type": "Feature", "properties": { "Country": "Comoros", "Function": "1-3-----", "LOCODE": "KMMUT", "Name": "Mutsamudu, Anjouan", "NameWoDiac": "Mutsamudu, Anjouan", "Status": "RL", "outflows": 143131.33335 }, "geometry": { "type": "Point", "coordinates": [ 44.383333333333333, -12.15 ] } },
{ "type": "Feature", "properties": { "Country": "Saint Kitts and Nevis", "Function": "1--4----", "LOCODE": "KNCHA", "Name": "Charlestown", "NameWoDiac": "Charlestown", "Status": "RL", "outflows": 230958.0 }, "geometry": { "type": "Point", "coordinates": [ -62.616666666666667, 17.133333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Korea, Republic of", "Function": "1234567-", "LOCODE": "KRPUS", "Name": "Busan", "NameWoDiac": "Busan", "Status": "AF", "outflows": 97226625.829958007 }, "geometry": { "type": "Point", "coordinates": [ 129.05, 35.133333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Korea, Republic of", "Function": "1-------", "LOCODE": "KRTSN", "Name": "Daesan\/Seosan", "NameWoDiac": "Daesan\/Seosan", "Status": "AF", "outflows": 391261.0 }, "geometry": { "type": "Point", "coordinates": [ 126.36666666666666, 37.0 ] } },
{ "type": "Feature", "properties": { "Country": "Korea, Republic of", "Function": "1-3-----", "LOCODE": "KRTJI", "Name": "Dangjin", "NameWoDiac": "Dangjin", "Status": "AF", "outflows": 80514.0 }, "geometry": { "type": "Point", "coordinates": [ 126.783333333333331, 36.966666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Korea, Republic of", "Function": "1234----", "LOCODE": "KRKUV", "Name": "Gunsan", "NameWoDiac": "Gunsan", "Status": "AF", "outflows": 367380.0 }, "geometry": { "type": "Point", "coordinates": [ 126.716666666666669, 35.983333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Korea, Republic of", "Function": "123-----", "LOCODE": "KRKAN", "Name": "Gwangyang", "NameWoDiac": "Gwangyang", "Status": "AF", "outflows": 16515872.093510004 }, "geometry": { "type": "Point", "coordinates": [ 127.7, 34.93333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Korea, Republic of", "Function": "123-----", "LOCODE": "KRINC", "Name": "Incheon", "NameWoDiac": "Incheon", "Status": "AF", "outflows": 7323842.7736799996 }, "geometry": { "type": "Point", "coordinates": [ 126.61666666666666, 37.45 ] } },
{ "type": "Feature", "properties": { "Country": "Korea, Republic of", "Function": "123-----", "LOCODE": "KRMAS", "Name": "Masan", "NameWoDiac": "Masan", "Status": "AF", "outflows": 292464.0 }, "geometry": { "type": "Point", "coordinates": [ 128.566666666666663, 35.2 ] } },
{ "type": "Feature", "properties": { "Country": "Korea, Republic of", "Function": "123-----", "LOCODE": "KRMOK", "Name": "Mokpo", "NameWoDiac": "Mokpo", "Status": "AF", "outflows": 64792.0 }, "geometry": { "type": "Point", "coordinates": [ 126.38333333333334, 34.8 ] } },
{ "type": "Feature", "properties": { "Country": "Korea, Republic of", "Function": "1234----", "LOCODE": "KRKPO", "Name": "Pohang", "NameWoDiac": "Pohang", "Status": "AF", "outflows": 704296.66661000007 }, "geometry": { "type": "Point", "coordinates": [ 129.366666666666674, 36.033333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "Korea, Republic of", "Function": "123--6--", "LOCODE": "KRPTK", "Name": "Pyeongtaek", "NameWoDiac": "Pyeongtaek", "Status": "AF", "outflows": 201565.00002000004 }, "geometry": { "type": "Point", "coordinates": [ 127.1, 36.966666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Korea, Republic of", "Function": "1234----", "LOCODE": "KRUSN", "Name": "Ulsan", "NameWoDiac": "Ulsan", "Status": "AF", "outflows": 4923083.7499700002 }, "geometry": { "type": "Point", "coordinates": [ 129.316666666666663, 35.533333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "Kuwait", "Function": "1-3--6--", "LOCODE": "KWSAA", "Name": "Shuaiba", "NameWoDiac": "Shuaiba", "Status": "RL", "outflows": 770515.0 }, "geometry": { "type": "Point", "coordinates": [ 48.133333333333333, 29.033333333333335 ] } },
{ "type": "Feature", "properties": { "Country": "Kuwait", "Function": "1-------", "LOCODE": "KWSWK", "Name": "Shuwaikh", "NameWoDiac": "Shuwaikh", "Status": "RL", "outflows": 272129.0 }, "geometry": { "type": "Point", "coordinates": [ 47.93333333333333, 29.35 ] } },
{ "type": "Feature", "properties": { "Country": "Cayman Islands", "Function": "1-34----", "LOCODE": "KYGEC", "Name": "Georgetown, Grand Cayman", "NameWoDiac": "Georgetown, Grand Cayman", "Status": "AI", "outflows": 20059.0 }, "geometry": { "type": "Point", "coordinates": [ -81.38333333333334, 19.3 ] } },
{ "type": "Feature", "properties": { "Country": "Lebanon", "Function": "1--45---", "LOCODE": "LBBEY", "Name": "Beirut", "NameWoDiac": "Beirut", "Status": "AI", "outflows": 8332419.5043999981 }, "geometry": { "type": "Point", "coordinates": [ 35.483333333333334, 33.833333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Saint Lucia", "Function": "1-3-----", "LOCODE": "LCCAS", "Name": "Castries", "NameWoDiac": "Castries", "Status": "RL", "outflows": 395089.06669000001 }, "geometry": { "type": "Point", "coordinates": [ -60.966666666666669, 14.016666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Sri Lanka", "Function": "12345---", "LOCODE": "LKCMB", "Name": "Colombo", "NameWoDiac": "Colombo", "Status": "AI", "outflows": 40970827.24107001 }, "geometry": { "type": "Point", "coordinates": [ 79.85, 6.916666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Liberia", "Function": "1-345---", "LOCODE": "LRMLW", "Name": "Monrovia", "NameWoDiac": "Monrovia", "Status": "AI", "outflows": 467272.00002000009 }, "geometry": { "type": "Point", "coordinates": [ -10.8, 6.3 ] } },
{ "type": "Feature", "properties": { "Country": "Libya", "Function": "1-3-----", "LOCODE": "LYKHO", "Name": "Al Khums", "NameWoDiac": "Al Khums", "Status": "RL", "outflows": 230254.00001 }, "geometry": { "type": "Point", "coordinates": [ 14.266666666666667, 32.65 ] } },
{ "type": "Feature", "properties": { "Country": "Morocco", "Function": "1--45---", "LOCODE": "MACAS", "Name": "Casablanca", "NameWoDiac": "Casablanca", "Status": "AI", "outflows": 2434027.9715000005 }, "geometry": { "type": "Point", "coordinates": [ -7.6, 33.583333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Moldova, Republic of", "Function": "1-3-----", "LOCODE": "MDGIU", "Name": "Giurgiulesti", "NameWoDiac": "Giurgiulesti", "Status": "RL", "outflows": 1560.0 }, "geometry": { "type": "Point", "coordinates": [ 28.183333333333334, 45.466666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Montenegro", "Function": "123-----", "LOCODE": "MEBAR", "Name": "Bar", "NameWoDiac": "Bar", "Status": "RL", "outflows": 257803.0 }, "geometry": { "type": "Point", "coordinates": [ 19.083333333333332, 42.083333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Madagascar", "Function": "1-------", "LOCODE": "MGEHL", "Name": "Ehoala", "NameWoDiac": "Ehoala", "Status": "RL", "outflows": 19864.0 }, "geometry": { "type": "Point", "coordinates": [ 46.95, -25.066666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Madagascar", "Function": "1-34----", "LOCODE": "MGNOS", "Name": "Nosy-Be", "NameWoDiac": "Nosy-Be", "Status": "AI", "outflows": 60888.0 }, "geometry": { "type": "Point", "coordinates": [ 48.25, -13.333333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Marshall Islands", "Function": "1--4----", "LOCODE": "MHMAJ", "Name": "Majuro", "NameWoDiac": "Majuro", "Status": "AI", "outflows": 238090.66668200004 }, "geometry": { "type": "Point", "coordinates": [ 171.383333333333326, 7.1 ] } },
{ "type": "Feature", "properties": { "Country": "Myanmar", "Function": "123-----", "LOCODE": "MMTLA", "Name": "Thilawa", "NameWoDiac": "Thilawa", "Status": "RL", "outflows": 629785.00001999992 }, "geometry": { "type": "Point", "coordinates": [ 96.25, 16.65 ] } },
{ "type": "Feature", "properties": { "Country": "Myanmar", "Function": "123-----", "LOCODE": "MMTLA", "Name": "Thilawa", "NameWoDiac": "Thilawa", "Status": "RL", "outflows": 629785.00001999992 }, "geometry": { "type": "Point", "coordinates": [ 96.25, 16.65 ] } },
{ "type": "Feature", "properties": { "Country": "Malta", "Function": "1-------", "LOCODE": "MTMAR", "Name": "Marsaxlokk", "NameWoDiac": "Marsaxlokk", "Status": "AA", "outflows": 12264680.76361 }, "geometry": { "type": "Point", "coordinates": [ 14.533333333333333, 35.833333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Mauritius", "Function": "1-3-----", "LOCODE": "MUPMA", "Name": "Port Mathurin", "NameWoDiac": "Port Mathurin", "Status": "RL", "outflows": 3451.5 }, "geometry": { "type": "Point", "coordinates": [ 63.416666666666664, -19.683333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Maldives", "Function": "1--45---", "LOCODE": "MVMLE", "Name": "Male", "NameWoDiac": "Male", "Status": "AI", "outflows": 224938.42858000004 }, "geometry": { "type": "Point", "coordinates": [ 73.5, 4.166666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Mexico", "Function": "1-3-----", "LOCODE": "MXATM", "Name": "Altamira", "NameWoDiac": "Altamira", "Status": "RL", "outflows": 6907067.8431760017 }, "geometry": { "type": "Point", "coordinates": [ -97.916666666666671, 22.4 ] } },
{ "type": "Feature", "properties": { "Country": "Mexico", "Function": "1--4----", "LOCODE": "MXCOA", "Name": "Coatzacoalcos", "NameWoDiac": "Coatzacoalcos", "Status": "AI", "outflows": 9100.0 }, "geometry": { "type": "Point", "coordinates": [ -94.4, 18.133333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Mexico", "Function": "1--4----", "LOCODE": "MXESE", "Name": "Ensenada", "NameWoDiac": "Ensenada", "Status": "AI", "outflows": 3482019.6660800003 }, "geometry": { "type": "Point", "coordinates": [ -116.6, 31.85 ] } },
{ "type": "Feature", "properties": { "Country": "Mexico", "Function": "1--4----", "LOCODE": "MXGYM", "Name": "Guaymas", "NameWoDiac": "Guaymas", "Status": "AI", "outflows": 15320.0 }, "geometry": { "type": "Point", "coordinates": [ -110.88333333333334, 27.916666666666668 ] } },
{ "type": "Feature", "properties": { "Country": "Mexico", "Function": "1-------", "LOCODE": "MXLZC", "Name": "Lázaro Cárdenas", "NameWoDiac": "Lazaro Cardenas", "Status": "AI", "outflows": 9280527.0998299997 }, "geometry": { "type": "Point", "coordinates": [ -102.183333333333337, 17.95 ] } },
{ "type": "Feature", "properties": { "Country": "Mexico", "Function": "1-34----", "LOCODE": "MXZLO", "Name": "Manzanillo", "NameWoDiac": "Manzanillo", "Status": "AI", "outflows": 14861828.233399997 }, "geometry": { "type": "Point", "coordinates": [ -104.3, 19.05 ] } },
{ "type": "Feature", "properties": { "Country": "Mexico", "Function": "1--4----", "LOCODE": "MXMZT", "Name": "Mazatlan", "NameWoDiac": "Mazatlan", "Status": "AI", "outflows": 258563.0 }, "geometry": { "type": "Point", "coordinates": [ -106.4, 23.4 ] } },
{ "type": "Feature", "properties": { "Country": "Mexico", "Function": "--3-----", "LOCODE": "MXPRO", "Name": "Paraiso", "NameWoDiac": "Paraiso", "Status": "RL", "outflows": 771394.2 }, "geometry": { "type": "Point", "coordinates": [ -92.2, 18.183333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Mexico", "Function": "1-3-----", "LOCODE": "MXPMD", "Name": "Puerto Madero", "NameWoDiac": "Puerto Madero", "Status": "AI", "outflows": 82680.0 }, "geometry": { "type": "Point", "coordinates": [ -92.416666666666671, 14.716666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Mexico", "Function": "1-3-----", "LOCODE": "MXPMS", "Name": "Puerto Morelos", "NameWoDiac": "Puerto Morelos", "Status": "RL", "outflows": 13533.0 }, "geometry": { "type": "Point", "coordinates": [ -86.86666666666666, 20.833333333333332 ] } },
{ "type": "Feature", "properties": { "Country": "Mexico", "Function": "1--4----", "LOCODE": "MXTAM", "Name": "Tampico", "NameWoDiac": "Tampico", "Status": "AI", "outflows": 33951.0 }, "geometry": { "type": "Point", "coordinates": [ -97.86666666666666, 22.25 ] } },
{ "type": "Feature", "properties": { "Country": "Mexico", "Function": "1-------", "LOCODE": "MXTUX", "Name": "Tuxpan", "NameWoDiac": "Tuxpan", "Status": "AI", "outflows": 21541.0 }, "geometry": { "type": "Point", "coordinates": [ -97.4, 20.95 ] } },
{ "type": "Feature", "properties": { "Country": "Mexico", "Function": "1-345---", "LOCODE": "MXVER", "Name": "Veracruz", "NameWoDiac": "Veracruz", "Status": "AI", "outflows": 8795504.2708560005 }, "geometry": { "type": "Point", "coordinates": [ -96.083333333333329, 19.2 ] } },
{ "type": "Feature", "properties": { "Country": "Malaysia", "Function": "1--4----", "LOCODE": "MYPEN", "Name": "Penang (Georgetown)", "NameWoDiac": "Penang (Georgetown)", "Status": "AI", "outflows": 3938506.0 }, "geometry": { "type": "Point", "coordinates": [ 100.316666666666663, 5.416666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Malaysia", "Function": "123-5---", "LOCODE": "MYPKG", "Name": "Port Klang (Pelabuhan Klang)", "NameWoDiac": "Port Klang (Pelabuhan Klang)", "Status": "RL", "outflows": 58866748.817210026 }, "geometry": { "type": "Point", "coordinates": [ 101.4, 3.0 ] } },
{ "type": "Feature", "properties": { "Country": "Malaysia", "Function": "123-----", "LOCODE": "MYTPP", "Name": "Tanjung Pelepas", "NameWoDiac": "Tanjung Pelepas", "Status": "RL", "outflows": 36861511.888539977 }, "geometry": { "type": "Point", "coordinates": [ 103.55, 1.366666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Namibia", "Function": "1--4----", "LOCODE": "NALUD", "Name": "Lüderitz", "NameWoDiac": "Luderitz", "Status": "AI", "outflows": 43992.0 }, "geometry": { "type": "Point", "coordinates": [ 15.166666666666666, -26.65 ] } },
{ "type": "Feature", "properties": { "Country": "New Caledonia", "Function": "1--45---", "LOCODE": "NCNOU", "Name": "Nouméa", "NameWoDiac": "Noumea", "Status": "AI", "outflows": 1152154.3332800004 }, "geometry": { "type": "Point", "coordinates": [ 166.45, -22.266666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "New Caledonia", "Function": "1--45---", "LOCODE": "NCNOU", "Name": "Nouméa", "NameWoDiac": "Noumea", "Status": "AI", "outflows": 1152154.3332800004 }, "geometry": { "type": "Point", "coordinates": [ 166.45, -22.266666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Nigeria", "Function": "--3-----", "LOCODE": "NGLKK", "Name": "Lekki", "NameWoDiac": "Lekki", "Status": "RL", "outflows": 23036.0 }, "geometry": { "type": "Point", "coordinates": [ 3.1, 6.45 ] } },
{ "type": "Feature", "properties": { "Country": "Nigeria", "Function": "1-3-----", "LOCODE": "NGONN", "Name": "Onne", "NameWoDiac": "Onne", "Status": "RL", "outflows": 1341939.73318 }, "geometry": { "type": "Point", "coordinates": [ 7.15, 4.716666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Nicaragua", "Function": "1-3--6--", "LOCODE": "NIRAM", "Name": "Rama", "NameWoDiac": "Rama", "Status": "RL", "outflows": 9106.5 }, "geometry": { "type": "Point", "coordinates": [ -84.216666666666669, 12.15 ] } },
{ "type": "Feature", "properties": { "Country": "Netherlands", "Function": "12345---", "LOCODE": "NLAMS", "Name": "Amsterdam", "NameWoDiac": "Amsterdam", "Status": "AF", "outflows": 87949.333334999988 }, "geometry": { "type": "Point", "coordinates": [ 4.816666666666666, 52.4 ] } },
{ "type": "Feature", "properties": { "Country": "Netherlands", "Function": "1-3-----", "LOCODE": "NLBOT", "Name": "Botlek", "NameWoDiac": "Botlek", "Status": "AF", "outflows": 33735.0 }, "geometry": { "type": "Point", "coordinates": [ 4.283333333333333, 51.883333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Netherlands", "Function": "123-----", "LOCODE": "NLIJM", "Name": "IJmuiden\/Velsen", "NameWoDiac": "IJmuiden\/Velsen", "Status": "AF", "outflows": 9516.0 }, "geometry": { "type": "Point", "coordinates": [ 4.6, 52.466666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Netherlands", "Function": "123-----", "LOCODE": "NLMOE", "Name": "Moerdijk", "NameWoDiac": "Moerdijk", "Status": "AF", "outflows": 172497.0 }, "geometry": { "type": "Point", "coordinates": [ 4.566666666666666, 51.68333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Netherlands", "Function": "12345---", "LOCODE": "NLRTM", "Name": "Rotterdam", "NameWoDiac": "Rotterdam", "Status": "AF", "outflows": 60986246.198820002 }, "geometry": { "type": "Point", "coordinates": [ 4.5, 51.916666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Netherlands", "Function": "1-3-----", "LOCODE": "NLTNZ", "Name": "Terneuzen", "NameWoDiac": "Terneuzen", "Status": "AF", "outflows": 24232.0 }, "geometry": { "type": "Point", "coordinates": [ 3.816666666666666, 51.466666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Netherlands", "Function": "123-----", "LOCODE": "NLVLI", "Name": "Vlissingen", "NameWoDiac": "Vlissingen", "Status": "AF", "outflows": 935022.40001200011 }, "geometry": { "type": "Point", "coordinates": [ 3.7, 51.45 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-34----", "LOCODE": "NOAES", "Name": "Ålesund", "NameWoDiac": "Alesund", "Status": "AF", "outflows": 450729.5 }, "geometry": { "type": "Point", "coordinates": [ 6.15, 62.466666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOARD", "Name": "Årdalstangen", "NameWoDiac": "Ardalstangen", "Status": "AA", "outflows": 23400.0 }, "geometry": { "type": "Point", "coordinates": [ 7.7, 61.233333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-------", "LOCODE": "NOAVE", "Name": "Averøy", "NameWoDiac": "Averoy", "Status": "AA", "outflows": 34164.0 }, "geometry": { "type": "Point", "coordinates": [ 7.666666666666667, 63.05 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1234----", "LOCODE": "NOBGO", "Name": "Bergen", "NameWoDiac": "Bergen", "Status": "AA", "outflows": 330739.5 }, "geometry": { "type": "Point", "coordinates": [ 5.316666666666666, 60.383333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1234----", "LOCODE": "NOBOO", "Name": "Bodø", "NameWoDiac": "Bodo", "Status": "AA", "outflows": 9516.0 }, "geometry": { "type": "Point", "coordinates": [ 14.366666666666667, 67.283333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOBVK", "Name": "Brevik", "NameWoDiac": "Brevik", "Status": "AA", "outflows": 50128.0 }, "geometry": { "type": "Point", "coordinates": [ 9.7, 59.05 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "123-----", "LOCODE": "NODRM", "Name": "Drammen", "NameWoDiac": "Drammen", "Status": "AA", "outflows": 145713.0 }, "geometry": { "type": "Point", "coordinates": [ 10.233333333333333, 59.733333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOEGE", "Name": "Egersund", "NameWoDiac": "Egersund", "Status": "AA", "outflows": 142428.0 }, "geometry": { "type": "Point", "coordinates": [ 6.0, 58.45 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-34----", "LOCODE": "NOFRO", "Name": "Florø", "NameWoDiac": "Floro", "Status": "AA", "outflows": 203580.0 }, "geometry": { "type": "Point", "coordinates": [ 5.016666666666667, 61.6 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "123-----", "LOCODE": "NOFRK", "Name": "Fredrikstad", "NameWoDiac": "Fredrikstad", "Status": "AA", "outflows": 111033.0 }, "geometry": { "type": "Point", "coordinates": [ 10.916666666666666, 59.2 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-------", "LOCODE": "NOFUS", "Name": "Fusa", "NameWoDiac": "Fusa", "Status": "AA", "outflows": 99528.0 }, "geometry": { "type": "Point", "coordinates": [ 5.616666666666667, 60.2 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOGLO", "Name": "Glomfjord", "NameWoDiac": "Glomfjord", "Status": "AA", "outflows": 34164.0 }, "geometry": { "type": "Point", "coordinates": [ 13.933333333333334, 66.8 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-34----", "LOCODE": "NOHFT", "Name": "Hammerfest", "NameWoDiac": "Hammerfest", "Status": "AA", "outflows": 9516.0 }, "geometry": { "type": "Point", "coordinates": [ 23.666666666666668, 70.65 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOHRD", "Name": "Harstad", "NameWoDiac": "Harstad", "Status": "AA", "outflows": 9516.0 }, "geometry": { "type": "Point", "coordinates": [ 16.533333333333335, 68.783333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-34----", "LOCODE": "NOHAU", "Name": "Haugesund", "NameWoDiac": "Haugesund", "Status": "AA", "outflows": 337486.5 }, "geometry": { "type": "Point", "coordinates": [ 5.25, 59.4 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOHVI", "Name": "Håvik", "NameWoDiac": "Havik", "Status": "AA", "outflows": 116610.0 }, "geometry": { "type": "Point", "coordinates": [ 5.316666666666666, 59.3 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "--3-----", "LOCODE": "NOHLA", "Name": "Holla", "NameWoDiac": "Holla", "Status": "RL", "outflows": 45630.0 }, "geometry": { "type": "Point", "coordinates": [ 9.183333333333334, 59.6 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOHYR", "Name": "Høyanger", "NameWoDiac": "Hoyanger", "Status": "AA", "outflows": 39357.5 }, "geometry": { "type": "Point", "coordinates": [ 6.05, 61.216666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOHOY", "Name": "Husøy - Tønsberg", "NameWoDiac": "Husoy - Tonsberg", "Status": "AA", "outflows": 17160.0 }, "geometry": { "type": "Point", "coordinates": [ 10.45, 59.233333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOIKR", "Name": "Ikornnes", "NameWoDiac": "Ikornnes", "Status": "AA", "outflows": 69888.0 }, "geometry": { "type": "Point", "coordinates": [ 6.55, 62.383333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "123-----", "LOCODE": "NOKRS", "Name": "Kristiansand", "NameWoDiac": "Kristiansand", "Status": "AA", "outflows": 86460.0 }, "geometry": { "type": "Point", "coordinates": [ 7.983333333333333, 58.133333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "123-----", "LOCODE": "NOLAR", "Name": "Larvik", "NameWoDiac": "Larvik", "Status": "AA", "outflows": 123903.0 }, "geometry": { "type": "Point", "coordinates": [ 10.016666666666667, 59.033333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOMAY", "Name": "Måløy", "NameWoDiac": "Maloy", "Status": "AF", "outflows": 347613.5 }, "geometry": { "type": "Point", "coordinates": [ 5.1, 61.93333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-34----", "LOCODE": "NOMOL", "Name": "Molde", "NameWoDiac": "Molde", "Status": "AA", "outflows": 9516.0 }, "geometry": { "type": "Point", "coordinates": [ 7.15, 62.733333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1234----", "LOCODE": "NOMJF", "Name": "Mosjøen", "NameWoDiac": "Mosjoen", "Status": "AF", "outflows": 42276.0 }, "geometry": { "type": "Point", "coordinates": [ 13.2, 65.833333333333329 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "123-----", "LOCODE": "NOMSS", "Name": "Moss", "NameWoDiac": "Moss", "Status": "AA", "outflows": 51012.0 }, "geometry": { "type": "Point", "coordinates": [ 10.65, 59.416666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOODD", "Name": "Odda", "NameWoDiac": "Odda", "Status": "AA", "outflows": 19240.0 }, "geometry": { "type": "Point", "coordinates": [ 6.533333333333333, 60.06666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOORK", "Name": "Orkanger", "NameWoDiac": "Orkanger", "Status": "AA", "outflows": 132567.5 }, "geometry": { "type": "Point", "coordinates": [ 9.833333333333334, 63.31666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "12345---", "LOCODE": "NOOSL", "Name": "Oslo", "NameWoDiac": "Oslo", "Status": "AA", "outflows": 370877.0 }, "geometry": { "type": "Point", "coordinates": [ 10.733333333333333, 59.9 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOSAT", "Name": "Salten", "NameWoDiac": "Salten", "Status": "AA", "outflows": 34164.0 }, "geometry": { "type": "Point", "coordinates": [ 15.583333333333334, 67.36666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1234----", "LOCODE": "NOSVG", "Name": "Stavanger", "NameWoDiac": "Stavanger", "Status": "AI", "outflows": 99528.0 }, "geometry": { "type": "Point", "coordinates": [ 5.75, 58.966666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-34----", "LOCODE": "NOSKN", "Name": "Stokmarknes", "NameWoDiac": "Stokmarknes", "Status": "AA", "outflows": 34164.0 }, "geometry": { "type": "Point", "coordinates": [ 14.9, 68.566666666666663 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOSUN", "Name": "Sunndalsøra", "NameWoDiac": "Sunndalsora", "Status": "AF", "outflows": 107250.0 }, "geometry": { "type": "Point", "coordinates": [ 8.55, 62.666666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOSVE", "Name": "Svelgen", "NameWoDiac": "Svelgen", "Status": "AA", "outflows": 34164.0 }, "geometry": { "type": "Point", "coordinates": [ 5.283333333333333, 61.766666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-34----", "LOCODE": "NOSVJ", "Name": "Svolvær", "NameWoDiac": "Svolvar", "Status": "AA", "outflows": 9516.0 }, "geometry": { "type": "Point", "coordinates": [ 14.55, 68.216666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-3-----", "LOCODE": "NOTAE", "Name": "Tananger", "NameWoDiac": "Tananger", "Status": "AA", "outflows": 348445.5 }, "geometry": { "type": "Point", "coordinates": [ 5.583333333333333, 58.916666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-34----", "LOCODE": "NOTOS", "Name": "Tromsø", "NameWoDiac": "Tromso", "Status": "AI", "outflows": 9516.0 }, "geometry": { "type": "Point", "coordinates": [ 18.966666666666665, 69.666666666666671 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1234----", "LOCODE": "NOTRD", "Name": "Trondheim", "NameWoDiac": "Trondheim", "Status": "AA", "outflows": 9516.0 }, "geometry": { "type": "Point", "coordinates": [ 10.4, 63.43333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Nauru", "Function": "1--45---", "LOCODE": "NRINU", "Name": "Nauru Island", "NameWoDiac": "Nauru Island", "Status": "AI", "outflows": 3756.0 }, "geometry": { "type": "Point", "coordinates": [ 166.916666666666657, -0.55 ] } },
{ "type": "Feature", "properties": { "Country": "New Zealand", "Function": "12345---", "LOCODE": "NZAKL", "Name": "Auckland", "NameWoDiac": "Auckland", "Status": "AC", "outflows": 3839723.3548399992 }, "geometry": { "type": "Point", "coordinates": [ 174.8, -36.833333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "New Zealand", "Function": "123-----", "LOCODE": "NZBLU", "Name": "Bluff", "NameWoDiac": "Bluff", "Status": "AC", "outflows": 537012.66663 }, "geometry": { "type": "Point", "coordinates": [ 168.316666666666663, -46.6 ] } },
{ "type": "Feature", "properties": { "Country": "New Zealand", "Function": "1-3-----", "LOCODE": "NZLYT", "Name": "Lyttelton", "NameWoDiac": "Lyttelton", "Status": "AC", "outflows": 2992885.6903999997 }, "geometry": { "type": "Point", "coordinates": [ 172.716666666666669, -43.6 ] } },
{ "type": "Feature", "properties": { "Country": "New Zealand", "Function": "1-3-----", "LOCODE": "NZMAP", "Name": "Marsden Point", "NameWoDiac": "Marsden Point", "Status": "AC", "outflows": 722904.00003 }, "geometry": { "type": "Point", "coordinates": [ 174.5, -35.833333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "New Zealand", "Function": "1--4----", "LOCODE": "NZNPE", "Name": "Napier", "NameWoDiac": "Napier", "Status": "AC", "outflows": 3423163.5692899991 }, "geometry": { "type": "Point", "coordinates": [ 176.9, -39.466666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "New Zealand", "Function": "1-34----", "LOCODE": "NZNSN", "Name": "Nelson", "NameWoDiac": "Nelson", "Status": "AC", "outflows": 1229461.9998700004 }, "geometry": { "type": "Point", "coordinates": [ 173.26666666666668, -41.25 ] } },
{ "type": "Feature", "properties": { "Country": "New Zealand", "Function": "1-------", "LOCODE": "NZPOE", "Name": "Port Chalmers", "NameWoDiac": "Port Chalmers", "Status": "AC", "outflows": 1736542.9262700006 }, "geometry": { "type": "Point", "coordinates": [ 170.6, -45.81666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "New Zealand", "Function": "1234----", "LOCODE": "NZTRG", "Name": "Tauranga", "NameWoDiac": "Tauranga", "Status": "AI", "outflows": 6568750.5691900002 }, "geometry": { "type": "Point", "coordinates": [ 176.166666666666657, -37.68333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "New Zealand", "Function": "1234----", "LOCODE": "NZTIU", "Name": "Timaru", "NameWoDiac": "Timaru", "Status": "AC", "outflows": 1399570.2597300003 }, "geometry": { "type": "Point", "coordinates": [ 171.25, -44.383333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "New Zealand", "Function": "1234----", "LOCODE": "NZWLG", "Name": "Wellington", "NameWoDiac": "Wellington", "Status": "AC", "outflows": 1605903.3093099999 }, "geometry": { "type": "Point", "coordinates": [ 174.783333333333331, -41.266666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Panama", "Function": "1-345---", "LOCODE": "PAONX", "Name": "Colón", "NameWoDiac": "Colon", "Status": "AI", "outflows": 5425996.6880400013 }, "geometry": { "type": "Point", "coordinates": [ -79.86666666666666, 9.35 ] } },
{ "type": "Feature", "properties": { "Country": "Panama", "Function": "1-------", "LOCODE": "PACTB", "Name": "Cristóbal", "NameWoDiac": "Cristobal", "Status": "AI", "outflows": 7696418.2510899995 }, "geometry": { "type": "Point", "coordinates": [ -79.9, 9.35 ] } },
{ "type": "Feature", "properties": { "Country": "Panama", "Function": "1-345---", "LOCODE": "PAPTY", "Name": "Panamá, Ciudad de", "NameWoDiac": "Panama, Ciudad de", "Status": "AI", "outflows": 13494.0 }, "geometry": { "type": "Point", "coordinates": [ -79.533333333333331, 8.966666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Panama", "Function": "1-------", "LOCODE": "PAROD", "Name": "Rodman", "NameWoDiac": "Rodman", "Status": "RL", "outflows": 4784764.0453200005 }, "geometry": { "type": "Point", "coordinates": [ -79.566666666666663, 8.95 ] } },
{ "type": "Feature", "properties": { "Country": "French Polynesia", "Function": "1--4----", "LOCODE": "PFBOB", "Name": "Bora Bora", "NameWoDiac": "Bora Bora", "Status": "AI", "outflows": 726.75 }, "geometry": { "type": "Point", "coordinates": [ -151.75, -16.45 ] } },
{ "type": "Feature", "properties": { "Country": "French Polynesia", "Function": "1--45---", "LOCODE": "PFPPT", "Name": "Papeete", "NameWoDiac": "Papeete", "Status": "AI", "outflows": 1092395.0833000003 }, "geometry": { "type": "Point", "coordinates": [ -149.616666666666674, -17.55 ] } },
{ "type": "Feature", "properties": { "Country": "Papua New Guinea", "Function": "1--4----", "LOCODE": "PGMAG", "Name": "Madang", "NameWoDiac": "Madang", "Status": "AI", "outflows": 168130.0 }, "geometry": { "type": "Point", "coordinates": [ 145.783333333333331, -5.216666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Papua New Guinea", "Function": "1-------", "LOCODE": "PGMTK", "Name": "Motukea Island", "NameWoDiac": "Motukea Island", "Status": "RL", "outflows": 301007.5 }, "geometry": { "type": "Point", "coordinates": [ 147.1, -9.433333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1-3--6--", "LOCODE": "PHBTG", "Name": "Batangas\/Luzon", "NameWoDiac": "Batangas\/Luzon", "Status": "AI", "outflows": 1811559.5 }, "geometry": { "type": "Point", "coordinates": [ 121.05, 13.75 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1-34----", "LOCODE": "PHGES", "Name": "General Santos", "NameWoDiac": "General Santos", "Status": "AI", "outflows": 925870.83340999996 }, "geometry": { "type": "Point", "coordinates": [ 125.15, 6.116666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1-3-----", "LOCODE": "PHTGO", "Name": "Tagoloan", "NameWoDiac": "Tagoloan", "Status": "RL", "outflows": 12150.0 }, "geometry": { "type": "Point", "coordinates": [ 124.75, 8.533333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Poland", "Function": "123-----", "LOCODE": "PLGDY", "Name": "Gdynia", "NameWoDiac": "Gdynia", "Status": "RL", "outflows": 1377819.1666200003 }, "geometry": { "type": "Point", "coordinates": [ 18.55, 54.5 ] } },
{ "type": "Feature", "properties": { "Country": "Poland", "Function": "123-----", "LOCODE": "PLSWI", "Name": "Swinoujscie", "NameWoDiac": "Swinoujscie", "Status": "RL", "outflows": 16263.0 }, "geometry": { "type": "Point", "coordinates": [ 14.25, 53.9 ] } },
{ "type": "Feature", "properties": { "Country": "Puerto Rico", "Function": "1--45---", "LOCODE": "PRSJU", "Name": "San Juan", "NameWoDiac": "San Juan", "Status": "AI", "outflows": 914875.50003 }, "geometry": { "type": "Point", "coordinates": [ -66.083333333333329, 18.45 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "1-3-----", "LOCODE": "PTCNL", "Name": "Caniçal", "NameWoDiac": "Canical", "Status": "RL", "outflows": 70018.0 }, "geometry": { "type": "Point", "coordinates": [ -16.733333333333334, 32.733333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "123-----", "LOCODE": "PTFDF", "Name": "Figueira da Foz", "NameWoDiac": "Figueira da Foz", "Status": "AI", "outflows": 26754.0 }, "geometry": { "type": "Point", "coordinates": [ -8.866666666666667, 40.15 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "1-34----", "LOCODE": "PTHOR", "Name": "Horta", "NameWoDiac": "Horta", "Status": "AI", "outflows": 32292.0 }, "geometry": { "type": "Point", "coordinates": [ -28.633333333333333, 38.533333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "123-----", "LOCODE": "PTLEI", "Name": "Leixões", "NameWoDiac": "Leixoes", "Status": "AI", "outflows": 1619530.783304 }, "geometry": { "type": "Point", "coordinates": [ -8.683333333333334, 41.18333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "12345---", "LOCODE": "PTLIS", "Name": "Lisboa", "NameWoDiac": "Lisboa", "Status": "AI", "outflows": 1373631.1667299997 }, "geometry": { "type": "Point", "coordinates": [ -9.133333333333333, 38.716666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "--3-----", "LOCODE": "PTPIC", "Name": "Pico", "NameWoDiac": "Pico", "Status": "RL", "outflows": 23192.0 }, "geometry": { "type": "Point", "coordinates": [ -8.416666666666666, 41.68333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "1-345---", "LOCODE": "PTPDL", "Name": "Ponta Delgada", "NameWoDiac": "Ponta Delgada", "Status": "AI", "outflows": 109096.0 }, "geometry": { "type": "Point", "coordinates": [ -25.666666666666668, 37.733333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "1--4---B", "LOCODE": "PTPXO", "Name": "Porto Santo Island", "NameWoDiac": "Porto Santo Island", "Status": "AI", "outflows": 28236.0 }, "geometry": { "type": "Point", "coordinates": [ -16.333333333333332, 33.06666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "1-3-----", "LOCODE": "PTPRG", "Name": "Praia da Graciosa", "NameWoDiac": "Praia da Graciosa", "Status": "AI", "outflows": 19500.0 }, "geometry": { "type": "Point", "coordinates": [ -27.966666666666665, 39.05 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "1-3-----", "LOCODE": "PTPRV", "Name": "Praia da Vitória", "NameWoDiac": "Praia da Vitoria", "Status": "AI", "outflows": 109096.0 }, "geometry": { "type": "Point", "coordinates": [ -27.066666666666666, 38.733333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "1-3-----", "LOCODE": "PTSCF", "Name": "Santa Cruz das Flores", "NameWoDiac": "Santa Cruz das Flores", "Status": "RL", "outflows": 16146.0 }, "geometry": { "type": "Point", "coordinates": [ -31.116666666666667, 39.45 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "123-----", "LOCODE": "PTSET", "Name": "Setúbal", "NameWoDiac": "Setubal", "Status": "AI", "outflows": 443319.5 }, "geometry": { "type": "Point", "coordinates": [ -8.9, 38.533333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "1234----", "LOCODE": "PTSIE", "Name": "Sines", "NameWoDiac": "Sines", "Status": "AI", "outflows": 11424189.365200002 }, "geometry": { "type": "Point", "coordinates": [ -8.866666666666667, 37.95 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "1-3-----", "LOCODE": "PTVEL", "Name": "Velas", "NameWoDiac": "Velas", "Status": "AI", "outflows": 47190.0 }, "geometry": { "type": "Point", "coordinates": [ -28.216666666666665, 38.68333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Portugal", "Function": "1-3-----", "LOCODE": "PTVDP", "Name": "Vila do Porto", "NameWoDiac": "Vila do Porto", "Status": "RL", "outflows": 13468.0 }, "geometry": { "type": "Point", "coordinates": [ -25.15, 36.93333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Paraguay", "Function": "1--45---", "LOCODE": "PYASU", "Name": "Asunción", "NameWoDiac": "Asuncion", "Status": "AI", "outflows": 13793.0 }, "geometry": { "type": "Point", "coordinates": [ -57.666666666666664, -25.266666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Qatar", "Function": "1-------", "LOCODE": "QAHMD", "Name": "BGN\/PCGN1956 - HAMAD", "NameWoDiac": "BGN\/PCGN1956 - HAMAD", "Status": "RL", "outflows": 11570563.360890001 }, "geometry": { "type": "Point", "coordinates": [ 51.616666666666667, 25.0 ] } },
{ "type": "Feature", "properties": { "Country": "Qatar", "Function": "1----6--", "LOCODE": "QAMES", "Name": "Mesaieed", "NameWoDiac": "Mesaieed", "Status": "RQ", "outflows": 87230.0 }, "geometry": { "type": "Point", "coordinates": [ 51.916666666666664, 25.633333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Romania", "Function": "1234-6--", "LOCODE": "ROCND", "Name": "Constanta", "NameWoDiac": "Constanta", "Status": "AI", "outflows": 4202750.0668100007 }, "geometry": { "type": "Point", "coordinates": [ 28.65, 44.18333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Russian Federation", "Function": "123-----", "LOCODE": "RUBRK", "Name": "Lomonosov", "NameWoDiac": "Lomonosov", "Status": "RL", "outflows": 172926.0 }, "geometry": { "type": "Point", "coordinates": [ 29.733333333333334, 59.9 ] } },
{ "type": "Feature", "properties": { "Country": "Russian Federation", "Function": "123--6--", "LOCODE": "RUNVS", "Name": "Novorossiysk", "NameWoDiac": "Novorossiysk", "Status": "RL", "outflows": 2856095.6668099994 }, "geometry": { "type": "Point", "coordinates": [ 37.766666666666666, 44.716666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Russian Federation", "Function": "12345---", "LOCODE": "RULED", "Name": "Saint Petersburg (ex Leningrad)", "NameWoDiac": "Saint Petersburg (ex Leningrad)", "Status": "AI", "outflows": 2197863.9046789999 }, "geometry": { "type": "Point", "coordinates": [ 30.25, 59.883333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Russian Federation", "Function": "123-----", "LOCODE": "RUULU", "Name": "Ust'-Luga", "NameWoDiac": "Ust'-Luga", "Status": "RL", "outflows": 217892.99998 }, "geometry": { "type": "Point", "coordinates": [ 28.316666666666666, 59.666666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Russian Federation", "Function": "1-------", "LOCODE": "RUVYP", "Name": "Vostochnyy Port", "NameWoDiac": "Vostochnyy Port", "Status": "RL", "outflows": 694044.00000000012 }, "geometry": { "type": "Point", "coordinates": [ 133.05, 42.766666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Russian Federation", "Function": "1-------", "LOCODE": "RUZAR", "Name": "Zarubino", "NameWoDiac": "Zarubino", "Status": "RL", "outflows": 8476.0 }, "geometry": { "type": "Point", "coordinates": [ 131.083333333333343, 42.616666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Saudi Arabia", "Function": "12345---", "LOCODE": "SADMM", "Name": "Ad Dammam", "NameWoDiac": "Ad Dammam", "Status": "RL", "outflows": 11255729.646892 }, "geometry": { "type": "Point", "coordinates": [ 50.1, 26.416666666666668 ] } },
{ "type": "Feature", "properties": { "Country": "Saudi Arabia", "Function": "1--45---", "LOCODE": "SAJED", "Name": "Jeddah", "NameWoDiac": "Jeddah", "Status": "AI", "outflows": 28479677.911780011 }, "geometry": { "type": "Point", "coordinates": [ 39.166666666666664, 21.533333333333335 ] } },
{ "type": "Feature", "properties": { "Country": "Saudi Arabia", "Function": "1-3-----", "LOCODE": "SAKAC", "Name": "King Abdullah City", "NameWoDiac": "King Abdullah City", "Status": "RQ", "outflows": 13582128.147299998 }, "geometry": { "type": "Point", "coordinates": [ 39.083333333333336, 22.4 ] } },
{ "type": "Feature", "properties": { "Country": "Saudi Arabia", "Function": "1-34----", "LOCODE": "SAYNB", "Name": "Yanbu al-Bahr", "NameWoDiac": "Yanbu al-Bahr", "Status": "AI", "outflows": 49257.0 }, "geometry": { "type": "Point", "coordinates": [ 38.033333333333331, 24.083333333333332 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "123-----", "LOCODE": "SEAHU", "Name": "Åhus", "NameWoDiac": "Ahus", "Status": "AA", "outflows": 33696.0 }, "geometry": { "type": "Point", "coordinates": [ 14.283333333333333, 55.916666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "1--4----", "LOCODE": "SEGVX", "Name": "Gävle", "NameWoDiac": "Gavle", "Status": "AA", "outflows": 278876.0 }, "geometry": { "type": "Point", "coordinates": [ 17.166666666666668, 60.666666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "12345---", "LOCODE": "SEGOT", "Name": "Göteborg", "NameWoDiac": "Goteborg", "Status": "AA", "outflows": 3614371.4282800001 }, "geometry": { "type": "Point", "coordinates": [ 11.966666666666667, 57.716666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "1234----", "LOCODE": "SEHAD", "Name": "Halmstad", "NameWoDiac": "Halmstad", "Status": "AA", "outflows": 48750.0 }, "geometry": { "type": "Point", "coordinates": [ 12.85, 56.666666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "1--4----", "LOCODE": "SEKSD", "Name": "Karlstad", "NameWoDiac": "Karlstad", "Status": "AA", "outflows": 3312.0 }, "geometry": { "type": "Point", "coordinates": [ 13.5, 59.366666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "1234----", "LOCODE": "SENRK", "Name": "Norrköping", "NameWoDiac": "Norrkoping", "Status": "AA", "outflows": 296309.0 }, "geometry": { "type": "Point", "coordinates": [ 16.183333333333334, 58.6 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "123-----", "LOCODE": "SEOSK", "Name": "Oskarshamn", "NameWoDiac": "Oskarshamn", "Status": "AA", "outflows": 84688.5 }, "geometry": { "type": "Point", "coordinates": [ 16.433333333333334, 57.266666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "123-----", "LOCODE": "SEOXE", "Name": "Oxelösund", "NameWoDiac": "Oxelosund", "Status": "AA", "outflows": 73031.833334999988 }, "geometry": { "type": "Point", "coordinates": [ 17.1, 58.666666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "123-----", "LOCODE": "SEPIT", "Name": "Piteå", "NameWoDiac": "Pitea", "Status": "AA", "outflows": 67392.0 }, "geometry": { "type": "Point", "coordinates": [ 21.5, 65.333333333333329 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "123--6--", "LOCODE": "SESOE", "Name": "Södertälje", "NameWoDiac": "Sodertalje", "Status": "AA", "outflows": 54799.333335000003 }, "geometry": { "type": "Point", "coordinates": [ 17.616666666666667, 59.2 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "12345---", "LOCODE": "SESTO", "Name": "Stockholm", "NameWoDiac": "Stockholm", "Status": "AA", "outflows": 227955.0 }, "geometry": { "type": "Point", "coordinates": [ 18.05, 59.333333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "1-34----", "LOCODE": "SESDL", "Name": "Sundsvall", "NameWoDiac": "Sundsvall", "Status": "AA", "outflows": 51928.5 }, "geometry": { "type": "Point", "coordinates": [ 17.3, 62.383333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "1234----", "LOCODE": "SEUME", "Name": "Umeå", "NameWoDiac": "Umea", "Status": "AI", "outflows": 51928.5 }, "geometry": { "type": "Point", "coordinates": [ 20.25, 63.833333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "1234----", "LOCODE": "SEVST", "Name": "Västerås", "NameWoDiac": "Vasteras", "Status": "AA", "outflows": 21103.333335000003 }, "geometry": { "type": "Point", "coordinates": [ 16.55, 59.616666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Syrian Arab Republic", "Function": "1--4----", "LOCODE": "SYLTK", "Name": "Latakia", "NameWoDiac": "Latakia", "Status": "AI", "outflows": 719300.0 }, "geometry": { "type": "Point", "coordinates": [ 35.783333333333331, 35.516666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Syrian Arab Republic", "Function": "1-3-----", "LOCODE": "SYTTS", "Name": "Tartus", "NameWoDiac": "Tartus", "Status": "RL", "outflows": 103493.0 }, "geometry": { "type": "Point", "coordinates": [ 35.9, 34.9 ] } },
{ "type": "Feature", "properties": { "Country": "Thailand", "Function": "12345---", "LOCODE": "THBKK", "Name": "Bangkok", "NameWoDiac": "Bangkok", "Status": "AI", "outflows": 4526246.8335100003 }, "geometry": { "type": "Point", "coordinates": [ 100.516666666666666, 13.75 ] } },
{ "type": "Feature", "properties": { "Country": "Thailand", "Function": "1-3-----", "LOCODE": "THLCH", "Name": "Laem Chabang", "NameWoDiac": "Laem Chabang", "Status": "RL", "outflows": 21757591.196550008 }, "geometry": { "type": "Point", "coordinates": [ 100.88333333333334, 13.083333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Thailand", "Function": "---4----", "LOCODE": "THHKT", "Name": "Phuket International Apt", "NameWoDiac": "Phuket International Apt", "Status": "AA", "outflows": 44898.75 }, "geometry": { "type": "Point", "coordinates": [ 98.316666666666663, 8.116666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Thailand", "Function": "1-3-----", "LOCODE": "THSCS", "Name": "Sahathai Coastal Seaport", "NameWoDiac": "Sahathai Coastal Seaport", "Status": "RQ", "outflows": 91563.33335 }, "geometry": { "type": "Point", "coordinates": [ 100.533333333333331, 13.65 ] } },
{ "type": "Feature", "properties": { "Country": "Timor-Leste", "Function": "1-34----", "LOCODE": "TLDIL", "Name": "Dili", "NameWoDiac": "Dili", "Status": "RL", "outflows": 34187.75 }, "geometry": { "type": "Point", "coordinates": [ 125.566666666666663, -8.55 ] } },
{ "type": "Feature", "properties": { "Country": "Tonga", "Function": "1--45---", "LOCODE": "TOTBU", "Name": "Nuku'alofa", "NameWoDiac": "Nuku'alofa", "Status": "AI", "outflows": 178599.5 }, "geometry": { "type": "Point", "coordinates": [ -175.2, -21.133333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "--3-----", "LOCODE": "TRPAM", "Name": "Ambarli", "NameWoDiac": "Ambarli", "Status": "RL", "outflows": 14411413.266529994 }, "geometry": { "type": "Point", "coordinates": [ 39.166666666666664, 41.033333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "1234----", "LOCODE": "TRAYT", "Name": "Antalya", "NameWoDiac": "Antalya", "Status": "AI", "outflows": 111670.0 }, "geometry": { "type": "Point", "coordinates": [ 30.6, 36.833333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "1234----", "LOCODE": "TRBDM", "Name": "Bandirma", "NameWoDiac": "Bandirma", "Status": "AI", "outflows": 19968.0 }, "geometry": { "type": "Point", "coordinates": [ 27.966666666666665, 40.35 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "--3-----", "LOCODE": "TRELI", "Name": "Eregli", "NameWoDiac": "Eregli", "Status": "RL", "outflows": 46215.0 }, "geometry": { "type": "Point", "coordinates": [ 34.05, 37.5 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "123-----", "LOCODE": "TREYP", "Name": "Evyap Port \/Kocaeli", "NameWoDiac": "Evyap Port \/Kocaeli", "Status": "RL", "outflows": 2234864.6663000002 }, "geometry": { "type": "Point", "coordinates": [ 29.7, 40.766666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "123-----", "LOCODE": "TRGEB", "Name": "Gebze", "NameWoDiac": "Gebze", "Status": "RL", "outflows": 3850254.1414999994 }, "geometry": { "type": "Point", "coordinates": [ 29.416666666666668, 40.783333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "1-------", "LOCODE": "TRGEM", "Name": "Gemlik", "NameWoDiac": "Gemlik", "Status": "RL", "outflows": 5852461.2414100012 }, "geometry": { "type": "Point", "coordinates": [ 29.15, 40.416666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "123-----", "LOCODE": "TRISK", "Name": "Iskenderun", "NameWoDiac": "Iskenderun", "Status": "RL", "outflows": 5577045.5832400005 }, "geometry": { "type": "Point", "coordinates": [ 36.166666666666664, 36.583333333333336 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "12345---", "LOCODE": "TRIZM", "Name": "Izmir", "NameWoDiac": "Izmir", "Status": "AI", "outflows": 3559402.8750300007 }, "geometry": { "type": "Point", "coordinates": [ 27.15, 38.416666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "123-----", "LOCODE": "TRIZT", "Name": "Izmit", "NameWoDiac": "Izmit", "Status": "RL", "outflows": 8619638.1665099971 }, "geometry": { "type": "Point", "coordinates": [ 29.95, 40.783333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "123-----", "LOCODE": "TRKMX", "Name": "Kumport", "NameWoDiac": "Kumport", "Status": "RQ", "outflows": 829400.0 }, "geometry": { "type": "Point", "coordinates": [ 28.816666666666666, 40.95 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "1-------", "LOCODE": "TRLMA", "Name": "Limas", "NameWoDiac": "Limas", "Status": "RQ", "outflows": 31720.0 }, "geometry": { "type": "Point", "coordinates": [ 26.916666666666668, 38.75 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "123-----", "LOCODE": "TRMAD", "Name": "Mardas", "NameWoDiac": "Mardas", "Status": "RQ", "outflows": 103532.0 }, "geometry": { "type": "Point", "coordinates": [ 28.95, 41.016666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "123-----", "LOCODE": "TRMER", "Name": "Mersin", "NameWoDiac": "Mersin", "Status": "RL", "outflows": 9929684.1327900011 }, "geometry": { "type": "Point", "coordinates": [ 34.633333333333333, 36.716666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "1--4----", "LOCODE": "TRSSX", "Name": "Samsun", "NameWoDiac": "Samsun", "Status": "AI", "outflows": 105306.5 }, "geometry": { "type": "Point", "coordinates": [ 36.333333333333336, 41.283333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "1234----", "LOCODE": "TRTEK", "Name": "Tekirdag", "NameWoDiac": "Tekirdag", "Status": "AI", "outflows": 4941615.3749799989 }, "geometry": { "type": "Point", "coordinates": [ 27.516666666666666, 40.966666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "1-34----", "LOCODE": "TRTZX", "Name": "Trabzon", "NameWoDiac": "Trabzon", "Status": "AI", "outflows": 14760.0 }, "geometry": { "type": "Point", "coordinates": [ 39.733333333333334, 41.0 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "1-3-----", "LOCODE": "TRYPO", "Name": "Yilport", "NameWoDiac": "Yilport", "Status": "RL", "outflows": 253751.33331 }, "geometry": { "type": "Point", "coordinates": [ 29.533333333333335, 40.766666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Trinidad and Tobago", "Function": "1--45---", "LOCODE": "TTPOS", "Name": "Port-of-Spain", "NameWoDiac": "Port-of-Spain", "Status": "AI", "outflows": 1136813.0 }, "geometry": { "type": "Point", "coordinates": [ -61.516666666666666, 10.65 ] } },
{ "type": "Feature", "properties": { "Country": "Trinidad and Tobago", "Function": "1--45---", "LOCODE": "TTPOS", "Name": "Port-of-Spain", "NameWoDiac": "Port-of-Spain", "Status": "AI", "outflows": 1136813.0 }, "geometry": { "type": "Point", "coordinates": [ -61.516666666666666, 10.65 ] } },
{ "type": "Feature", "properties": { "Country": "Taiwan, Province of China", "Function": "1--45---", "LOCODE": "TWTPE", "Name": "Taipei", "NameWoDiac": "Taipei", "Status": "AI", "outflows": 10793107.077210007 }, "geometry": { "type": "Point", "coordinates": [ 121.516666666666666, 25.033333333333335 ] } },
{ "type": "Feature", "properties": { "Country": "Tanzania, United Republic of", "Function": "12345---", "LOCODE": "TZDAR", "Name": "Dar es Salaam", "NameWoDiac": "Dar es Salaam", "Status": "AI", "outflows": 1404403.5674399997 }, "geometry": { "type": "Point", "coordinates": [ 39.283333333333331, -6.8 ] } },
{ "type": "Feature", "properties": { "Country": "Ukraine", "Function": "123-----", "LOCODE": "UAILK", "Name": "Chornomorsk", "NameWoDiac": "Chornomorsk", "Status": "AA", "outflows": 1398819.4999800001 }, "geometry": { "type": "Point", "coordinates": [ 30.666666666666668, 46.31666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Ukraine", "Function": "1234-6--", "LOCODE": "UAODS", "Name": "Odesa", "NameWoDiac": "Odesa", "Status": "AA", "outflows": 2843490.8999800007 }, "geometry": { "type": "Point", "coordinates": [ 30.75, 46.5 ] } },
{ "type": "Feature", "properties": { "Country": "Ukraine", "Function": "1-------", "LOCODE": "UAYUZ", "Name": "Yuzhnyi", "NameWoDiac": "Yuzhnyi", "Status": "AA", "outflows": 1861645.5 }, "geometry": { "type": "Point", "coordinates": [ 31.016666666666666, 46.6 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "123-----", "LOCODE": "USBAL", "Name": "Baltimore", "NameWoDiac": "Baltimore", "Status": "RL", "outflows": 6053080.2448899997 }, "geometry": { "type": "Point", "coordinates": [ -76.61666666666666, 39.283333333333331 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "-23-----", "LOCODE": "USACL", "Name": "Chester", "NameWoDiac": "Chester", "Status": "RL", "outflows": 109902.0 }, "geometry": { "type": "Point", "coordinates": [ -72.583333333333329, 43.266666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "--3----B", "LOCODE": "USEPI", "Name": "Eastport", "NameWoDiac": "Eastport", "Status": "RN", "outflows": 28364.0 }, "geometry": { "type": "Point", "coordinates": [ -67.000460366215606, 44.918963897792032 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1-3-----", "LOCODE": "USFEB", "Name": "Fernandina Beach", "NameWoDiac": "Fernandina Beach", "Status": "RL", "outflows": 2700.0 }, "geometry": { "type": "Point", "coordinates": [ -81.45, 30.666666666666668 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "--3--6--", "LOCODE": "USGFP", "Name": "Gulfport", "NameWoDiac": "Gulfport", "Status": "RQ", "outflows": 179625.33335 }, "geometry": { "type": "Point", "coordinates": [ -89.084906220322893, 30.378156457739781 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1-345---", "LOCODE": "USHNL", "Name": "Honolulu", "NameWoDiac": "Honolulu", "Status": "AI", "outflows": 808514.83334000001 }, "geometry": { "type": "Point", "coordinates": [ -157.85, 21.3 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "-23--6--", "LOCODE": "USHKA", "Name": "Houston", "NameWoDiac": "Houston", "Status": "RL", "outflows": 14456458.251239998 }, "geometry": { "type": "Point", "coordinates": [ -149.816666666666663, 61.633333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1234----", "LOCODE": "USLGB", "Name": "Long Beach", "NameWoDiac": "Long Beach", "Status": "AI", "outflows": 12114713.79308 }, "geometry": { "type": "Point", "coordinates": [ -118.183333333333337, 33.766666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "12345---", "LOCODE": "USNYC", "Name": "New York", "NameWoDiac": "New York", "Status": "AI", "outflows": 27396473.865290001 }, "geometry": { "type": "Point", "coordinates": [ -74.0, 40.7 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "--3--6--", "LOCODE": "USNFF", "Name": "Norfolk", "NameWoDiac": "Norfolk", "Status": "RL", "outflows": 20779844.877009999 }, "geometry": { "type": "Point", "coordinates": [ -73.2, 42.0 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "-23-----", "LOCODE": "USKND", "Name": "Oakland", "NameWoDiac": "Oakland", "Status": "RL", "outflows": 17163885.235119998 }, "geometry": { "type": "Point", "coordinates": [ -122.220254629629636, 37.932904795821436 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "-23--6--", "LOCODE": "USPDP", "Name": "Philadelphia", "NameWoDiac": "Philadelphia", "Status": "RL", "outflows": 5743740.1835829979 }, "geometry": { "type": "Point", "coordinates": [ -75.716666666666669, 44.15 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1-34----", "LOCODE": "USPEF", "Name": "Port Everglades", "NameWoDiac": "Port Everglades", "Status": "RN", "outflows": 3155879.7381200008 }, "geometry": { "type": "Point", "coordinates": [ -80.13333333333334, 26.1 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1234-6--", "LOCODE": "USNTD", "Name": "Port Hueneme", "NameWoDiac": "Port Hueneme", "Status": "AI", "outflows": 585733.2 }, "geometry": { "type": "Point", "coordinates": [ -119.183333333333337, 34.133333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1-3-----", "LOCODE": "USPME", "Name": "Port Manatee", "NameWoDiac": "Port Manatee", "Status": "RL", "outflows": 88523.5 }, "geometry": { "type": "Point", "coordinates": [ -82.55, 27.633333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1-34----", "LOCODE": "USSAN", "Name": "San Diego", "NameWoDiac": "San Diego", "Status": "AI", "outflows": 60060.0 }, "geometry": { "type": "Point", "coordinates": [ -117.15, 32.7 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1-34----", "LOCODE": "USSCK", "Name": "Stockton", "NameWoDiac": "Stockton", "Status": "AI", "outflows": 27774.0 }, "geometry": { "type": "Point", "coordinates": [ -121.283333333333331, 37.95 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--4----", "LOCODE": "USILM", "Name": "Wilmington", "NameWoDiac": "Wilmington", "Status": "AI", "outflows": 2749421.5816000002 }, "geometry": { "type": "Point", "coordinates": [ -77.933333333333337, 34.216666666666669 ] } },
{ "type": "Feature", "properties": { "Country": "Uruguay", "Function": "--3-----", "LOCODE": "UYPTP", "Name": "Punta Pereyra", "NameWoDiac": "Punta Pereyra", "Status": "RQ", "outflows": 7800.0 }, "geometry": { "type": "Point", "coordinates": [ -58.06666666666667, -34.233333333333334 ] } },
{ "type": "Feature", "properties": { "Country": "Saint Vincent and the Grenadines", "Function": "1--45---", "LOCODE": "VCKTN", "Name": "Kingstown", "NameWoDiac": "Kingstown", "Status": "RL", "outflows": 225040.4 }, "geometry": { "type": "Point", "coordinates": [ -61.216666666666669, 13.133333333333333 ] } },
{ "type": "Feature", "properties": { "Country": "Venezuela, Bolivarian Republic of", "Function": "1--4----", "LOCODE": "VEPLA", "Name": "Palúa", "NameWoDiac": "Palua", "Status": "AI", "outflows": 15540.0 }, "geometry": { "type": "Point", "coordinates": [ -62.666666666666664, 8.35 ] } },
{ "type": "Feature", "properties": { "Country": "Virgin Islands, U.S.", "Function": "1-------", "LOCODE": "VICTD", "Name": "Christiansted, Saint Croix", "NameWoDiac": "Christiansted, Saint Croix", "Status": "AI", "outflows": 11076.0 }, "geometry": { "type": "Point", "coordinates": [ -64.75, 17.75 ] } },
{ "type": "Feature", "properties": { "Country": "Viet Nam", "Function": "--3-----", "LOCODE": "VNC8Q", "Name": "Chu Lai", "NameWoDiac": "Chu Lai", "Status": "RL", "outflows": 233142.0 }, "geometry": { "type": "Point", "coordinates": [ 108.7, 15.4 ] } },
{ "type": "Feature", "properties": { "Country": "Viet Nam", "Function": "1--4----", "LOCODE": "VNDAD", "Name": "Da Nang", "NameWoDiac": "Da Nang", "Status": "AI", "outflows": 3019963.9167599995 }, "geometry": { "type": "Point", "coordinates": [ 108.216666666666669, 16.066666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Viet Nam", "Function": "1-3456--", "LOCODE": "VNSGN", "Name": "Ho Chi Minh City", "NameWoDiac": "Ho Chi Minh City", "Status": "AI", "outflows": 12782452.750279998 }, "geometry": { "type": "Point", "coordinates": [ 106.666666666666671, 10.766666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Viet Nam", "Function": "1-3-----", "LOCODE": "VNNGH", "Name": "Nghi Son", "NameWoDiac": "Nghi Son", "Status": "RL", "outflows": 43602.0 }, "geometry": { "type": "Point", "coordinates": [ 105.833333333333329, 19.333333333333332 ] } },
{ "type": "Feature", "properties": { "Country": "Viet Nam", "Function": "1-34----", "LOCODE": "VNUIH", "Name": "Qui Nhon", "NameWoDiac": "Qui Nhon", "Status": "AI", "outflows": 418626.0 }, "geometry": { "type": "Point", "coordinates": [ 109.216666666666669, 13.766666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "Viet Nam", "Function": "1-34----", "LOCODE": "VNVUT", "Name": "Vung Tau", "NameWoDiac": "Vung Tau", "Status": "RL", "outflows": 21025136.034170005 }, "geometry": { "type": "Point", "coordinates": [ 107.066666666666663, 10.35 ] } },
{ "type": "Feature", "properties": { "Country": "Wallis and Futuna", "Function": "---4----", "LOCODE": "WFFUT", "Name": "Vele Futuna I. Apt", "NameWoDiac": "Vele Futuna I. Apt", "Status": "AI", "outflows": 10200.0 }, "geometry": { "type": "Point", "coordinates": [ -178.083333333333343, -14.316666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "Mayotte", "Function": "1-3-----", "LOCODE": "YTLON", "Name": "Longoni", "NameWoDiac": "Longoni", "Status": "AA", "outflows": 298158.99997999996 }, "geometry": { "type": "Point", "coordinates": [ 45.166666666666664, -12.716666666666667 ] } },
{ "type": "Feature", "properties": { "Country": "South Africa", "Function": "12345---", "LOCODE": "ZACPT", "Name": "Cape Town", "NameWoDiac": "Cape Town", "Status": "AF", "outflows": 4902763.6243000003 }, "geometry": { "type": "Point", "coordinates": [ 18.416666666666668, -33.916666666666664 ] } },
{ "type": "Feature", "properties": { "Country": "South Africa", "Function": "-----6--", "LOCODE": "ZAZBA", "Name": "Coega", "NameWoDiac": "Coega", "Status": "RL", "outflows": 3467734.6668099998 }, "geometry": { "type": "Point", "coordinates": [ 25.666666666666668, -33.766666666666666 ] } },
{ "type": "Feature", "properties": { "Country": "South Africa", "Function": "12345---", "LOCODE": "ZADUR", "Name": "Durban", "NameWoDiac": "Durban", "Status": "AI", "outflows": 8754191.1218599975 }, "geometry": { "type": "Point", "coordinates": [ 31.016666666666666, -29.85 ] } },
{ "type": "Feature", "properties": { "Country": "United Arab Emirates", "Function": "1-3-----", "LOCODE": "AEAJM", "Name": "Ajman", "NameWoDiac": "Ajman", "Status": "RL", "outflows": 73567.0 }, "geometry": { "type": "Point", "coordinates": [ 55.47878, 25.40177 ] } },
{ "type": "Feature", "properties": { "Country": "United Arab Emirates", "Function": "1-------", "LOCODE": "AEJEA", "Name": "Jebel Ali", "NameWoDiac": "Jebel Ali", "Status": "QQ", "outflows": 44524119.850148 }, "geometry": { "type": "Point", "coordinates": [ 55.10811, 25.00255 ] } },
{ "type": "Feature", "properties": { "Country": "Anguilla", "Function": "---45---", "LOCODE": "AIAXA", "Name": "Anguilla", "NameWoDiac": "Anguilla", "Status": "AI", "outflows": 230958.0 }, "geometry": { "type": "Point", "coordinates": [ -63.09375, 18.17648 ] } },
{ "type": "Feature", "properties": { "Country": "Albania", "Function": "1-------", "LOCODE": "ALDRZ", "Name": "Durrës", "NameWoDiac": "Durres", "Status": "RL", "outflows": 134307.0 }, "geometry": { "type": "Point", "coordinates": [ 19.45469, 41.32355 ] } },
{ "type": "Feature", "properties": { "Country": "Albania", "Function": "1-------", "LOCODE": "ALDRZ", "Name": "Durrës", "NameWoDiac": "Durres", "Status": "RL", "outflows": 134307.0 }, "geometry": { "type": "Point", "coordinates": [ 19.45469, 41.32355 ] } },
{ "type": "Feature", "properties": { "Country": "Angola", "Function": "1--4----", "LOCODE": "AOCAB", "Name": "Cabinda", "NameWoDiac": "Cabinda", "Status": "AI", "outflows": 2673.25 }, "geometry": { "type": "Point", "coordinates": [ 12.2, -5.55 ] } },
{ "type": "Feature", "properties": { "Country": "Angola", "Function": "1---5---", "LOCODE": "AOLOB", "Name": "Lobito", "NameWoDiac": "Lobito", "Status": "RL", "outflows": 210369.4 }, "geometry": { "type": "Point", "coordinates": [ 13.53601, -12.3644 ] } },
{ "type": "Feature", "properties": { "Country": "Angola", "Function": "1--45---", "LOCODE": "AOLAD", "Name": "Luanda", "NameWoDiac": "Luanda", "Status": "AI", "outflows": 2439604.518850001 }, "geometry": { "type": "Point", "coordinates": [ 13.23432, -8.83682 ] } },
{ "type": "Feature", "properties": { "Country": "Angola", "Function": "0-------", "LOCODE": "AOMAL", "Name": "Malongo", "NameWoDiac": "Malongo", "Status": "RQ", "outflows": 8707.5 }, "geometry": { "type": "Point", "coordinates": [ 12.19802179783948, -5.396406481852449 ] } },
{ "type": "Feature", "properties": { "Country": "Angola", "Function": "1--4----", "LOCODE": "AOMSZ", "Name": "Namibe", "NameWoDiac": "Namibe", "Status": "AI", "outflows": 61242.5 }, "geometry": { "type": "Point", "coordinates": [ 12.15222, -15.19611 ] } },
{ "type": "Feature", "properties": { "Country": "Angola", "Function": "1--4----", "LOCODE": "AOSZA", "Name": "Soyo", "NameWoDiac": "Soyo", "Status": "AI", "outflows": 79583.4 }, "geometry": { "type": "Point", "coordinates": [ 12.36894, -6.1349 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "123-----", "LOCODE": "AUBEL", "Name": "Bell Bay", "NameWoDiac": "Bell Bay", "Status": "AC", "outflows": 537012.66663 }, "geometry": { "type": "Point", "coordinates": [ 146.87, -41.13 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "1--4----", "LOCODE": "AUBWT", "Name": "Burnie", "NameWoDiac": "Burnie", "Status": "AC", "outflows": 54600.0 }, "geometry": { "type": "Point", "coordinates": [ 145.90375, -41.05584 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "1--4----", "LOCODE": "AUCNS", "Name": "Cairns", "NameWoDiac": "Cairns", "Status": "AC", "outflows": 806.0 }, "geometry": { "type": "Point", "coordinates": [ 145.76613, -16.92366 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "1-------", "LOCODE": "AUDAM", "Name": "Dampier", "NameWoDiac": "Dampier", "Status": "AC", "outflows": 2273.75 }, "geometry": { "type": "Point", "coordinates": [ 116.71256, -20.66275 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "1--4----", "LOCODE": "AUDPO", "Name": "Devonport", "NameWoDiac": "Devonport", "Status": "AC", "outflows": 11960.0 }, "geometry": { "type": "Point", "coordinates": [ 146.35152, -41.17695 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "1--4----", "LOCODE": "AUFRE", "Name": "Fremantle", "NameWoDiac": "Fremantle", "Status": "AC", "outflows": 4485214.6003799979 }, "geometry": { "type": "Point", "coordinates": [ 115.74557, -32.05632 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "1--4----", "LOCODE": "AUGEX", "Name": "Geelong", "NameWoDiac": "Geelong", "Status": "AC", "outflows": 3084.0 }, "geometry": { "type": "Point", "coordinates": [ 144.36069, -38.14711 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "1--4----", "LOCODE": "AUNTL", "Name": "Newcastle", "NameWoDiac": "Newcastle", "Status": "AI", "outflows": 69717.0 }, "geometry": { "type": "Point", "coordinates": [ 151.7801, -32.92953 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "123-----", "LOCODE": "AUPBT", "Name": "Port Botany", "NameWoDiac": "Port Botany", "Status": "AC", "outflows": 47151.0 }, "geometry": { "type": "Point", "coordinates": [ 151.22277, -33.97447 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "1--4----", "LOCODE": "AUPKL", "Name": "Port Kembla", "NameWoDiac": "Port Kembla", "Status": "AC", "outflows": 33267.0 }, "geometry": { "type": "Point", "coordinates": [ 150.9012, -34.4818 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "1--4----", "LOCODE": "AUTSV", "Name": "Townsville", "NameWoDiac": "Townsville", "Status": "AI", "outflows": 227206.58331800002 }, "geometry": { "type": "Point", "coordinates": [ 146.80569, -19.26639 ] } },
{ "type": "Feature", "properties": { "Country": "Australia", "Function": "1--4----", "LOCODE": "AUWEI", "Name": "Weipa", "NameWoDiac": "Weipa", "Status": "AC", "outflows": 806.0 }, "geometry": { "type": "Point", "coordinates": [ 141.87883, -12.62346 ] } },
{ "type": "Feature", "properties": { "Country": "Aruba", "Function": "1---5---", "LOCODE": "AWORJ", "Name": "Oranjestad", "NameWoDiac": "Oranjestad", "Status": "AI", "outflows": 721990.3 }, "geometry": { "type": "Point", "coordinates": [ -70.02703, 12.52398 ] } },
{ "type": "Feature", "properties": { "Country": "Barbados", "Function": "1--45---", "LOCODE": "BBBGI", "Name": "Bridgetown", "NameWoDiac": "Bridgetown", "Status": "AI", "outflows": 687251.06668999989 }, "geometry": { "type": "Point", "coordinates": [ -59.62021, 13.10732 ] } },
{ "type": "Feature", "properties": { "Country": "Bangladesh", "Function": "1-------", "LOCODE": "BDMGL", "Name": "Mongla", "NameWoDiac": "Mongla", "Status": "RQ", "outflows": 65143.0 }, "geometry": { "type": "Point", "coordinates": [ 89.61095, 22.47223 ] } },
{ "type": "Feature", "properties": { "Country": "Bulgaria", "Function": "1-------", "LOCODE": "BGBOJ", "Name": "Burgas", "NameWoDiac": "Burgas", "Status": "AC", "outflows": 535001.99997999996 }, "geometry": { "type": "Point", "coordinates": [ 27.46781, 42.50606 ] } },
{ "type": "Feature", "properties": { "Country": "Bulgaria", "Function": "1--4----", "LOCODE": "BGVAR", "Name": "Varna", "NameWoDiac": "Varna", "Status": "AI", "outflows": 147810.0 }, "geometry": { "type": "Point", "coordinates": [ 27.91667, 43.21667 ] } },
{ "type": "Feature", "properties": { "Country": "Benin", "Function": "1--45---", "LOCODE": "BJCOO", "Name": "Cotonou", "NameWoDiac": "Cotonou", "Status": "AI", "outflows": 4812454.6643299991 }, "geometry": { "type": "Point", "coordinates": [ 2.41833, 6.36536 ] } },
{ "type": "Feature", "properties": { "Country": "Bermuda", "Function": "1--45---", "LOCODE": "BMBDA", "Name": "Hamilton", "NameWoDiac": "Hamilton", "Status": "AI", "outflows": 13100.0 }, "geometry": { "type": "Point", "coordinates": [ -64.78303, 32.2949 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1--4----", "LOCODE": "BRFOR", "Name": "Fortaleza", "NameWoDiac": "Fortaleza", "Status": "AI", "outflows": 278482.75 }, "geometry": { "type": "Point", "coordinates": [ -38.54306, -3.71722 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1--4----", "LOCODE": "BRIOS", "Name": "Ilheus", "NameWoDiac": "Ilheus", "Status": "AI", "outflows": 36877.75 }, "geometry": { "type": "Point", "coordinates": [ -39.03949, -14.79364 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1-------", "LOCODE": "BRIBB", "Name": "Imbituba", "NameWoDiac": "Imbituba", "Status": "AI", "outflows": 378681.33330999996 }, "geometry": { "type": "Point", "coordinates": [ -48.67028, -28.24 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1--4----", "LOCODE": "BRITJ", "Name": "Itajai", "NameWoDiac": "Itajai", "Status": "AI", "outflows": 4871215.6998899989 }, "geometry": { "type": "Point", "coordinates": [ -48.66194, -26.90778 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1--4----", "LOCODE": "BRMAO", "Name": "Manaus", "NameWoDiac": "Manaus", "Status": "AI", "outflows": 1385527.97796 }, "geometry": { "type": "Point", "coordinates": [ -60.025, -3.10194 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1--4----", "LOCODE": "BRNAT", "Name": "Natal", "NameWoDiac": "Natal", "Status": "AI", "outflows": 241605.0 }, "geometry": { "type": "Point", "coordinates": [ -35.20944, -5.795 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1--4----", "LOCODE": "BRRIG", "Name": "Rio Grande", "NameWoDiac": "Rio Grande", "Status": "AI", "outflows": 10184119.863509998 }, "geometry": { "type": "Point", "coordinates": [ -43.18223, -22.90642 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1--4----", "LOCODE": "BRSSA", "Name": "Salvador", "NameWoDiac": "Salvador", "Status": "AI", "outflows": 8800539.5732199997 }, "geometry": { "type": "Point", "coordinates": [ -38.51083, -12.97111 ] } },
{ "type": "Feature", "properties": { "Country": "Brazil", "Function": "1-------", "LOCODE": "BRSUA", "Name": "Suape", "NameWoDiac": "Suape", "Status": "RQ", "outflows": 5878585.3904299997 }, "geometry": { "type": "Point", "coordinates": [ -38.62083, -12.74083 ] } },
{ "type": "Feature", "properties": { "Country": "Belize", "Function": "1--45---", "LOCODE": "BZBZE", "Name": "Belize City", "NameWoDiac": "Belize City", "Status": "AI", "outflows": 469495.0 }, "geometry": { "type": "Point", "coordinates": [ -88.19756, 17.49952 ] } },
{ "type": "Feature", "properties": { "Country": "Canada", "Function": "1--4----", "LOCODE": "CAHAL", "Name": "Halifax", "NameWoDiac": "Halifax", "Status": "AS", "outflows": 4454972.4670409998 }, "geometry": { "type": "Point", "coordinates": [ -63.57291, 44.6464 ] } },
{ "type": "Feature", "properties": { "Country": "Canada", "Function": "1--45---", "LOCODE": "CAMTR", "Name": "Montreal", "NameWoDiac": "Montreal", "Status": "AS", "outflows": 2304234.075 }, "geometry": { "type": "Point", "coordinates": [ -73.58781, 45.50884 ] } },
{ "type": "Feature", "properties": { "Country": "Canada", "Function": "1-------", "LOCODE": "CANWE", "Name": "New Westminster", "NameWoDiac": "New Westminster", "Status": "AS", "outflows": 27774.0 }, "geometry": { "type": "Point", "coordinates": [ -122.91092, 49.20678 ] } },
{ "type": "Feature", "properties": { "Country": "Canada", "Function": "1--4----", "LOCODE": "CAPRR", "Name": "Prince Rupert", "NameWoDiac": "Prince Rupert", "Status": "AS", "outflows": 2510218.7498600003 }, "geometry": { "type": "Point", "coordinates": [ -130.32098, 54.31507 ] } },
{ "type": "Feature", "properties": { "Country": "Canada", "Function": "1--4----", "LOCODE": "CASQA", "Name": "Squamish", "NameWoDiac": "Squamish", "Status": "AS", "outflows": 9606.0 }, "geometry": { "type": "Point", "coordinates": [ -122.95396, 50.11817 ] } },
{ "type": "Feature", "properties": { "Country": "Canada", "Function": "1--45---", "LOCODE": "CATOR", "Name": "Toronto", "NameWoDiac": "Toronto", "Status": "AS", "outflows": 5720.0 }, "geometry": { "type": "Point", "coordinates": [ -79.4163, 43.70011 ] } },
{ "type": "Feature", "properties": { "Country": "Canada", "Function": "1--45---", "LOCODE": "CAVAN", "Name": "Vancouver", "NameWoDiac": "Vancouver", "Status": "AS", "outflows": 11959843.503790002 }, "geometry": { "type": "Point", "coordinates": [ -123.11934, 49.24966 ] } },
{ "type": "Feature", "properties": { "Country": "Cook Islands", "Function": "1--45---", "LOCODE": "CKAIT", "Name": "Aitutaki", "NameWoDiac": "Aitutaki", "Status": "AI", "outflows": 40320.0 }, "geometry": { "type": "Point", "coordinates": [ -159.79293, -18.85195 ] } },
{ "type": "Feature", "properties": { "Country": "Cook Islands", "Function": "1--45---", "LOCODE": "CKRAR", "Name": "Rarotonga", "NameWoDiac": "Rarotonga", "Status": "AI", "outflows": 41157.0 }, "geometry": { "type": "Point", "coordinates": [ -159.77545, -21.2075 ] } },
{ "type": "Feature", "properties": { "Country": "Cameroon", "Function": "1--45---", "LOCODE": "CMDLA", "Name": "Douala", "NameWoDiac": "Douala", "Status": "AI", "outflows": 1089387.80006 }, "geometry": { "type": "Point", "coordinates": [ 9.70428, 4.04827 ] } },
{ "type": "Feature", "properties": { "Country": "Cameroon", "Function": "1--4----", "LOCODE": "CMKBI", "Name": "Kribi", "NameWoDiac": "Kribi", "Status": "AI", "outflows": 1338743.54556 }, "geometry": { "type": "Point", "coordinates": [ 9.90765, 2.93725 ] } },
{ "type": "Feature", "properties": { "Country": "Colombia", "Function": "1--45---", "LOCODE": "COBAQ", "Name": "Barranquilla", "NameWoDiac": "Barranquilla", "Status": "AI", "outflows": 1238849.9999530001 }, "geometry": { "type": "Point", "coordinates": [ -74.78132, 10.96854 ] } },
{ "type": "Feature", "properties": { "Country": "Colombia", "Function": "1--4----", "LOCODE": "COBUN", "Name": "Buenaventura", "NameWoDiac": "Buenaventura", "Status": "AI", "outflows": 12125518.600159997 }, "geometry": { "type": "Point", "coordinates": [ -77.03116, 3.8801 ] } },
{ "type": "Feature", "properties": { "Country": "Colombia", "Function": "1--4----", "LOCODE": "COCTG", "Name": "Cartagena", "NameWoDiac": "Cartagena", "Status": "AI", "outflows": 16624367.157963 }, "geometry": { "type": "Point", "coordinates": [ -75.51444, 10.39972 ] } },
{ "type": "Feature", "properties": { "Country": "Colombia", "Function": "1--4----", "LOCODE": "COSMR", "Name": "Santa Marta", "NameWoDiac": "Santa Marta", "Status": "AI", "outflows": 1906046.5665720007 }, "geometry": { "type": "Point", "coordinates": [ -74.19904, 11.24079 ] } },
{ "type": "Feature", "properties": { "Country": "Cuba", "Function": "---4----", "LOCODE": "CUMOA", "Name": "Moa", "NameWoDiac": "Moa", "Status": "AI", "outflows": 65431.8 }, "geometry": { "type": "Point", "coordinates": [ -74.95075, 20.65776 ] } },
{ "type": "Feature", "properties": { "Country": "Cuba", "Function": "1--4----", "LOCODE": "CUSCU", "Name": "Santiago de Cuba", "NameWoDiac": "Santiago de Cuba", "Status": "AI", "outflows": 63230.0 }, "geometry": { "type": "Point", "coordinates": [ -75.82667, 20.02083 ] } },
{ "type": "Feature", "properties": { "Country": "Cabo Verde", "Function": "0-------", "LOCODE": "CVPAL", "Name": "Palmeira", "NameWoDiac": "Palmeira", "Status": "RQ", "outflows": 13234.0 }, "geometry": { "type": "Point", "coordinates": [ -22.98348, 16.75754 ] } },
{ "type": "Feature", "properties": { "Country": "Cabo Verde", "Function": "1--4----", "LOCODE": "CVRAI", "Name": "Praia", "NameWoDiac": "Praia", "Status": "AI", "outflows": 114309.0 }, "geometry": { "type": "Point", "coordinates": [ -23.51254, 14.93152 ] } },
{ "type": "Feature", "properties": { "Country": "Cabo Verde", "Function": "0-------", "LOCODE": "CVSAR", "Name": "Sal Rei", "NameWoDiac": "Sal Rei", "Status": "RQ", "outflows": 25421.5 }, "geometry": { "type": "Point", "coordinates": [ -22.91722, 16.17611 ] } },
{ "type": "Feature", "properties": { "Country": "Germany", "Function": "12345---", "LOCODE": "DEBRE", "Name": "Bremen", "NameWoDiac": "Bremen", "Status": "AF", "outflows": 197153.69999199998 }, "geometry": { "type": "Point", "coordinates": [ 8.80717, 53.07582 ] } },
{ "type": "Feature", "properties": { "Country": "Germany", "Function": "1234----", "LOCODE": "DEBRV", "Name": "Bremerhaven", "NameWoDiac": "Bremerhaven", "Status": "AF", "outflows": 21710907.495360006 }, "geometry": { "type": "Point", "coordinates": [ 8.59298, 53.53615 ] } },
{ "type": "Feature", "properties": { "Country": "Germany", "Function": "12345---", "LOCODE": "DEHAM", "Name": "Hamburg", "NameWoDiac": "Hamburg", "Status": "AF", "outflows": 42669313.486039981 }, "geometry": { "type": "Point", "coordinates": [ 9.99302, 53.55073 ] } },
{ "type": "Feature", "properties": { "Country": "Germany", "Function": "12345---", "LOCODE": "DELBC", "Name": "Lübeck", "NameWoDiac": "Lubeck", "Status": "AF", "outflows": 295233.5 }, "geometry": { "type": "Point", "coordinates": [ 10.68729, 53.86893 ] } },
{ "type": "Feature", "properties": { "Country": "Germany", "Function": "123-----", "LOCODE": "DETRV", "Name": "Travemünde", "NameWoDiac": "Travemunde", "Status": "AF", "outflows": 73746.0 }, "geometry": { "type": "Point", "coordinates": [ 10.8709, 53.96304 ] } },
{ "type": "Feature", "properties": { "Country": "Djibouti", "Function": "1--45---", "LOCODE": "DJJIB", "Name": "Djibouti", "NameWoDiac": "Djibouti", "Status": "AI", "outflows": 4852561.0352500007 }, "geometry": { "type": "Point", "coordinates": [ 43.14503, 11.58901 ] } },
{ "type": "Feature", "properties": { "Country": "Denmark", "Function": "12345---", "LOCODE": "DKAAL", "Name": "Aalborg", "NameWoDiac": "Aalborg", "Status": "AF", "outflows": 74932.0 }, "geometry": { "type": "Point", "coordinates": [ 9.9187, 57.048 ] } },
{ "type": "Feature", "properties": { "Country": "Denmark", "Function": "1234----", "LOCODE": "DKEBJ", "Name": "Esbjerg", "NameWoDiac": "Esbjerg", "Status": "AF", "outflows": 28620.0 }, "geometry": { "type": "Point", "coordinates": [ 8.45187, 55.47028 ] } },
{ "type": "Feature", "properties": { "Country": "Denmark", "Function": "12--5---", "LOCODE": "DKFRC", "Name": "Fredericia", "NameWoDiac": "Fredericia", "Status": "AF", "outflows": 245869.0 }, "geometry": { "type": "Point", "coordinates": [ 9.75257, 55.56568 ] } },
{ "type": "Feature", "properties": { "Country": "Denmark", "Function": "123-----", "LOCODE": "DKGRE", "Name": "Grenaa", "NameWoDiac": "Grenaa", "Status": "AF", "outflows": 16263.0 }, "geometry": { "type": "Point", "coordinates": [ 10.87825, 56.41578 ] } },
{ "type": "Feature", "properties": { "Country": "Denmark", "Function": "123-----", "LOCODE": "DKHUN", "Name": "Hundested", "NameWoDiac": "Hundested", "Status": "AF", "outflows": 16263.0 }, "geometry": { "type": "Point", "coordinates": [ 11.85044, 55.96397 ] } },
{ "type": "Feature", "properties": { "Country": "Denmark", "Function": "12------", "LOCODE": "DKSKA", "Name": "Skagen", "NameWoDiac": "Skagen", "Status": "AF", "outflows": 56420.0 }, "geometry": { "type": "Point", "coordinates": [ 10.58394, 57.72093 ] } },
{ "type": "Feature", "properties": { "Country": "Dominica", "Function": "1-------", "LOCODE": "DMRSU", "Name": "Roseau", "NameWoDiac": "Roseau", "Status": "AI", "outflows": 370965.4 }, "geometry": { "type": "Point", "coordinates": [ -61.38808, 15.30174 ] } },
{ "type": "Feature", "properties": { "Country": "Dominican Republic", "Function": "1-------", "LOCODE": "DOBCC", "Name": "Boca Chica", "NameWoDiac": "Boca Chica", "Status": "AI", "outflows": 333493.3333 }, "geometry": { "type": "Point", "coordinates": [ -69.6, 18.45 ] } },
{ "type": "Feature", "properties": { "Country": "Dominican Republic", "Function": "1-------", "LOCODE": "DOPOP", "Name": "Puerto Plata", "NameWoDiac": "Puerto Plata", "Status": "AI", "outflows": 712651.3333000001 }, "geometry": { "type": "Point", "coordinates": [ -70.6884, 19.79344 ] } },
{ "type": "Feature", "properties": { "Country": "Algeria", "Function": "1-------", "LOCODE": "DZMOS", "Name": "Mostaganem", "NameWoDiac": "Mostaganem", "Status": "QQ", "outflows": 20553.75 }, "geometry": { "type": "Point", "coordinates": [ 0.08918, 35.93115 ] } },
{ "type": "Feature", "properties": { "Country": "Algeria", "Function": "1--4----", "LOCODE": "DZORN", "Name": "Oran", "NameWoDiac": "Oran", "Status": "AI", "outflows": 210402.15 }, "geometry": { "type": "Point", "coordinates": [ -0.63588, 35.69906 ] } },
{ "type": "Feature", "properties": { "Country": "Egypt", "Function": "1-------", "LOCODE": "EGEDK", "Name": "El Dekheila", "NameWoDiac": "El Dekheila", "Status": "RQ", "outflows": 265833.75 }, "geometry": { "type": "Point", "coordinates": [ 29.82126, 31.13133 ] } },
{ "type": "Feature", "properties": { "Country": "Egypt", "Function": "1--4----", "LOCODE": "EGPSD", "Name": "Port Said", "NameWoDiac": "Port Said", "Status": "AI", "outflows": 20587604.955879994 }, "geometry": { "type": "Point", "coordinates": [ 32.3019, 31.26531 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1-------", "LOCODE": "ESALG", "Name": "Algeciras", "NameWoDiac": "Algeciras", "Status": "AI", "outflows": 27490011.70193002 }, "geometry": { "type": "Point", "coordinates": [ -5.45051, 36.13326 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "12345---", "LOCODE": "ESALC", "Name": "Alicante", "NameWoDiac": "Alicante", "Status": "AI", "outflows": 317642.0 }, "geometry": { "type": "Point", "coordinates": [ -0.48149, 38.34517 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "12345---", "LOCODE": "ESBCN", "Name": "Barcelona", "NameWoDiac": "Barcelona", "Status": "AI", "outflows": 22873062.028563999 }, "geometry": { "type": "Point", "coordinates": [ 2.15899, 41.38879 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1-------", "LOCODE": "ESCAD", "Name": "Cadiz", "NameWoDiac": "Cadiz", "Status": "AI", "outflows": 248618.5 }, "geometry": { "type": "Point", "coordinates": [ -6.2891, 36.52672 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1-------", "LOCODE": "ESCEU", "Name": "Ceuta", "NameWoDiac": "Ceuta", "Status": "AI", "outflows": 45500.0 }, "geometry": { "type": "Point", "coordinates": [ -5.32042, 35.88919 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "123-----", "LOCODE": "ESHUV", "Name": "Huelva", "NameWoDiac": "Huelva", "Status": "AI", "outflows": 191763.0 }, "geometry": { "type": "Point", "coordinates": [ -6.94004, 37.26638 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1--4----", "LOCODE": "ESFUE", "Name": "Puerto del Rosario-Fuerteventura", "NameWoDiac": "Puerto del Rosario-Fuerteventura", "Status": "AI", "outflows": 219128.0 }, "geometry": { "type": "Point", "coordinates": [ -13.86272, 28.50038 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1---5---", "LOCODE": "ESSCT", "Name": "Santa Cruz de Tenerife", "NameWoDiac": "Santa Cruz de Tenerife", "Status": "AI", "outflows": 640000.0 }, "geometry": { "type": "Point", "coordinates": [ -16.25462, 28.46824 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1234----", "LOCODE": "ESSDR", "Name": "Santander", "NameWoDiac": "Santander", "Status": "AI", "outflows": 23634.0 }, "geometry": { "type": "Point", "coordinates": [ -3.80444, 43.46472 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "12345---", "LOCODE": "ESSVQ", "Name": "Sevilla", "NameWoDiac": "Sevilla", "Status": "AI", "outflows": 49842.0 }, "geometry": { "type": "Point", "coordinates": [ -5.97317, 37.38283 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1234----", "LOCODE": "ESTAR", "Name": "Tarragona", "NameWoDiac": "Tarragona", "Status": "AI", "outflows": 977262.0 }, "geometry": { "type": "Point", "coordinates": [ 1.25, 41.11667 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "12345---", "LOCODE": "ESVLC", "Name": "Valencia", "NameWoDiac": "Valencia", "Status": "AI", "outflows": 32174699.419024002 }, "geometry": { "type": "Point", "coordinates": [ -0.37739, 39.46975 ] } },
{ "type": "Feature", "properties": { "Country": "Spain", "Function": "1--4----", "LOCODE": "ESVGO", "Name": "Vigo", "NameWoDiac": "Vigo", "Status": "AI", "outflows": 929140.33332400001 }, "geometry": { "type": "Point", "coordinates": [ -8.72264, 42.23282 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-------", "LOCODE": "FIHKO", "Name": "Hangö (Hanko)", "NameWoDiac": "Hango (Hanko)", "Status": "AI", "outflows": 134144.0 }, "geometry": { "type": "Point", "coordinates": [ 22.95, 59.83333 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-------", "LOCODE": "FIHKO", "Name": "Hanko (Hangö)", "NameWoDiac": "Hanko (Hango)", "Status": "AI", "outflows": 134144.0 }, "geometry": { "type": "Point", "coordinates": [ 22.95, 59.83333 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-------", "LOCODE": "FIHEL", "Name": "Helsingfors (Helsinki)", "NameWoDiac": "Helsingfors (Helsinki)", "Status": "AI", "outflows": 745328.99995000008 }, "geometry": { "type": "Point", "coordinates": [ 24.93545, 60.16952 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-------", "LOCODE": "FIHEL", "Name": "Helsinki (Helsingfors)", "NameWoDiac": "Helsinki (Helsingfors)", "Status": "AI", "outflows": 745328.99995000008 }, "geometry": { "type": "Point", "coordinates": [ 24.93545, 60.16952 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-3-----", "LOCODE": "FIVKO", "Name": "Valko (Valkom)", "NameWoDiac": "Valko (Valkom)", "Status": "AC", "outflows": 84688.5 }, "geometry": { "type": "Point", "coordinates": [ 26.24664, 60.41392 ] } },
{ "type": "Feature", "properties": { "Country": "Finland", "Function": "1-3-----", "LOCODE": "FIVKO", "Name": "Valkom (Valko)", "NameWoDiac": "Valkom (Valko)", "Status": "AC", "outflows": 84688.5 }, "geometry": { "type": "Point", "coordinates": [ 26.24664, 60.41392 ] } },
{ "type": "Feature", "properties": { "Country": "Gabon", "Function": "1--45---", "LOCODE": "GALBV", "Name": "Libreville", "NameWoDiac": "Libreville", "Status": "AI", "outflows": 414222.00002999994 }, "geometry": { "type": "Point", "coordinates": [ 9.45356, 0.39241 ] } },
{ "type": "Feature", "properties": { "Country": "Gabon", "Function": "1--45---", "LOCODE": "GAPOG", "Name": "Port Gentil", "NameWoDiac": "Port Gentil", "Status": "AI", "outflows": 148566.9 }, "geometry": { "type": "Point", "coordinates": [ 8.78151, -0.71933 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1-------", "LOCODE": "GBBLY", "Name": "Blyth", "NameWoDiac": "Blyth", "Status": "AF", "outflows": 13208.0 }, "geometry": { "type": "Point", "coordinates": [ -1.50856, 55.12708 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1234----", "LOCODE": "GBBRS", "Name": "Bristol", "NameWoDiac": "Bristol", "Status": "AF", "outflows": 213286.66665 }, "geometry": { "type": "Point", "coordinates": [ -2.59665, 51.45523 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1---5---", "LOCODE": "GBDVR", "Name": "Dover", "NameWoDiac": "Dover", "Status": "AF", "outflows": 17290.0 }, "geometry": { "type": "Point", "coordinates": [ 1.31257, 51.12598 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1-------", "LOCODE": "GBFXT", "Name": "Felixstowe", "NameWoDiac": "Felixstowe", "Status": "AF", "outflows": 23949484.180700015 }, "geometry": { "type": "Point", "coordinates": [ 1.3511, 51.96375 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1-------", "LOCODE": "GBFOY", "Name": "Fowey", "NameWoDiac": "Fowey", "Status": "AF", "outflows": 4941.0 }, "geometry": { "type": "Point", "coordinates": [ -4.6386, 50.33634 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1-------", "LOCODE": "GBHRW", "Name": "Harwich", "NameWoDiac": "Harwich", "Status": "AF", "outflows": 61540.0 }, "geometry": { "type": "Point", "coordinates": [ 1.28437, 51.94194 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1-------", "LOCODE": "GBPOO", "Name": "Poole", "NameWoDiac": "Poole", "Status": "AF", "outflows": 8502.0 }, "geometry": { "type": "Point", "coordinates": [ -1.98458, 50.71429 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1--4----", "LOCODE": "GBPME", "Name": "Portsmouth", "NameWoDiac": "Portsmouth", "Status": "AF", "outflows": 142997.400009 }, "geometry": { "type": "Point", "coordinates": [ -1.09125, 50.79899 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1-------", "LOCODE": "GBSCR", "Name": "Scrabster", "NameWoDiac": "Scrabster", "Status": "AF", "outflows": 9204.0 }, "geometry": { "type": "Point", "coordinates": [ -3.54627, 58.61277 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1-------", "LOCODE": "GBSHS", "Name": "Sheerness", "NameWoDiac": "Sheerness", "Status": "AF", "outflows": 21112.0 }, "geometry": { "type": "Point", "coordinates": [ 0.76252, 51.44042 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1--4----", "LOCODE": "GBSOU", "Name": "Southampton", "NameWoDiac": "Southampton", "Status": "AF", "outflows": 12580879.097799998 }, "geometry": { "type": "Point", "coordinates": [ -1.40428, 50.90395 ] } },
{ "type": "Feature", "properties": { "Country": "United Kingdom", "Function": "1-------", "LOCODE": "GBTIL", "Name": "Tilbury", "NameWoDiac": "Tilbury", "Status": "AF", "outflows": 1408139.0 }, "geometry": { "type": "Point", "coordinates": [ 0.35856, 51.46248 ] } },
{ "type": "Feature", "properties": { "Country": "Grenada", "Function": "1-------", "LOCODE": "GDSTG", "Name": "Saint George's", "NameWoDiac": "Saint George's", "Status": "AI", "outflows": 454265.06669000001 }, "geometry": { "type": "Point", "coordinates": [ -61.75226, 12.05288 ] } },
{ "type": "Feature", "properties": { "Country": "Georgia", "Function": "1--4----", "LOCODE": "GEBUS", "Name": "Batumi", "NameWoDiac": "Batumi", "Status": "AI", "outflows": 176479.99998 }, "geometry": { "type": "Point", "coordinates": [ 41.63392, 41.64228 ] } },
{ "type": "Feature", "properties": { "Country": "Georgia", "Function": "1-------", "LOCODE": "GEPTI", "Name": "Poti", "NameWoDiac": "Poti", "Status": "QQ", "outflows": 241566.0 }, "geometry": { "type": "Point", "coordinates": [ 41.67384, 42.14272 ] } },
{ "type": "Feature", "properties": { "Country": "Ghana", "Function": "1--45---", "LOCODE": "GHTKD", "Name": "Takoradi", "NameWoDiac": "Takoradi", "Status": "AI", "outflows": 343811.4 }, "geometry": { "type": "Point", "coordinates": [ -1.76029, 4.89816 ] } },
{ "type": "Feature", "properties": { "Country": "Ghana", "Function": "1-------", "LOCODE": "GHTEM", "Name": "Tema", "NameWoDiac": "Tema", "Status": "QQ", "outflows": 7407893.3644899996 }, "geometry": { "type": "Point", "coordinates": [ -0.01657, 5.6698 ] } },
{ "type": "Feature", "properties": { "Country": "Gibraltar", "Function": "1--45---", "LOCODE": "GIGIB", "Name": "Gibraltar", "NameWoDiac": "Gibraltar", "Status": "AI", "outflows": 67977.0 }, "geometry": { "type": "Point", "coordinates": [ -5.35257, 36.14474 ] } },
{ "type": "Feature", "properties": { "Country": "Greenland", "Function": "1--4----", "LOCODE": "GLJHS", "Name": "Sisimiut (Holsteinsborg)", "NameWoDiac": "Sisimiut (Holsteinsborg)", "Status": "AI", "outflows": 23426.0 }, "geometry": { "type": "Point", "coordinates": [ -53.6735, 66.93946 ] } },
{ "type": "Feature", "properties": { "Country": "Gambia", "Function": "1--45---", "LOCODE": "GMBJL", "Name": "Banjul", "NameWoDiac": "Banjul", "Status": "AI", "outflows": 184275.0 }, "geometry": { "type": "Point", "coordinates": [ -16.57803, 13.45274 ] } },
{ "type": "Feature", "properties": { "Country": "Guinea", "Function": "1--45---", "LOCODE": "GNCKY", "Name": "Conakry", "NameWoDiac": "Conakry", "Status": "AI", "outflows": 676607.90476000018 }, "geometry": { "type": "Point", "coordinates": [ -13.67729, 9.53795 ] } },
{ "type": "Feature", "properties": { "Country": "Equatorial Guinea", "Function": "1--45---", "LOCODE": "GQBSG", "Name": "Bata", "NameWoDiac": "Bata", "Status": "RQ", "outflows": 454067.0 }, "geometry": { "type": "Point", "coordinates": [ 9.76582, 1.86391 ] } },
{ "type": "Feature", "properties": { "Country": "Equatorial Guinea", "Function": "1--4----", "LOCODE": "GQSSG", "Name": "Malabo", "NameWoDiac": "Malabo", "Status": "AI", "outflows": 133795.9 }, "geometry": { "type": "Point", "coordinates": [ 8.78166, 3.75578 ] } },
{ "type": "Feature", "properties": { "Country": "Guatemala", "Function": "1--4----", "LOCODE": "GTPBR", "Name": "Puerto Barrios", "NameWoDiac": "Puerto Barrios", "Status": "AI", "outflows": 547993.33336599998 }, "geometry": { "type": "Point", "coordinates": [ -88.59444, 15.72778 ] } },
{ "type": "Feature", "properties": { "Country": "Guyana", "Function": "1--45---", "LOCODE": "GYGEO", "Name": "Georgetown", "NameWoDiac": "Georgetown", "Status": "AI", "outflows": 428041.33332200005 }, "geometry": { "type": "Point", "coordinates": [ -58.15527, 6.80448 ] } },
{ "type": "Feature", "properties": { "Country": "Hong Kong", "Function": "1--45---", "LOCODE": "HKHKG", "Name": "Hong Kong", "NameWoDiac": "Hong Kong", "Status": "AI", "outflows": 80530648.252739042 }, "geometry": { "type": "Point", "coordinates": [ 114.17469, 22.27832 ] } },
{ "type": "Feature", "properties": { "Country": "Honduras", "Function": "1-------", "LOCODE": "HNPCA", "Name": "Puerto Castilla", "NameWoDiac": "Puerto Castilla", "Status": "RQ", "outflows": 75387.0 }, "geometry": { "type": "Point", "coordinates": [ -85.96667, 16.01667 ] } },
{ "type": "Feature", "properties": { "Country": "Honduras", "Function": "1---5---", "LOCODE": "HNPCR", "Name": "Puerto Cortés", "NameWoDiac": "Puerto Cortes", "Status": "AI", "outflows": 1674222.3333919998 }, "geometry": { "type": "Point", "coordinates": [ -87.92968, 15.82562 ] } },
{ "type": "Feature", "properties": { "Country": "Honduras", "Function": "1-------", "LOCODE": "HNSLO", "Name": "San Lorenzo", "NameWoDiac": "San Lorenzo", "Status": "RQ", "outflows": 67860.0 }, "geometry": { "type": "Point", "coordinates": [ -87.44722, 13.42417 ] } },
{ "type": "Feature", "properties": { "Country": "Haiti", "Function": "1--45---", "LOCODE": "HTPAP", "Name": "Port-au-Prince", "NameWoDiac": "Port-au-Prince", "Status": "AI", "outflows": 783664.91664000018 }, "geometry": { "type": "Point", "coordinates": [ -72.33881, 18.54349 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1--4----", "LOCODE": "IDBDJ", "Name": "Banjarmasin", "NameWoDiac": "Banjarmasin", "Status": "AI", "outflows": 17848.0 }, "geometry": { "type": "Point", "coordinates": [ 114.59075, -3.31987 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1-------", "LOCODE": "IDBLW", "Name": "Belawan, Sumatra", "NameWoDiac": "Belawan, Sumatra", "Status": "QQ", "outflows": 494328.25003 }, "geometry": { "type": "Point", "coordinates": [ 98.6832, 3.7755 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1-------", "LOCODE": "IDBIT", "Name": "Bitung, Sulawesi", "NameWoDiac": "Bitung, Sulawesi", "Status": "QQ", "outflows": 215154.58334000001 }, "geometry": { "type": "Point", "coordinates": [ 125.12824, 1.44059 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1--4----", "LOCODE": "IDGTO", "Name": "Gorontalo, Sulawesi", "NameWoDiac": "Gorontalo, Sulawesi", "Status": "AI", "outflows": 42718.00001 }, "geometry": { "type": "Point", "coordinates": [ 123.3908, -0.8985 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1--4----", "LOCODE": "IDKDI", "Name": "Kendari, Sulawesi", "NameWoDiac": "Kendari, Sulawesi", "Status": "AI", "outflows": 7988.5 }, "geometry": { "type": "Point", "coordinates": [ 122.51507, -3.9778 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1--4----", "LOCODE": "IDLUW", "Name": "Luwuk", "NameWoDiac": "Luwuk", "Status": "AI", "outflows": 720.0 }, "geometry": { "type": "Point", "coordinates": [ 122.7875, -0.9516 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1--45---", "LOCODE": "IDMES", "Name": "Medan, Sumatra", "NameWoDiac": "Medan, Sumatra", "Status": "AI", "outflows": 45136.0 }, "geometry": { "type": "Point", "coordinates": [ 98.66667, 3.58333 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1--4----", "LOCODE": "IDPLM", "Name": "Palembang, Sumatra", "NameWoDiac": "Palembang, Sumatra", "Status": "AI", "outflows": 106646.75 }, "geometry": { "type": "Point", "coordinates": [ 104.7458, -2.91673 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1-------", "LOCODE": "IDPNJ", "Name": "Panjang", "NameWoDiac": "Panjang", "Status": "RQ", "outflows": 1532041.4998899996 }, "geometry": { "type": "Point", "coordinates": [ 100.6199, 0.3087 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1--45---", "LOCODE": "IDPNK", "Name": "Pontianak, Kalimantan", "NameWoDiac": "Pontianak, Kalimantan", "Status": "AI", "outflows": 35776.0 }, "geometry": { "type": "Point", "coordinates": [ 109.325, -0.03194 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1--4----", "LOCODE": "IDSRI", "Name": "Samarinda, Kalimantan", "NameWoDiac": "Samarinda, Kalimantan", "Status": "AI", "outflows": 34320.0 }, "geometry": { "type": "Point", "coordinates": [ 117.14583, -0.49167 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1--4----", "LOCODE": "IDSOQ", "Name": "Sorong", "NameWoDiac": "Sorong", "Status": "AI", "outflows": 125268.0 }, "geometry": { "type": "Point", "coordinates": [ 131.26104, -0.87956 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1-------", "LOCODE": "IDTRK", "Name": "Tarakan, Kalimantan", "NameWoDiac": "Tarakan, Kalimantan", "Status": "QQ", "outflows": 5213.0 }, "geometry": { "type": "Point", "coordinates": [ 117.59152, 3.31332 ] } },
{ "type": "Feature", "properties": { "Country": "Indonesia", "Function": "1--4----", "LOCODE": "IDTLI", "Name": "Tolitoli", "NameWoDiac": "Tolitoli", "Status": "AI", "outflows": 3328.0 }, "geometry": { "type": "Point", "coordinates": [ 121.1679, 1.2718 ] } },
{ "type": "Feature", "properties": { "Country": "Ireland", "Function": "1--45---", "LOCODE": "IEORK", "Name": "Cork", "NameWoDiac": "Cork", "Status": "AF", "outflows": 316459.0 }, "geometry": { "type": "Point", "coordinates": [ -8.47061, 51.89797 ] } },
{ "type": "Feature", "properties": { "Country": "Ireland", "Function": "12-45---", "LOCODE": "IEDUB", "Name": "Dublin", "NameWoDiac": "Dublin", "Status": "AF", "outflows": 453417.25 }, "geometry": { "type": "Point", "coordinates": [ -6.24889, 53.33306 ] } },
{ "type": "Feature", "properties": { "Country": "Israel", "Function": "1-------", "LOCODE": "ILASH", "Name": "Ashdod", "NameWoDiac": "Ashdod", "Status": "QQ", "outflows": 5463055.0830800012 }, "geometry": { "type": "Point", "coordinates": [ 34.64966, 31.79213 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "1-------", "LOCODE": "INENR", "Name": "Ennore", "NameWoDiac": "Ennore", "Status": "AA", "outflows": 263657.33331999998 }, "geometry": { "type": "Point", "coordinates": [ 80.32835, 13.24751 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "1-------", "LOCODE": "INHAL", "Name": "Haldia", "NameWoDiac": "Haldia", "Status": "AA", "outflows": 182909.25 }, "geometry": { "type": "Point", "coordinates": [ 88.10975, 22.06046 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "1-------", "LOCODE": "INKRI", "Name": "Krishnapatnam", "NameWoDiac": "Krishnapatnam", "Status": "AA", "outflows": 2290663.6664799997 }, "geometry": { "type": "Point", "coordinates": [ 80.12388, 14.28874 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "1--4----", "LOCODE": "INIXE", "Name": "Mangalore", "NameWoDiac": "Mangalore", "Status": "AA", "outflows": 139500.0 }, "geometry": { "type": "Point", "coordinates": [ 74.85603, 12.91723 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "1-------", "LOCODE": "INMUN", "Name": "Mundra", "NameWoDiac": "Mundra", "Status": "AA", "outflows": 19811914.337299995 }, "geometry": { "type": "Point", "coordinates": [ 69.7219, 22.83918 ] } },
{ "type": "Feature", "properties": { "Country": "India", "Function": "1--4----", "LOCODE": "INIXZ", "Name": "Port Blair", "NameWoDiac": "Port Blair", "Status": "AA", "outflows": 14150.5 }, "geometry": { "type": "Point", "coordinates": [ 92.74635, 11.66613 ] } },
{ "type": "Feature", "properties": { "Country": "Iraq", "Function": "1-------", "LOCODE": "IQALF", "Name": "Abu Al Fulus", "NameWoDiac": "Abu Al Fulus", "Status": "RQ", "outflows": 14131.0 }, "geometry": { "type": "Point", "coordinates": [ 48.04246, 30.44783 ] } },
{ "type": "Feature", "properties": { "Country": "Iraq", "Function": "1-------", "LOCODE": "IQBSR", "Name": "Basra", "NameWoDiac": "Basra", "Status": "AI", "outflows": 7524.0 }, "geometry": { "type": "Point", "coordinates": [ 47.7804, 30.50852 ] } },
{ "type": "Feature", "properties": { "Country": "Iceland", "Function": "1-------", "LOCODE": "ISGRF", "Name": "Grundarfjørdur", "NameWoDiac": "Grundarfjordur", "Status": "AC", "outflows": 280000.5 }, "geometry": { "type": "Point", "coordinates": [ -23.26313, 64.92427 ] } },
{ "type": "Feature", "properties": { "Country": "Iceland", "Function": "1-------", "LOCODE": "ISRFJ", "Name": "Reydarfjørdur", "NameWoDiac": "Reydarfjordur", "Status": "AC", "outflows": 157748.5 }, "geometry": { "type": "Point", "coordinates": [ -14.21832, 65.03164 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1-------", "LOCODE": "ITMDC", "Name": "Marina di Carrara", "NameWoDiac": "Marina di Carrara", "Status": "AI", "outflows": 164793.0 }, "geometry": { "type": "Point", "coordinates": [ 10.04142, 44.03837 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1-------", "LOCODE": "ITMNF", "Name": "Monfalcone", "NameWoDiac": "Monfalcone", "Status": "AI", "outflows": 23587.5 }, "geometry": { "type": "Point", "coordinates": [ 13.53292, 45.80463 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1-------", "LOCODE": "ITPOZ", "Name": "Pozzuoli", "NameWoDiac": "Pozzuoli", "Status": "AI", "outflows": 42042.0 }, "geometry": { "type": "Point", "coordinates": [ 14.0952, 40.84394 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1-------", "LOCODE": "ITRAN", "Name": "Ravenna", "NameWoDiac": "Ravenna", "Status": "AI", "outflows": 1216610.5 }, "geometry": { "type": "Point", "coordinates": [ 12.20121, 44.41344 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1-3-----", "LOCODE": "ITSAL", "Name": "Salerno", "NameWoDiac": "Salerno", "Status": "AI", "outflows": 2238415.25 }, "geometry": { "type": "Point", "coordinates": [ 14.79328, 40.67545 ] } },
{ "type": "Feature", "properties": { "Country": "Italy", "Function": "1--4----", "LOCODE": "ITTRS", "Name": "Trieste", "NameWoDiac": "Trieste", "Status": "AI", "outflows": 4531748.0 }, "geometry": { "type": "Point", "coordinates": [ 13.77678, 45.64953 ] } },
{ "type": "Feature", "properties": { "Country": "Jamaica", "Function": "1--45---", "LOCODE": "JMKIN", "Name": "Kingston", "NameWoDiac": "Kingston", "Status": "AI", "outflows": 8626072.544909995 }, "geometry": { "type": "Point", "coordinates": [ -76.79358, 17.99702 ] } },
{ "type": "Feature", "properties": { "Country": "Jamaica", "Function": "1--4----", "LOCODE": "JMMBJ", "Name": "Montego Bay", "NameWoDiac": "Montego Bay", "Status": "AI", "outflows": 628021.3333000001 }, "geometry": { "type": "Point", "coordinates": [ -77.91883, 18.47116 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPABU", "Name": "Aburatsu", "NameWoDiac": "Aburatsu", "Status": "AF", "outflows": 53352.0 }, "geometry": { "type": "Point", "coordinates": [ 144.26971, 44.02127 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--4----", "LOCODE": "JPAXT", "Name": "Akita", "NameWoDiac": "Akita", "Status": "AF", "outflows": 278377.66667000001 }, "geometry": { "type": "Point", "coordinates": [ 140.11667, 39.71667 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPCHB", "Name": "Chiba", "NameWoDiac": "Chiba", "Status": "AF", "outflows": 607568.0 }, "geometry": { "type": "Point", "coordinates": [ 140.11667, 35.6 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPFKY", "Name": "Fukuyama, Hiroshima", "NameWoDiac": "Fukuyama, Hiroshima", "Status": "AF", "outflows": 508612.0 }, "geometry": { "type": "Point", "coordinates": [ 133.36667, 34.48333 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--4----", "LOCODE": "JPHHE", "Name": "Hachinohe", "NameWoDiac": "Hachinohe", "Status": "AF", "outflows": 291243.33335000003 }, "geometry": { "type": "Point", "coordinates": [ 141.5, 40.5 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--4----", "LOCODE": "JPHIJ", "Name": "Hiroshima", "NameWoDiac": "Hiroshima", "Status": "AF", "outflows": 658970.0 }, "geometry": { "type": "Point", "coordinates": [ 132.45, 34.4 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPHTC", "Name": "Hitachi", "NameWoDiac": "Hitachi", "Status": "AF", "outflows": 110110.0 }, "geometry": { "type": "Point", "coordinates": [ 140.65, 36.6 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPHSM", "Name": "Hososhima", "NameWoDiac": "Hososhima", "Status": "AF", "outflows": 354289.0 }, "geometry": { "type": "Point", "coordinates": [ 131.66667, 32.43333 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPIMB", "Name": "Imabari", "NameWoDiac": "Imabari", "Status": "AF", "outflows": 83772.0 }, "geometry": { "type": "Point", "coordinates": [ 133.00023, 34.07001 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPIMI", "Name": "Imari", "NameWoDiac": "Imari", "Status": "AF", "outflows": 232752.0 }, "geometry": { "type": "Point", "coordinates": [ 129.87877, 33.27362 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPIWK", "Name": "Iwakuni", "NameWoDiac": "Iwakuni", "Status": "AF", "outflows": 248404.0 }, "geometry": { "type": "Point", "coordinates": [ 132.22, 34.16297 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPKNZ", "Name": "Kanazawa", "NameWoDiac": "Kanazawa", "Status": "AF", "outflows": 500785.99996999995 }, "geometry": { "type": "Point", "coordinates": [ 136.61667, 36.6 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPKSM", "Name": "Kashima, Ibaraki", "NameWoDiac": "Kashima, Ibaraki", "Status": "AF", "outflows": 103584.0 }, "geometry": { "type": "Point", "coordinates": [ 140.64474, 35.96536 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPKWS", "Name": "Kawasaki", "NameWoDiac": "Kawasaki", "Status": "AF", "outflows": 1377583.9999500001 }, "geometry": { "type": "Point", "coordinates": [ 139.71722, 35.52056 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--4----", "LOCODE": "JPKCZ", "Name": "Kochi", "NameWoDiac": "Kochi", "Status": "AF", "outflows": 97578.0 }, "geometry": { "type": "Point", "coordinates": [ 133.53333, 33.55 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--4----", "LOCODE": "JPKMJ", "Name": "Kumamoto", "NameWoDiac": "Kumamoto", "Status": "AF", "outflows": 44460.0 }, "geometry": { "type": "Point", "coordinates": [ 130.69181, 32.80589 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPMAI", "Name": "Maizuru", "NameWoDiac": "Maizuru", "Status": "AF", "outflows": 113464.0 }, "geometry": { "type": "Point", "coordinates": [ 135.33333, 35.45 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--4----", "LOCODE": "JPMYJ", "Name": "Matsuyama", "NameWoDiac": "Matsuyama", "Status": "AF", "outflows": 213629.0 }, "geometry": { "type": "Point", "coordinates": [ 132.76574, 33.83916 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPMII", "Name": "Miike, Fukuoka", "NameWoDiac": "Miike, Fukuoka", "Status": "AF", "outflows": 16640.0 }, "geometry": { "type": "Point", "coordinates": [ 130.47791, 33.05207 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPMIZ", "Name": "Mizushima", "NameWoDiac": "Mizushima", "Status": "AF", "outflows": 727415.0 }, "geometry": { "type": "Point", "coordinates": [ 133.73896, 34.5298 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPMUR", "Name": "Muroran", "NameWoDiac": "Muroran", "Status": "AF", "outflows": 115517.99996999998 }, "geometry": { "type": "Point", "coordinates": [ 140.98806, 42.31722 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--4----", "LOCODE": "JPNGS", "Name": "Nagasaki", "NameWoDiac": "Nagasaki", "Status": "AF", "outflows": 44460.0 }, "geometry": { "type": "Point", "coordinates": [ 129.88333, 32.75 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--45---", "LOCODE": "JPNGO", "Name": "Nagoya, Aichi", "NameWoDiac": "Nagoya, Aichi", "Status": "AF", "outflows": 14485316.083789002 }, "geometry": { "type": "Point", "coordinates": [ 136.90641, 35.18147 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--45---", "LOCODE": "JPNAH", "Name": "Naha, Okinawa", "NameWoDiac": "Naha, Okinawa", "Status": "AF", "outflows": 770354.0 }, "geometry": { "type": "Point", "coordinates": [ 127.68333, 26.21667 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPNAO", "Name": "Naoetsu", "NameWoDiac": "Naoetsu", "Status": "AF", "outflows": 166443.33335 }, "geometry": { "type": "Point", "coordinates": [ 138.25, 37.18333 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPKIJ", "Name": "Niigata", "NameWoDiac": "Niigata", "Status": "AF", "outflows": 632488.99997 }, "geometry": { "type": "Point", "coordinates": [ 139.00589, 37.88637 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--4----", "LOCODE": "JPOIT", "Name": "Oita", "NameWoDiac": "Oita", "Status": "AF", "outflows": 336869.0 }, "geometry": { "type": "Point", "coordinates": [ 131.6, 33.23333 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPOMZ", "Name": "Omaezaki", "NameWoDiac": "Omaezaki", "Status": "AF", "outflows": 642421.0 }, "geometry": { "type": "Point", "coordinates": [ 138.21934, 34.59882 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPONA", "Name": "Onahama", "NameWoDiac": "Onahama", "Status": "AF", "outflows": 204940.6667 }, "geometry": { "type": "Point", "coordinates": [ 140.9, 36.95 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPOTK", "Name": "Otake", "NameWoDiac": "Otake", "Status": "AF", "outflows": 36348.0 }, "geometry": { "type": "Point", "coordinates": [ 132.22063, 34.20754 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--4----", "LOCODE": "JPOTR", "Name": "Otaru", "NameWoDiac": "Otaru", "Status": "AF", "outflows": 78000.0 }, "geometry": { "type": "Point", "coordinates": [ 141.00222, 43.18944 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPSMN", "Name": "Sakaiminato", "NameWoDiac": "Sakaiminato", "Status": "AF", "outflows": 329679.99997 }, "geometry": { "type": "Point", "coordinates": [ 133.23094, 35.53774 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPSKT", "Name": "Sakata", "NameWoDiac": "Sakata", "Status": "AF", "outflows": 421338.66667000001 }, "geometry": { "type": "Point", "coordinates": [ 139.855, 38.91667 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPSBS", "Name": "Shibushi", "NameWoDiac": "Shibushi", "Status": "AF", "outflows": 490971.0 }, "geometry": { "type": "Point", "coordinates": [ 131.10114, 31.476 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPSMZ", "Name": "Shimizu", "NameWoDiac": "Shimizu", "Status": "AF", "outflows": 5351577.999760001 }, "geometry": { "type": "Point", "coordinates": [ 142.88472, 43.00611 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--4----", "LOCODE": "JPTAK", "Name": "Takamatsu", "NameWoDiac": "Takamatsu", "Status": "AF", "outflows": 188292.0 }, "geometry": { "type": "Point", "coordinates": [ 134.05, 34.33333 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--4----", "LOCODE": "JPTKS", "Name": "Tokushima", "NameWoDiac": "Tokushima", "Status": "AF", "outflows": 148044.0 }, "geometry": { "type": "Point", "coordinates": [ 134.56667, 34.06667 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPTKY", "Name": "Tokuyama", "NameWoDiac": "Tokuyama", "Status": "AF", "outflows": 456888.25 }, "geometry": { "type": "Point", "coordinates": [ 131.81667, 34.05 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--4----", "LOCODE": "JPTMK", "Name": "Tomakomai", "NameWoDiac": "Tomakomai", "Status": "AF", "outflows": 929244.33331999998 }, "geometry": { "type": "Point", "coordinates": [ 141.60333, 42.63694 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPTHS", "Name": "Toyohashi", "NameWoDiac": "Toyohashi", "Status": "AF", "outflows": 181584.0 }, "geometry": { "type": "Point", "coordinates": [ 137.38333, 34.76667 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPTRG", "Name": "Tsuruga", "NameWoDiac": "Tsuruga", "Status": "AF", "outflows": 121550.0 }, "geometry": { "type": "Point", "coordinates": [ 136.0558, 35.64547 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1--4----", "LOCODE": "JPUBJ", "Name": "Ube", "NameWoDiac": "Ube", "Status": "AF", "outflows": 22490.0 }, "geometry": { "type": "Point", "coordinates": [ 131.25111, 33.94306 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPWAK", "Name": "Wakayama", "NameWoDiac": "Wakayama", "Status": "AF", "outflows": 63765.0 }, "geometry": { "type": "Point", "coordinates": [ 135.16667, 34.23333 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPYAT", "Name": "Yatsushiro", "NameWoDiac": "Yatsushiro", "Status": "AF", "outflows": 61100.0 }, "geometry": { "type": "Point", "coordinates": [ 130.59952, 32.50439 ] } },
{ "type": "Feature", "properties": { "Country": "Japan", "Function": "1-------", "LOCODE": "JPYKK", "Name": "Yokkaichi", "NameWoDiac": "Yokkaichi", "Status": "AF", "outflows": 3523652.1667400002 }, "geometry": { "type": "Point", "coordinates": [ 136.61667, 34.96667 ] } },
{ "type": "Feature", "properties": { "Country": "Kenya", "Function": "1--45---", "LOCODE": "KEMBA", "Name": "Mombasa", "NameWoDiac": "Mombasa", "Status": "AI", "outflows": 2290456.6388300001 }, "geometry": { "type": "Point", "coordinates": [ 39.66359, -4.05466 ] } },
{ "type": "Feature", "properties": { "Country": "Kiribati", "Function": "1--4----", "LOCODE": "KITRW", "Name": "Tarawa", "NameWoDiac": "Tarawa", "Status": "AI", "outflows": 136326.0 }, "geometry": { "type": "Point", "coordinates": [ 172.97696, 1.3278 ] } },
{ "type": "Feature", "properties": { "Country": "Comoros", "Function": "1--45---", "LOCODE": "KMYVA", "Name": "Moroni", "NameWoDiac": "Moroni", "Status": "AI", "outflows": 131275.33335 }, "geometry": { "type": "Point", "coordinates": [ 43.25506, -11.70216 ] } },
{ "type": "Feature", "properties": { "Country": "Lebanon", "Function": "1--4----", "LOCODE": "LBKYE", "Name": "Tripoli", "NameWoDiac": "Tripoli", "Status": "AI", "outflows": 2038156.25 }, "geometry": { "type": "Point", "coordinates": [ 35.84415, 34.43352 ] } },
{ "type": "Feature", "properties": { "Country": "Lithuania", "Function": "1--4----", "LOCODE": "LTKLJ", "Name": "Klaipeda", "NameWoDiac": "Klaipeda", "Status": "AI", "outflows": 1242325.5 }, "geometry": { "type": "Point", "coordinates": [ 21.13912, 55.7068 ] } },
{ "type": "Feature", "properties": { "Country": "Latvia", "Function": "1--45---", "LOCODE": "LVRIX", "Name": "Riga", "NameWoDiac": "Riga", "Status": "AI", "outflows": 944970.0 }, "geometry": { "type": "Point", "coordinates": [ 24.10589, 56.946 ] } },
{ "type": "Feature", "properties": { "Country": "Libya", "Function": "1--45---", "LOCODE": "LYBEN", "Name": "Bingazi (Benghazi)", "NameWoDiac": "Bingazi (Benghazi)", "Status": "AI", "outflows": 296981.0 }, "geometry": { "type": "Point", "coordinates": [ 20.06859, 32.11486 ] } },
{ "type": "Feature", "properties": { "Country": "Libya", "Function": "1--4----", "LOCODE": "LYMRA", "Name": "Misurata", "NameWoDiac": "Misurata", "Status": "AI", "outflows": 757750.00001000008 }, "geometry": { "type": "Point", "coordinates": [ 15.09254, 32.37535 ] } },
{ "type": "Feature", "properties": { "Country": "Libya", "Function": "1--4----", "LOCODE": "LYTIP", "Name": "Tripoli", "NameWoDiac": "Tripoli", "Status": "AI", "outflows": 281045.0 }, "geometry": { "type": "Point", "coordinates": [ 13.18733, 32.88743 ] } },
{ "type": "Feature", "properties": { "Country": "Morocco", "Function": "1--4----", "LOCODE": "MAAGA", "Name": "Agadir", "NameWoDiac": "Agadir", "Status": "AI", "outflows": 593660.57139000006 }, "geometry": { "type": "Point", "coordinates": [ -9.59815, 30.42018 ] } },
{ "type": "Feature", "properties": { "Country": "Morocco", "Function": "1-------", "LOCODE": "MANDR", "Name": "Nador", "NameWoDiac": "Nador", "Status": "AI", "outflows": 45500.0 }, "geometry": { "type": "Point", "coordinates": [ -2.93352, 35.16813 ] } },
{ "type": "Feature", "properties": { "Country": "Morocco", "Function": "123-----", "LOCODE": "MAPTM", "Name": "Tanger Med", "NameWoDiac": "Tanger Med", "Status": "AI", "outflows": 29213268.307420008 }, "geometry": { "type": "Point", "coordinates": [ -5.56323, 35.82674 ] } },
{ "type": "Feature", "properties": { "Country": "Madagascar", "Function": "1--4----", "LOCODE": "MGDIE", "Name": "Antsiranana", "NameWoDiac": "Antsiranana", "Status": "AI", "outflows": 113468.0 }, "geometry": { "type": "Point", "coordinates": [ 49.29188, -12.31732 ] } },
{ "type": "Feature", "properties": { "Country": "Madagascar", "Function": "1--4----", "LOCODE": "MGMJN", "Name": "Majunga (Mahajanga)", "NameWoDiac": "Majunga (Mahajanga)", "Status": "AI", "outflows": 125324.0 }, "geometry": { "type": "Point", "coordinates": [ 46.31667, -15.71667 ] } },
{ "type": "Feature", "properties": { "Country": "Madagascar", "Function": "1--45---", "LOCODE": "MGTMM", "Name": "Tamatave (Toamasina)", "NameWoDiac": "Tamatave (Toamasina)", "Status": "AI", "outflows": 396084.0 }, "geometry": { "type": "Point", "coordinates": [ 49.40234, -18.1492 ] } },
{ "type": "Feature", "properties": { "Country": "Madagascar", "Function": "1--4----", "LOCODE": "MGTLE", "Name": "Tulear (Toliara)", "NameWoDiac": "Tulear (Toliara)", "Status": "AI", "outflows": 19864.0 }, "geometry": { "type": "Point", "coordinates": [ 43.66667, -23.35 ] } },
{ "type": "Feature", "properties": { "Country": "Marshall Islands", "Function": "---4----", "LOCODE": "MHKWA", "Name": "Kwajalein", "NameWoDiac": "Kwajalein", "Status": "AI", "outflows": 48316.66667 }, "geometry": { "type": "Point", "coordinates": [ 167.73919, 8.77479 ] } },
{ "type": "Feature", "properties": { "Country": "Myanmar", "Function": "1--45---", "LOCODE": "MMRGN", "Name": "Yangon", "NameWoDiac": "Yangon", "Status": "AI", "outflows": 937558.00004999992 }, "geometry": { "type": "Point", "coordinates": [ 96.15611, 16.80528 ] } },
{ "type": "Feature", "properties": { "Country": "Myanmar", "Function": "1--45---", "LOCODE": "MMRGN", "Name": "Yangon", "NameWoDiac": "Yangon", "Status": "AI", "outflows": 937558.00004999992 }, "geometry": { "type": "Point", "coordinates": [ 96.15611, 16.80528 ] } },
{ "type": "Feature", "properties": { "Country": "Martinique", "Function": "1-345---", "LOCODE": "MQFDF", "Name": "Fort-de-France", "NameWoDiac": "Fort-de-France", "Status": "AI", "outflows": 1924423.5832689998 }, "geometry": { "type": "Point", "coordinates": [ -61.07418, 14.60365 ] } },
{ "type": "Feature", "properties": { "Country": "Mauritania", "Function": "1--4----", "LOCODE": "MRNDB", "Name": "Nouadhibou", "NameWoDiac": "Nouadhibou", "Status": "AI", "outflows": 197029.5 }, "geometry": { "type": "Point", "coordinates": [ -17.03842, 20.94188 ] } },
{ "type": "Feature", "properties": { "Country": "Mauritania", "Function": "1--45---", "LOCODE": "MRNKC", "Name": "Nouakchott", "NameWoDiac": "Nouakchott", "Status": "AI", "outflows": 334524.0 }, "geometry": { "type": "Point", "coordinates": [ -15.9785, 18.08581 ] } },
{ "type": "Feature", "properties": { "Country": "Montserrat", "Function": "1---5---", "LOCODE": "MSPLY", "Name": "Plymouth", "NameWoDiac": "Plymouth", "Status": "RQ", "outflows": 230958.0 }, "geometry": { "type": "Point", "coordinates": [ -62.21292, 16.70555 ] } },
{ "type": "Feature", "properties": { "Country": "Mauritius", "Function": "1--4----", "LOCODE": "MUPLU", "Name": "Port Louis", "NameWoDiac": "Port Louis", "Status": "QQ", "outflows": 7415942.3854999971 }, "geometry": { "type": "Point", "coordinates": [ 57.49889, -20.16194 ] } },
{ "type": "Feature", "properties": { "Country": "Malaysia", "Function": "1-------", "LOCODE": "MYBTU", "Name": "Bintulu, Sarawak", "NameWoDiac": "Bintulu, Sarawak", "Status": "AI", "outflows": 670234.5 }, "geometry": { "type": "Point", "coordinates": [ 113.03333, 3.16667 ] } },
{ "type": "Feature", "properties": { "Country": "Malaysia", "Function": "1-345---", "LOCODE": "MYBKI", "Name": "Kota Kinabalu, Sabah", "NameWoDiac": "Kota Kinabalu, Sabah", "Status": "AI", "outflows": 710049.1667 }, "geometry": { "type": "Point", "coordinates": [ 116.0724, 5.9749 ] } },
{ "type": "Feature", "properties": { "Country": "Malaysia", "Function": "1--45---", "LOCODE": "MYKCH", "Name": "Kuching, Sarawak", "NameWoDiac": "Kuching, Sarawak", "Status": "AI", "outflows": 276603.6 }, "geometry": { "type": "Point", "coordinates": [ 110.33333, 1.55 ] } },
{ "type": "Feature", "properties": { "Country": "Malaysia", "Function": "1--4----", "LOCODE": "MYLBU", "Name": "Labuan, Sabah", "NameWoDiac": "Labuan, Sabah", "Status": "AI", "outflows": 68835.0 }, "geometry": { "type": "Point", "coordinates": [ 115.26924, 5.28883 ] } },
{ "type": "Feature", "properties": { "Country": "Malaysia", "Function": "1--4----", "LOCODE": "MYMKZ", "Name": "Malacca", "NameWoDiac": "Malacca", "Status": "AI", "outflows": 2862.0 }, "geometry": { "type": "Point", "coordinates": [ 102.2405, 2.196 ] } },
{ "type": "Feature", "properties": { "Country": "Malaysia", "Function": "1-------", "LOCODE": "MYPGU", "Name": "Pasir Gudang, Johor", "NameWoDiac": "Pasir Gudang, Johor", "Status": "QQ", "outflows": 3893274.6667500003 }, "geometry": { "type": "Point", "coordinates": [ 103.878, 1.4726 ] } },
{ "type": "Feature", "properties": { "Country": "Malaysia", "Function": "1--4----", "LOCODE": "MYSDK", "Name": "Sandakan, Sabah", "NameWoDiac": "Sandakan, Sabah", "Status": "AI", "outflows": 18720.0 }, "geometry": { "type": "Point", "coordinates": [ 118.1179, 5.8402 ] } },
{ "type": "Feature", "properties": { "Country": "Malaysia", "Function": "1--4----", "LOCODE": "MYSBW", "Name": "Sibu, Sarawak", "NameWoDiac": "Sibu, Sarawak", "Status": "AI", "outflows": 2250.0 }, "geometry": { "type": "Point", "coordinates": [ 111.81667, 2.3 ] } },
{ "type": "Feature", "properties": { "Country": "Malaysia", "Function": "1--4----", "LOCODE": "MYTWU", "Name": "Tawau, Sabah", "NameWoDiac": "Tawau, Sabah", "Status": "AI", "outflows": 241236.6667 }, "geometry": { "type": "Point", "coordinates": [ 117.89115, 4.24482 ] } },
{ "type": "Feature", "properties": { "Country": "Mozambique", "Function": "1--45---", "LOCODE": "MZBEW", "Name": "Beira", "NameWoDiac": "Beira", "Status": "AI", "outflows": 862537.00003 }, "geometry": { "type": "Point", "coordinates": [ 34.83889, -19.84361 ] } },
{ "type": "Feature", "properties": { "Country": "Mozambique", "Function": "1--45---", "LOCODE": "MZMPM", "Name": "Maputo", "NameWoDiac": "Maputo", "Status": "AI", "outflows": 871116.20004999987 }, "geometry": { "type": "Point", "coordinates": [ 32.58322, -25.96553 ] } },
{ "type": "Feature", "properties": { "Country": "Mozambique", "Function": "1--4----", "LOCODE": "MZMNC", "Name": "Nacala", "NameWoDiac": "Nacala", "Status": "AI", "outflows": 668056.99998000008 }, "geometry": { "type": "Point", "coordinates": [ 40.68538, -14.56257 ] } },
{ "type": "Feature", "properties": { "Country": "Mozambique", "Function": "1--4----", "LOCODE": "MZUEL", "Name": "Quelimane", "NameWoDiac": "Quelimane", "Status": "AI", "outflows": 8034.0 }, "geometry": { "type": "Point", "coordinates": [ 36.88833, -17.87861 ] } },
{ "type": "Feature", "properties": { "Country": "Namibia", "Function": "1-------", "LOCODE": "NAWVB", "Name": "Walvis Bay", "NameWoDiac": "Walvis Bay", "Status": "QQ", "outflows": 2144542.8666100004 }, "geometry": { "type": "Point", "coordinates": [ 14.50528, -22.9575 ] } },
{ "type": "Feature", "properties": { "Country": "Nigeria", "Function": "1-------", "LOCODE": "NGAPP", "Name": "Apapa", "NameWoDiac": "Apapa", "Status": "QQ", "outflows": 1959193.7340199992 }, "geometry": { "type": "Point", "coordinates": [ 3.35901, 6.4488 ] } },
{ "type": "Feature", "properties": { "Country": "Nigeria", "Function": "1--4----", "LOCODE": "NGCBQ", "Name": "Calabar", "NameWoDiac": "Calabar", "Status": "AI", "outflows": 7150.0 }, "geometry": { "type": "Point", "coordinates": [ 8.32695, 4.95893 ] } },
{ "type": "Feature", "properties": { "Country": "Nigeria", "Function": "1--45---", "LOCODE": "NGLOS", "Name": "Lagos", "NameWoDiac": "Lagos", "Status": "AI", "outflows": 1767326.6668199997 }, "geometry": { "type": "Point", "coordinates": [ 3.39467, 6.45407 ] } },
{ "type": "Feature", "properties": { "Country": "Nigeria", "Function": "1--4----", "LOCODE": "NGPHC", "Name": "Port Harcourt", "NameWoDiac": "Port Harcourt", "Status": "AI", "outflows": 46634.9 }, "geometry": { "type": "Point", "coordinates": [ 7.0134, 4.77742 ] } },
{ "type": "Feature", "properties": { "Country": "Nicaragua", "Function": "1---5---", "LOCODE": "NICIO", "Name": "Corinto", "NameWoDiac": "Corinto", "Status": "AI", "outflows": 510767.4 }, "geometry": { "type": "Point", "coordinates": [ -87.17304, 12.4825 ] } },
{ "type": "Feature", "properties": { "Country": "Norway", "Function": "1-------", "LOCODE": "NOGJM", "Name": "Gjemnes", "NameWoDiac": "Gjemnes", "Status": "AI", "outflows": 135486.0 }, "geometry": { "type": "Point", "coordinates": [ 8.08604, 62.89225 ] } },
{ "type": "Feature", "properties": { "Country": "Oman", "Function": "1--4----", "LOCODE": "OMSLL", "Name": "Salalah", "NameWoDiac": "Salalah", "Status": "AI", "outflows": 20488113.65606999 }, "geometry": { "type": "Point", "coordinates": [ 54.09237, 17.01505 ] } },
{ "type": "Feature", "properties": { "Country": "Oman", "Function": "1-------", "LOCODE": "OMSOH", "Name": "Sohar", "NameWoDiac": "Sohar", "Status": "QQ", "outflows": 5253518.9085 }, "geometry": { "type": "Point", "coordinates": [ 56.70937, 24.34745 ] } },
{ "type": "Feature", "properties": { "Country": "Panama", "Function": "1-------", "LOCODE": "PAPAM", "Name": "Almirante", "NameWoDiac": "Almirante", "Status": "AI", "outflows": 265850.0 }, "geometry": { "type": "Point", "coordinates": [ -82.4018, 9.30091 ] } },
{ "type": "Feature", "properties": { "Country": "Panama", "Function": "1-------", "LOCODE": "PABLB", "Name": "Balboa", "NameWoDiac": "Balboa", "Status": "AI", "outflows": 13017890.895410001 }, "geometry": { "type": "Point", "coordinates": [ -79.56672, 8.94814 ] } },
{ "type": "Feature", "properties": { "Country": "Panama", "Function": "--3-----", "LOCODE": "PACSO", "Name": "Coco Solo", "NameWoDiac": "Coco Solo", "Status": "RQ", "outflows": 340795.0 }, "geometry": { "type": "Point", "coordinates": [ -79.88168, 9.37091 ] } },
{ "type": "Feature", "properties": { "Country": "Panama", "Function": "123-----", "LOCODE": "PAMIT", "Name": "Manzanillo", "NameWoDiac": "Manzanillo", "Status": "AI", "outflows": 13509667.606659999 }, "geometry": { "type": "Point", "coordinates": [ -81.16667, 7.53667 ] } },
{ "type": "Feature", "properties": { "Country": "Peru", "Function": "1-------", "LOCODE": "PECLL", "Name": "Callao", "NameWoDiac": "Callao", "Status": "AI", "outflows": 15247664.791890001 }, "geometry": { "type": "Point", "coordinates": [ -77.11814, -12.05659 ] } },
{ "type": "Feature", "properties": { "Country": "Peru", "Function": "1--4----", "LOCODE": "PEILQ", "Name": "Ilo", "NameWoDiac": "Ilo", "Status": "AI", "outflows": 83616.0 }, "geometry": { "type": "Point", "coordinates": [ -71.34108, -17.63185 ] } },
{ "type": "Feature", "properties": { "Country": "Peru", "Function": "1--4----", "LOCODE": "PEIQT", "Name": "Iquitos", "NameWoDiac": "Iquitos", "Status": "AI", "outflows": 9675.0 }, "geometry": { "type": "Point", "coordinates": [ -73.25383, -3.74912 ] } },
{ "type": "Feature", "properties": { "Country": "Peru", "Function": "1-------", "LOCODE": "PEMRI", "Name": "Matarani", "NameWoDiac": "Matarani", "Status": "AI", "outflows": 98962.5 }, "geometry": { "type": "Point", "coordinates": [ -72.10563, -16.99639 ] } },
{ "type": "Feature", "properties": { "Country": "Peru", "Function": "1-------", "LOCODE": "PEPAI", "Name": "Paita", "NameWoDiac": "Paita", "Status": "AI", "outflows": 1763103.4120800004 }, "geometry": { "type": "Point", "coordinates": [ -81.11444, -5.08917 ] } },
{ "type": "Feature", "properties": { "Country": "Peru", "Function": "1--4----", "LOCODE": "PEPIO", "Name": "Pisco", "NameWoDiac": "Pisco", "Status": "AI", "outflows": 121628.0 }, "geometry": { "type": "Point", "coordinates": [ -76.20538, -13.71029 ] } },
{ "type": "Feature", "properties": { "Country": "Papua New Guinea", "Function": "1--4----", "LOCODE": "PGGUR", "Name": "Alotau", "NameWoDiac": "Alotau", "Status": "AI", "outflows": 15808.0 }, "geometry": { "type": "Point", "coordinates": [ 150.45742, -10.31509 ] } },
{ "type": "Feature", "properties": { "Country": "Papua New Guinea", "Function": "1--4----", "LOCODE": "PGBUA", "Name": "Buka", "NameWoDiac": "Buka", "Status": "AI", "outflows": 15808.0 }, "geometry": { "type": "Point", "coordinates": [ 154.67098, -5.43261 ] } },
{ "type": "Feature", "properties": { "Country": "Papua New Guinea", "Function": "1-------", "LOCODE": "PGKIM", "Name": "Kimbe", "NameWoDiac": "Kimbe", "Status": "QQ", "outflows": 99364.0 }, "geometry": { "type": "Point", "coordinates": [ 150.13766, -5.55085 ] } },
{ "type": "Feature", "properties": { "Country": "Papua New Guinea", "Function": "1--4----", "LOCODE": "PGLAE", "Name": "Lae", "NameWoDiac": "Lae", "Status": "AI", "outflows": 836183.91665300005 }, "geometry": { "type": "Point", "coordinates": [ 146.99611, -6.72333 ] } },
{ "type": "Feature", "properties": { "Country": "Papua New Guinea", "Function": "1--4----", "LOCODE": "PGPOM", "Name": "Port Moresby", "NameWoDiac": "Port Moresby", "Status": "AI", "outflows": 402247.08331199997 }, "geometry": { "type": "Point", "coordinates": [ 147.15089, -9.47723 ] } },
{ "type": "Feature", "properties": { "Country": "Papua New Guinea", "Function": "1--4----", "LOCODE": "PGRAB", "Name": "Rabaul", "NameWoDiac": "Rabaul", "Status": "AI", "outflows": 115172.0 }, "geometry": { "type": "Point", "coordinates": [ 152.16297, -4.20037 ] } },
{ "type": "Feature", "properties": { "Country": "Papua New Guinea", "Function": "1--4----", "LOCODE": "PGWWK", "Name": "Wewak", "NameWoDiac": "Wewak", "Status": "AI", "outflows": 43795.0 }, "geometry": { "type": "Point", "coordinates": [ 143.63229, -3.54964 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1--4----", "LOCODE": "PHBCD", "Name": "Bacolod, Negros", "NameWoDiac": "Bacolod, Negros", "Status": "AI", "outflows": 18806.0 }, "geometry": { "type": "Point", "coordinates": [ 122.95, 10.66667 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1--4----", "LOCODE": "PHCGY", "Name": "Cagayan de Oro, Mindanao", "NameWoDiac": "Cagayan de Oro, Mindanao", "Status": "AI", "outflows": 1437089.1667599997 }, "geometry": { "type": "Point", "coordinates": [ 124.64722, 8.48222 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1--4----", "LOCODE": "PHCEB", "Name": "Cebu", "NameWoDiac": "Cebu", "Status": "AI", "outflows": 1378464.0 }, "geometry": { "type": "Point", "coordinates": [ 123.89071, 10.31672 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1--4----", "LOCODE": "PHCBO", "Name": "Cotabato, Mindanao", "NameWoDiac": "Cotabato, Mindanao", "Status": "AI", "outflows": 29328.0 }, "geometry": { "type": "Point", "coordinates": [ 124.24639, 7.22361 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1--4----", "LOCODE": "PHDGT", "Name": "Dumaguete", "NameWoDiac": "Dumaguete", "Status": "AI", "outflows": 27546.0 }, "geometry": { "type": "Point", "coordinates": [ 123.30261, 9.30722 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1--45---", "LOCODE": "PHMNL", "Name": "Manila", "NameWoDiac": "Manila", "Status": "AI", "outflows": 7135131.1431800006 }, "geometry": { "type": "Point", "coordinates": [ 120.9822, 14.6042 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1--4----", "LOCODE": "PHOZC", "Name": "Ozamis, Mindanao", "NameWoDiac": "Ozamis, Mindanao", "Status": "AI", "outflows": 10976.0 }, "geometry": { "type": "Point", "coordinates": [ 123.8405, 8.1481 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1-3-----", "LOCODE": "PHPLC", "Name": "Polloc", "NameWoDiac": "Polloc", "Status": "RQ", "outflows": 11193.0 }, "geometry": { "type": "Point", "coordinates": [ 124.22088, 7.3534 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1--4----", "LOCODE": "PHPPS", "Name": "Puerto Princesa, Palawan", "NameWoDiac": "Puerto Princesa, Palawan", "Status": "AI", "outflows": 9100.0 }, "geometry": { "type": "Point", "coordinates": [ 118.73528, 9.73917 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1--4----", "LOCODE": "PHSFS", "Name": "Subic Bay", "NameWoDiac": "Subic Bay", "Status": "AI", "outflows": 1621178.0 }, "geometry": { "type": "Point", "coordinates": [ 120.27987, 14.78899 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1--4----", "LOCODE": "PHTAG", "Name": "Tagbilaran, Bohol", "NameWoDiac": "Tagbilaran, Bohol", "Status": "AI", "outflows": 4320.0 }, "geometry": { "type": "Point", "coordinates": [ 123.85219, 9.65556 ] } },
{ "type": "Feature", "properties": { "Country": "Philippines", "Function": "1--4----", "LOCODE": "PHZAM", "Name": "Zamboanga", "NameWoDiac": "Zamboanga", "Status": "AI", "outflows": 67509.0 }, "geometry": { "type": "Point", "coordinates": [ 122.07389, 6.91028 ] } },
{ "type": "Feature", "properties": { "Country": "Pakistan", "Function": "1-34----", "LOCODE": "PKGWD", "Name": "Gwadar", "NameWoDiac": "Gwadar", "Status": "AI", "outflows": 145535.0 }, "geometry": { "type": "Point", "coordinates": [ 62.32541, 25.12163 ] } },
{ "type": "Feature", "properties": { "Country": "Pakistan", "Function": "12345---", "LOCODE": "PKKHI", "Name": "Karachi", "NameWoDiac": "Karachi", "Status": "AI", "outflows": 11738106.441340001 }, "geometry": { "type": "Point", "coordinates": [ 67.0104, 24.8608 ] } },
{ "type": "Feature", "properties": { "Country": "Poland", "Function": "1--4----", "LOCODE": "PLGDN", "Name": "Gdansk", "NameWoDiac": "Gdansk", "Status": "AI", "outflows": 6373121.0499060033 }, "geometry": { "type": "Point", "coordinates": [ 18.64912, 54.35227 ] } },
{ "type": "Feature", "properties": { "Country": "Poland", "Function": "1--45---", "LOCODE": "PLSZZ", "Name": "Szczecin", "NameWoDiac": "Szczecin", "Status": "AI", "outflows": 101530.0 }, "geometry": { "type": "Point", "coordinates": [ 14.55302, 53.42894 ] } },
{ "type": "Feature", "properties": { "Country": "Palau", "Function": "1--4----", "LOCODE": "PWROR", "Name": "Koror", "NameWoDiac": "Koror", "Status": "AI", "outflows": 30420.0 }, "geometry": { "type": "Point", "coordinates": [ 134.47326, 7.33978 ] } },
{ "type": "Feature", "properties": { "Country": "Russian Federation", "Function": "1--4----", "LOCODE": "RUARH", "Name": "Arkhangelsk", "NameWoDiac": "Arkhangelsk", "Status": "AI", "outflows": 390.0 }, "geometry": { "type": "Point", "coordinates": [ 40.5433, 64.5401 ] } },
{ "type": "Feature", "properties": { "Country": "Russian Federation", "Function": "1-------", "LOCODE": "RUDUD", "Name": "Dudinka", "NameWoDiac": "Dudinka", "Status": "QQ", "outflows": 16796.0 }, "geometry": { "type": "Point", "coordinates": [ 86.17778, 69.40583 ] } },
{ "type": "Feature", "properties": { "Country": "Russian Federation", "Function": "1--4----", "LOCODE": "RUKGD", "Name": "Kaliningrad", "NameWoDiac": "Kaliningrad", "Status": "AI", "outflows": 133061.5 }, "geometry": { "type": "Point", "coordinates": [ 20.51095, 54.70649 ] } },
{ "type": "Feature", "properties": { "Country": "Russian Federation", "Function": "1-------", "LOCODE": "RUKOR", "Name": "Korsakov", "NameWoDiac": "Korsakov", "Status": "QQ", "outflows": 19067.0 }, "geometry": { "type": "Point", "coordinates": [ 142.77722, 46.6342 ] } },
{ "type": "Feature", "properties": { "Country": "Russian Federation", "Function": "---4----", "LOCODE": "RUGDX", "Name": "Magadan", "NameWoDiac": "Magadan", "Status": "AI", "outflows": 27664.0 }, "geometry": { "type": "Point", "coordinates": [ 150.80347, 59.5638 ] } },
{ "type": "Feature", "properties": { "Country": "Russian Federation", "Function": "1--4----", "LOCODE": "RUPKC", "Name": "Petropavlovsk-Kamchatskiy", "NameWoDiac": "Petropavlovsk-Kamchatskiy", "Status": "AI", "outflows": 10478.0 }, "geometry": { "type": "Point", "coordinates": [ 158.65076, 53.04444 ] } },
{ "type": "Feature", "properties": { "Country": "Russian Federation", "Function": "1--4----", "LOCODE": "RUVVO", "Name": "Vladivostok", "NameWoDiac": "Vladivostok", "Status": "AI", "outflows": 1273681.4999099998 }, "geometry": { "type": "Point", "coordinates": [ 131.87353, 43.10562 ] } },
{ "type": "Feature", "properties": { "Country": "Saudi Arabia", "Function": "1-------", "LOCODE": "SAJUB", "Name": "Jubail", "NameWoDiac": "Jubail", "Status": "QQ", "outflows": 6234394.5950499978 }, "geometry": { "type": "Point", "coordinates": [ 49.62251, 27.0174 ] } },
{ "type": "Feature", "properties": { "Country": "Seychelles", "Function": "1-------", "LOCODE": "SCPOV", "Name": "Port Victoria", "NameWoDiac": "Port Victoria", "Status": "QQ", "outflows": 611771.76191000012 }, "geometry": { "type": "Point", "coordinates": [ 55.45501, -4.62001 ] } },
{ "type": "Feature", "properties": { "Country": "Sudan", "Function": "1--45---", "LOCODE": "SDPZU", "Name": "Port Sudan", "NameWoDiac": "Port Sudan", "Status": "AI", "outflows": 308535.0 }, "geometry": { "type": "Point", "coordinates": [ 37.21644, 19.61745 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "12-4----", "LOCODE": "SEHEL", "Name": "Helsingborg", "NameWoDiac": "Helsingborg", "Status": "AI", "outflows": 634088.0 }, "geometry": { "type": "Point", "coordinates": [ 12.69437, 56.04673 ] } },
{ "type": "Feature", "properties": { "Country": "Sweden", "Function": "123-----", "LOCODE": "SEVAG", "Name": "Varberg", "NameWoDiac": "Varberg", "Status": "AA", "outflows": 82628.0 }, "geometry": { "type": "Point", "coordinates": [ 12.25078, 57.10557 ] } },
{ "type": "Feature", "properties": { "Country": "Singapore", "Function": "1--45---", "LOCODE": "SGSIN", "Name": "Singapore", "NameWoDiac": "Singapore", "Status": "AI", "outflows": 126673817.40886995 }, "geometry": { "type": "Point", "coordinates": [ 103.85007, 1.28967 ] } },
{ "type": "Feature", "properties": { "Country": "Slovenia", "Function": "1-------", "LOCODE": "SIKOP", "Name": "Koper", "NameWoDiac": "Koper", "Status": "RL", "outflows": 4814941.1666899994 }, "geometry": { "type": "Point", "coordinates": [ 13.72944, 45.54694 ] } },
{ "type": "Feature", "properties": { "Country": "Sierra Leone", "Function": "1--45---", "LOCODE": "SLFNA", "Name": "Freetown", "NameWoDiac": "Freetown", "Status": "AI", "outflows": 292305.0 }, "geometry": { "type": "Point", "coordinates": [ -13.2356, 8.48714 ] } },
{ "type": "Feature", "properties": { "Country": "Senegal", "Function": "1--45---", "LOCODE": "SNDKR", "Name": "Dakar", "NameWoDiac": "Dakar", "Status": "AI", "outflows": 2417263.262 }, "geometry": { "type": "Point", "coordinates": [ -17.44406, 14.6937 ] } },
{ "type": "Feature", "properties": { "Country": "Somalia", "Function": "1--4----", "LOCODE": "SOBBO", "Name": "Berbera", "NameWoDiac": "Berbera", "Status": "AI", "outflows": 215094.5 }, "geometry": { "type": "Point", "coordinates": [ 45.01432, 10.43959 ] } },
{ "type": "Feature", "properties": { "Country": "Somalia", "Function": "1--4----", "LOCODE": "SOKMU", "Name": "Kismayu", "NameWoDiac": "Kismayu", "Status": "AI", "outflows": 188773.0 }, "geometry": { "type": "Point", "coordinates": [ 42.54536, -0.35817 ] } },
{ "type": "Feature", "properties": { "Country": "Somalia", "Function": "1--45---", "LOCODE": "SOMGQ", "Name": "Mogadishu", "NameWoDiac": "Mogadishu", "Status": "AI", "outflows": 437501.99997999996 }, "geometry": { "type": "Point", "coordinates": [ 45.34375, 2.03711 ] } },
{ "type": "Feature", "properties": { "Country": "Suriname", "Function": "1--45---", "LOCODE": "SRPBM", "Name": "Paramaribo", "NameWoDiac": "Paramaribo", "Status": "AI", "outflows": 538931.33332199999 }, "geometry": { "type": "Point", "coordinates": [ -55.16682, 5.86638 ] } },
{ "type": "Feature", "properties": { "Country": "Suriname", "Function": "1--45---", "LOCODE": "SRPBM", "Name": "Paramaribo", "NameWoDiac": "Paramaribo", "Status": "AI", "outflows": 538931.33332199999 }, "geometry": { "type": "Point", "coordinates": [ -55.16682, 5.86638 ] } },
{ "type": "Feature", "properties": { "Country": "El Salvador", "Function": "1-3-----", "LOCODE": "SVAQJ", "Name": "Acajutla", "NameWoDiac": "Acajutla", "Status": "AI", "outflows": 495947.4 }, "geometry": { "type": "Point", "coordinates": [ -89.8275, 13.59278 ] } },
{ "type": "Feature", "properties": { "Country": "El Salvador", "Function": "1--45---", "LOCODE": "SVSAL", "Name": "San Salvador", "NameWoDiac": "San Salvador", "Status": "AI", "outflows": 388752.0 }, "geometry": { "type": "Point", "coordinates": [ -89.18718, 13.68935 ] } },
{ "type": "Feature", "properties": { "Country": "Togo", "Function": "1--45---", "LOCODE": "TGLFW", "Name": "Lome", "NameWoDiac": "Lome", "Status": "AI", "outflows": 6445382.4134400021 }, "geometry": { "type": "Point", "coordinates": [ 1.22154, 6.12874 ] } },
{ "type": "Feature", "properties": { "Country": "Thailand", "Function": "1-------", "LOCODE": "THSRI", "Name": "Sriracha", "NameWoDiac": "Sriracha", "Status": "QQ", "outflows": 58522.5 }, "geometry": { "type": "Point", "coordinates": [ 100.93111, 13.17372 ] } },
{ "type": "Feature", "properties": { "Country": "Tunisia", "Function": "1234----", "LOCODE": "TNBIZ", "Name": "Bizerte", "NameWoDiac": "Bizerte", "Status": "QQ", "outflows": 106117.5 }, "geometry": { "type": "Point", "coordinates": [ 9.87391, 37.27442 ] } },
{ "type": "Feature", "properties": { "Country": "Tunisia", "Function": "1234----", "LOCODE": "TNSFA", "Name": "Sfax", "NameWoDiac": "Sfax", "Status": "AI", "outflows": 72212.33334 }, "geometry": { "type": "Point", "coordinates": [ 10.76028, 34.74056 ] } },
{ "type": "Feature", "properties": { "Country": "Tunisia", "Function": "1234----", "LOCODE": "TNSUS", "Name": "Sousse", "NameWoDiac": "Sousse", "Status": "QQ", "outflows": 43545.0 }, "geometry": { "type": "Point", "coordinates": [ 10.63699, 35.82539 ] } },
{ "type": "Feature", "properties": { "Country": "Tunisia", "Function": "12345---", "LOCODE": "TNTUN", "Name": "Tunis", "NameWoDiac": "Tunis", "Status": "AI", "outflows": 59748.0 }, "geometry": { "type": "Point", "coordinates": [ 10.16579, 36.81897 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "1-------", "LOCODE": "TRALI", "Name": "Aliaga", "NameWoDiac": "Aliaga", "Status": "RL", "outflows": 8740753.932889998 }, "geometry": { "type": "Point", "coordinates": [ 26.97203, 38.79975 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "1-3-----", "LOCODE": "TRDRC", "Name": "Derince", "NameWoDiac": "Derince", "Status": "QQ", "outflows": 303927.0 }, "geometry": { "type": "Point", "coordinates": [ 29.81472, 40.75694 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "1-3-----", "LOCODE": "TRHAY", "Name": "Haydarpasa", "NameWoDiac": "Haydarpasa", "Status": "QQ", "outflows": 220592.66669000004 }, "geometry": { "type": "Point", "coordinates": [ 29.02459, 40.99596 ] } },
{ "type": "Feature", "properties": { "Country": "Turkey", "Function": "1-------", "LOCODE": "TRYAR", "Name": "Yarimca", "NameWoDiac": "Yarimca", "Status": "QQ", "outflows": 895813.99998000008 }, "geometry": { "type": "Point", "coordinates": [ 31.14194, 39.08361 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--45---", "LOCODE": "USANC", "Name": "Anchorage", "NameWoDiac": "Anchorage", "Status": "AI", "outflows": 61671.99999 }, "geometry": { "type": "Point", "coordinates": [ -149.90028, 61.21806 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--4----", "LOCODE": "USBPT", "Name": "Beaumont", "NameWoDiac": "Beaumont", "Status": "AI", "outflows": 34041.0 }, "geometry": { "type": "Point", "coordinates": [ -94.10185, 30.08605 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--45---", "LOCODE": "USBOS", "Name": "Boston", "NameWoDiac": "Boston", "Status": "AI", "outflows": 1565893.3335999998 }, "geometry": { "type": "Point", "coordinates": [ -71.05977, 42.35843 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "--3-----", "LOCODE": "USBCK", "Name": "Brunswick", "NameWoDiac": "Brunswick", "Status": "RL", "outflows": 48681.0 }, "geometry": { "type": "Point", "coordinates": [ -74.45182, 40.48622 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "--3-----", "LOCODE": "USCAT", "Name": "Camden", "NameWoDiac": "Camden", "Status": "RQ", "outflows": 176498.0 }, "geometry": { "type": "Point", "coordinates": [ -75.11962, 39.92595 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--4----", "LOCODE": "USCHS", "Name": "Charleston", "NameWoDiac": "Charleston", "Status": "AI", "outflows": 23192728.69687001 }, "geometry": { "type": "Point", "coordinates": [ -79.924426675273111, 32.785017342562952 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "--3-----", "LOCODE": "USCAV", "Name": "Cleveland", "NameWoDiac": "Cleveland", "Status": "RQ", "outflows": 1974.0 }, "geometry": { "type": "Point", "coordinates": [ -81.69541, 41.4995 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--4----", "LOCODE": "USCRP", "Name": "Corpus Christi", "NameWoDiac": "Corpus Christi", "Status": "AI", "outflows": 53712.0 }, "geometry": { "type": "Point", "coordinates": [ -97.39638, 27.80058 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--4----", "LOCODE": "USDUT", "Name": "Dutch Harbor", "NameWoDiac": "Dutch Harbor", "Status": "AI", "outflows": 378795.99998999998 }, "geometry": { "type": "Point", "coordinates": [ -166.5422, 53.8898 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1-34----", "LOCODE": "USPAE", "Name": "Everett", "NameWoDiac": "Everett", "Status": "AI", "outflows": 152295.00003000002 }, "geometry": { "type": "Point", "coordinates": [ -122.20208, 47.97898 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "---4----", "LOCODE": "USFEP", "Name": "Freeport", "NameWoDiac": "Freeport", "Status": "AI", "outflows": 751787.11118999997 }, "geometry": { "type": "Point", "coordinates": [ -70.10311, 43.85702 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--4----", "LOCODE": "USGLS", "Name": "Galveston", "NameWoDiac": "Galveston", "Status": "AI", "outflows": 47326.5 }, "geometry": { "type": "Point", "coordinates": [ -94.7977, 29.30135 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1-3-----", "LOCODE": "USGLC", "Name": "Gloucester City", "NameWoDiac": "Gloucester City", "Status": "RN", "outflows": 59686.5 }, "geometry": { "type": "Point", "coordinates": [ -70.66313, 42.61405 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "---4----", "LOCODE": "USIJX", "Name": "Jacksonville", "NameWoDiac": "Jacksonville", "Status": "AI", "outflows": 5087986.3044199999 }, "geometry": { "type": "Point", "coordinates": [ -81.65565, 30.33218 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "---4----", "LOCODE": "USADQ", "Name": "Kodiak", "NameWoDiac": "Kodiak", "Status": "AI", "outflows": 61671.99999 }, "geometry": { "type": "Point", "coordinates": [ -152.40533, 57.78852 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--45---", "LOCODE": "USLAX", "Name": "Los Angeles", "NameWoDiac": "Los Angeles", "Status": "AI", "outflows": 12755714.048839999 }, "geometry": { "type": "Point", "coordinates": [ -118.24368, 34.05223 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--45---", "LOCODE": "USMIA", "Name": "Miami", "NameWoDiac": "Miami", "Status": "AI", "outflows": 6651073.40288 }, "geometry": { "type": "Point", "coordinates": [ -80.19366, 25.77427 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--4----", "LOCODE": "USMOB", "Name": "Mobile", "NameWoDiac": "Mobile", "Status": "AI", "outflows": 3378854.4003 }, "geometry": { "type": "Point", "coordinates": [ -88.04305, 30.69436 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1-3-----", "LOCODE": "USMRH", "Name": "Morehead City", "NameWoDiac": "Morehead City", "Status": "RN", "outflows": 44898.75 }, "geometry": { "type": "Point", "coordinates": [ -76.72604, 34.72294 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "12345---", "LOCODE": "USMSY", "Name": "New Orleans", "NameWoDiac": "New Orleans", "Status": "AI", "outflows": 8818359.6138159968 }, "geometry": { "type": "Point", "coordinates": [ -90.07507, 29.95465 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--4----", "LOCODE": "USPFN", "Name": "Panama City", "NameWoDiac": "Panama City", "Status": "AI", "outflows": 82722.0 }, "geometry": { "type": "Point", "coordinates": [ -85.65983, 30.15946 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--4----", "LOCODE": "USPWM", "Name": "Portland", "NameWoDiac": "Portland", "Status": "AI", "outflows": 27248.000001 }, "geometry": { "type": "Point", "coordinates": [ -122.67621, 45.52345 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--4----", "LOCODE": "USPDX", "Name": "Portland", "NameWoDiac": "Portland", "Status": "AI", "outflows": 336570.0 }, "geometry": { "type": "Point", "coordinates": [ -122.67621, 45.52345 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--4----", "LOCODE": "USSAV", "Name": "Savannah", "NameWoDiac": "Savannah", "Status": "AI", "outflows": 26558703.755599998 }, "geometry": { "type": "Point", "coordinates": [ -81.09983, 32.08354 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--45---", "LOCODE": "USSEA", "Name": "Seattle", "NameWoDiac": "Seattle", "Status": "AI", "outflows": 10283805.920580002 }, "geometry": { "type": "Point", "coordinates": [ -122.33207, 47.60621 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--4----", "LOCODE": "USTIW", "Name": "Tacoma", "NameWoDiac": "Tacoma", "Status": "AI", "outflows": 4139226.6189899999 }, "geometry": { "type": "Point", "coordinates": [ -122.44429, 47.25288 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--45---", "LOCODE": "USTPA", "Name": "Tampa", "NameWoDiac": "Tampa", "Status": "AI", "outflows": 1911998.4003 }, "geometry": { "type": "Point", "coordinates": [ -82.45843, 27.94752 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1-3-----", "LOCODE": "USVAN", "Name": "Vancouver", "NameWoDiac": "Vancouver", "Status": "RN", "outflows": 65700.0 }, "geometry": { "type": "Point", "coordinates": [ -122.66149, 45.63873 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--4----", "LOCODE": "USPBI", "Name": "West Palm Beach", "NameWoDiac": "West Palm Beach", "Status": "AI", "outflows": 222144.0 }, "geometry": { "type": "Point", "coordinates": [ -80.05337, 26.71534 ] } },
{ "type": "Feature", "properties": { "Country": "United States", "Function": "1--4----", "LOCODE": "USILG", "Name": "Wilmington", "NameWoDiac": "Wilmington", "Status": "AI", "outflows": 290589.0 }, "geometry": { "type": "Point", "coordinates": [ -75.54659, 39.74595 ] } },
{ "type": "Feature", "properties": { "Country": "Uruguay", "Function": "1--45---", "LOCODE": "UYMVD", "Name": "Montevideo", "NameWoDiac": "Montevideo", "Status": "AF", "outflows": 11543641.215 }, "geometry": { "type": "Point", "coordinates": [ -56.18816, -34.90328 ] } },
{ "type": "Feature", "properties": { "Country": "Virgin Islands, U.S.", "Function": "1-------", "LOCODE": "VICHA", "Name": "Charlotte Amalie, Saint Thomas", "NameWoDiac": "Charlotte Amalie, Saint Thomas", "Status": "AI", "outflows": 307918.0 }, "geometry": { "type": "Point", "coordinates": [ -64.9307, 18.3419 ] } },
{ "type": "Feature", "properties": { "Country": "Viet Nam", "Function": "1-------", "LOCODE": "VNHPH", "Name": "Haiphong", "NameWoDiac": "Haiphong", "Status": "AI", "outflows": 10072807.932540001 }, "geometry": { "type": "Point", "coordinates": [ 106.68345, 20.86481 ] } },
{ "type": "Feature", "properties": { "Country": "Vanuatu", "Function": "1--45---", "LOCODE": "VUVLI", "Name": "Port Vila", "NameWoDiac": "Port Vila", "Status": "AI", "outflows": 453739.0 }, "geometry": { "type": "Point", "coordinates": [ 168.31366, -17.73648 ] } },
{ "type": "Feature", "properties": { "Country": "Vanuatu", "Function": "1-------", "LOCODE": "VUSAN", "Name": "Santo", "NameWoDiac": "Santo", "Status": "RQ", "outflows": 206498.5 }, "geometry": { "type": "Point", "coordinates": [ 167.16235, -15.51989 ] } },
{ "type": "Feature", "properties": { "Country": "Samoa", "Function": "1--45---", "LOCODE": "WSAPW", "Name": "Apia", "NameWoDiac": "Apia", "Status": "AI", "outflows": 339021.5 }, "geometry": { "type": "Point", "coordinates": [ -171.76666, -13.83333 ] } },
{ "type": "Feature", "properties": { "Country": "Yemen", "Function": "1--45---", "LOCODE": "YEADE", "Name": "Aden", "NameWoDiac": "Aden", "Status": "AI", "outflows": 126082.5 }, "geometry": { "type": "Point", "coordinates": [ 45.03667, 12.77944 ] } },
{ "type": "Feature", "properties": { "Country": "Yemen", "Function": "1--4----", "LOCODE": "YEMKX", "Name": "Mukalla", "NameWoDiac": "Mukalla", "Status": "AI", "outflows": 30745.0 }, "geometry": { "type": "Point", "coordinates": [ 49.12424, 14.54248 ] } },
{ "type": "Feature", "properties": { "Country": "South Africa", "Function": "1234----", "LOCODE": "ZAELS", "Name": "East London", "NameWoDiac": "East London", "Status": "AF", "outflows": 15600.0 }, "geometry": { "type": "Point", "coordinates": [ 27.91162, -33.01529 ] } },
{ "type": "Feature", "properties": { "Country": "South Africa", "Function": "1--45---", "LOCODE": "ZAPLZ", "Name": "Port Elizabeth", "NameWoDiac": "Port Elizabeth", "Status": "AF", "outflows": 2557154.4621100002 }, "geometry": { "type": "Point", "coordinates": [ 25.61494, -33.96109 ] } },
{ "type": "Feature", "properties": { "Country": "South Africa", "Function": "1--4----", "LOCODE": "ZARCB", "Name": "Richards Bay", "NameWoDiac": "Richards Bay", "Status": "AF", "outflows": 164538.86664000002 }, "geometry": { "type": "Point", "coordinates": [ 32.03768, -28.78301 ] } }
]
}

9
doc/installation.rst
View File

@ -25,15 +25,6 @@ then download and unpack all the PyPSA-Eur data files by running the following s
projects/pypsa-eur % snakemake -j 1 retrieve_databundle projects/pypsa-eur % snakemake -j 1 retrieve_databundle
Clone technology-data repository
================================
Next install the technology assumptions database `technology-data <https://github.com/PyPSA/technology-data>`_ by creating a parallel directory:
.. code:: bash
projects % git clone https://github.com/PyPSA/technology-data.git
Clone PyPSA-Eur-Sec repository Clone PyPSA-Eur-Sec repository
============================== ==============================

4
doc/myopic.rst
View File

@ -81,12 +81,12 @@ Conventional carriers indicate carriers used in the existing conventional techno
Options Options
============= =============
The total carbon budget for the entire transition path can be indicated in the `sector_opts <https://github.com/PyPSA/pypsa-eur-sec/blob/f13902510010b734c510c38c4cae99356f683058/config.default.yaml#L25>`_ in ``config.yaml``. The carbon budget can be split among the ``planning_horizons`` following an exponential or beta decay. The total carbon budget for the entire transition path can be indicated in the `sector_opts <https://github.com/PyPSA/pypsa-eur-sec/blob/f13902510010b734c510c38c4cae99356f683058/config.default.yaml#L25>`_ in ``config.yaml``. The carbon budget can be split among the ``planning_horizons`` following an exponential or beta decay.
E.g. ``'cb40ex0'`` splits a carbon budget equal to 40 GtCO_2 following an exponential decay whose initial linear growth rate $r$ is zero. E.g. ``'cb40ex0'`` splits a carbon budget equal to 40 Gt :math:`_{CO_2}` following an exponential decay whose initial linear growth rate r is zero.
They can also follow some user-specified path, if defined `here <https://github.com/PyPSA/pypsa-eur-sec/blob/413254e241fb37f55b41caba7264644805ad8e97/config.default.yaml#L56>`_. They can also follow some user-specified path, if defined `here <https://github.com/PyPSA/pypsa-eur-sec/blob/413254e241fb37f55b41caba7264644805ad8e97/config.default.yaml#L56>`_.
The paper `Speed of technological transformations required in Europe to achieve different climate goals (2022) <https://doi.org/10.1016/j.joule.2022.04.016>`__ defines CO_2 budgets corresponding to global temperature increases (1.5C – 2C) as response to the emissions. Here, global carbon budgets are converted to European budgets assuming equal-per capita distribution which translates into a 6.43% share for Europe. The carbon budgets are in this paper distributed throughout the transition paths assuming an exponential decay. Emissions e(t) in every year t are limited by The paper `Speed of technological transformations required in Europe to achieve different climate goals (2022) <https://doi.org/10.1016/j.joule.2022.04.016>`__ defines CO_2 budgets corresponding to global temperature increases (1.5C – 2C) as response to the emissions. Here, global carbon budgets are converted to European budgets assuming equal-per capita distribution which translates into a 6.43% share for Europe. The carbon budgets are in this paper distributed throughout the transition paths assuming an exponential decay. Emissions e(t) in every year t are limited by
.. math:: .. math::
e(t) = e_0 (1+ (r+m)t) e^(-mt) e(t) = e_0 (1+ (r+m)t) e^{-mt}
where r is the initial linear growth rate, which here is assumed to be r=0, and the decay parameter m is determined by imposing the integral of the path to be equal to the budget for Europe. Following this approach, the CO_2 budget is defined. Following the same approach as in this paper, add the following to the ``scenario.sector_opts`` where r is the initial linear growth rate, which here is assumed to be r=0, and the decay parameter m is determined by imposing the integral of the path to be equal to the budget for Europe. Following this approach, the CO_2 budget is defined. Following the same approach as in this paper, add the following to the ``scenario.sector_opts``
E.g. ``-cb25.7ex0`` (1.5C increase) E.g. ``-cb25.7ex0`` (1.5C increase)

39
doc/release_notes.rst
View File

@ -65,10 +65,14 @@ incorporates retrofitting options to hydrogen.
* Add option for BtL (Biomass to liquid fuel/oil) with and without CC * Add option for BtL (Biomass to liquid fuel/oil) with and without CC
* Add option for minimum part load for Fischer-Tropsch plants (default: 90%) and methanolisation plants (default: 50%).
* Units are assigned to the buses. These only provide a better understanding. The specifications of the units are not taken into account in the optimisation, which means that no automatic conversion of units takes place. * Units are assigned to the buses. These only provide a better understanding. The specifications of the units are not taken into account in the optimisation, which means that no automatic conversion of units takes place.
* Option ``retrieve_sector_databundle`` to automatically retrieve and extract data bundle. * Option ``retrieve_sector_databundle`` to automatically retrieve and extract data bundle.
* Add option to use waste heat of electrolysis in district heating networks (``use_electrolysis_waste_heat``).
* Add regionalised hydrogen salt cavern storage potentials from `Technical Potential of Salt Caverns for Hydrogen Storage in Europe <https://doi.org/10.20944/preprints201910.0187.v1>`_. * Add regionalised hydrogen salt cavern storage potentials from `Technical Potential of Salt Caverns for Hydrogen Storage in Europe <https://doi.org/10.20944/preprints201910.0187.v1>`_.
* Add option to sweep the global CO2 sequestration potentials with keyword ``seq200`` in the ``{sector_opts}`` wildcard (for limit of 200 Mt CO2). * Add option to sweep the global CO2 sequestration potentials with keyword ``seq200`` in the ``{sector_opts}`` wildcard (for limit of 200 Mt CO2).
@ -78,17 +82,52 @@ incorporates retrofitting options to hydrogen.
carrier can be nodally resolved or copperplated across Europe. This feature is carrier can be nodally resolved or copperplated across Europe. This feature is
controlled by ``sector: ammonia:``. controlled by ``sector: ammonia:``.
* Add methanol as energy carrier, methanolisation as process, and option for methanol demand in shipping sector.
* Updated `data bundle <https://zenodo.org/record/5824485/files/pypsa-eur-sec-data-bundle.tar.gz>`_ that includes the hydrogan salt cavern storage potentials. * Updated `data bundle <https://zenodo.org/record/5824485/files/pypsa-eur-sec-data-bundle.tar.gz>`_ that includes the hydrogan salt cavern storage potentials.
* Updated and extended documentation in <https://pypsa-eur-sec.readthedocs.io/en/latest/> * Updated and extended documentation in <https://pypsa-eur-sec.readthedocs.io/en/latest/>
* Shipping demand now defaults to (synthetic) oil rather than liquefied hydrogen until 2050. * Shipping demand now defaults to (synthetic) oil rather than liquefied hydrogen until 2050.
* Improved network plots including better legends, hydrogen retrofitting network display, and change to EqualEarth projection.
* New config options for changing energy demands in aviation
(``aviation_demand_factor``) and HVC industry (``HVC_demand_factor``), as well
as explicit ICE shares for land transport (``land_transport_ice_share``) and
agriculture machinery (``agriculture_machinery_oil_share``).
* Add option to spatially resolve carrier representing stored carbon dioxide
(``co2_spatial``). This allows for more detailed modelling of CCUTS, e.g.
regarding the capturing of industrial process emissions, usage as feedstock
for electrofuels, transport of carbon dioxide, and geological sequestration sites.
* Add option for planning a new carbon dioxide network (``co2network``).
* Add option for regionally-resolved geological carbon dioxide sequestration
potentials through new rule ``build_sequestration_potentials`` based on
`CO2StoP <https://setis.ec.europa.eu/european-co2-storage-database_en>`_. This
can be controlled in the section ``regional_co2_sequestration_potential`` of
the ``config.yaml``. It includes options to select the level of conservatism,
whether onshore potentials should be included, the respective upper and lower
limits per region, and an annualisation parameter for the cumulative
potential. The defaults are preliminary and will be validated the next
release.
* Separate option to regionally resolve biomass (``biomass_spatial``) from
option to allow biomass transport (``biomass_transport``).
* Add option to include `Allam cycle gas power plants
<https://en.wikipedia.org/wiki/Allam_power_cycle>`_ (``allam_cycle``).
**Bugfixes** **Bugfixes**
* The CO2 sequestration limit implemented as GlobalConstraint (introduced in the previous version) * The CO2 sequestration limit implemented as GlobalConstraint (introduced in the previous version)
caused a failure to read in the shadow prices of other global constraints. caused a failure to read in the shadow prices of other global constraints.
* Correct capital cost of Fischer-Tropsch according to new units in ``technology-data``.
PyPSA-Eur-Sec 0.6.0 (4 October 2021) PyPSA-Eur-Sec 0.6.0 (4 October 2021)
==================================== ====================================

10
doc/supply_demand.rst
View File

@ -427,7 +427,7 @@ We assume that the primary route can be replaced by a third route in 2050, using
FeO + H_2 \xrightarrow{} Fe + H_2O FeO + H_2 \xrightarrow{} Fe + H_2O
This circumvents the process emissions associated with the use of coke. For hydrogen- based DRI, we assume energy requirements of 1.7 MWh :math:`_{H_2}` /t steel (Vogl et. al) <https://doi.org/10.1016/j.jclepro.2018.08.279>`_ and 0.322 MWh :math:`_{el}`/t steel `(HYBRIT 2016) <https://dh5k8ug1gwbyz.cloudfront.net/uploads/2021/02/Hybrit-broschure-engelska.pdf>`_. This circumvents the process emissions associated with the use of coke. For hydrogen- based DRI, we assume energy requirements of 1.7 MWh :math:`_{H_2}` /t steel `(Vogl et. al) <https://doi.org/10.1016/j.jclepro.2018.08.279>`_ and 0.322 MWh :math:`_{el}`/t steel `(HYBRIT 2016) <https://dh5k8ug1gwbyz.cloudfront.net/uploads/2021/02/Hybrit-broschure-engelska.pdf>`_.
The share of steel produced via the primary route is exogenously set in the `config file <https://github.com/PyPSA/pypsa-eur-sec/blob/3daff49c9999ba7ca7534df4e587e1d516044fc3/config.default.yaml#L279>`_. The share of steel obtained via hydrogen-based DRI plus EAF is also set exogenously in the `config file <https://github.com/PyPSA/pypsa-eur-sec/blob/3daff49c9999ba7ca7534df4e587e1d516044fc3/config.default.yaml#L287>`_. The remaining share is manufactured through the secondary route using scrap metal in EAF. Bioenergy as alternative to coke in blast furnaces is not considered in the model (`Mandova et.al <https://doi.org/10.1016/j.biombioe.2018.04.021>`_, `Suopajärvi et.al <https://doi.org/10.1016/j.apenergy.2018.01.060>`_). The share of steel produced via the primary route is exogenously set in the `config file <https://github.com/PyPSA/pypsa-eur-sec/blob/3daff49c9999ba7ca7534df4e587e1d516044fc3/config.default.yaml#L279>`_. The share of steel obtained via hydrogen-based DRI plus EAF is also set exogenously in the `config file <https://github.com/PyPSA/pypsa-eur-sec/blob/3daff49c9999ba7ca7534df4e587e1d516044fc3/config.default.yaml#L287>`_. The remaining share is manufactured through the secondary route using scrap metal in EAF. Bioenergy as alternative to coke in blast furnaces is not considered in the model (`Mandova et.al <https://doi.org/10.1016/j.biombioe.2018.04.021>`_, `Suopajärvi et.al <https://doi.org/10.1016/j.apenergy.2018.01.060>`_).
@ -453,7 +453,7 @@ Statistics for the production of ammonia, which is commonly used as a fertilizer
The Haber-Bosch process is not explicitly represented in the model, such that demand for ammonia enters the model as a demand for hydrogen ( 6.5 MWh :math:`_{H_2}` / t :math:`_{NH_3}` ) and electricity ( 1.17 MWh :math:`_{el}` /t :math:`_{NH_3}` ) (see `Wang et. al <https://doi.org/10.1016/j.joule.2018.04.017>`_). Today, natural gas dominates in Europe as the source for the hydrogen used in the Haber-Bosch process, but the model can choose among the various hydrogen supply options described in the hydrogen section (see :ref:`Hydrogen supply`) The Haber-Bosch process is not explicitly represented in the model, such that demand for ammonia enters the model as a demand for hydrogen ( 6.5 MWh :math:`_{H_2}` / t :math:`_{NH_3}` ) and electricity ( 1.17 MWh :math:`_{el}` /t :math:`_{NH_3}` ) (see `Wang et. al <https://doi.org/10.1016/j.joule.2018.04.017>`_). Today, natural gas dominates in Europe as the source for the hydrogen used in the Haber-Bosch process, but the model can choose among the various hydrogen supply options described in the hydrogen section (see :ref:`Hydrogen supply`)
The total production and specific energy consumption of chlorine and methanol is taken from a `DECHEMA report <https://dechema.de/dechema_media/Downloads/Positionspapiere/Technology_study_Low_carbon_energy_and_feedstock_for_the_European_chemical_industry.pdf>`_. According to this source, the production of chlorine amounts to 9.58 MtCl/a, which is assumed to require electricity at 3.6 MWh `:math:`_{el}`/t of chlorine and yield hydrogen at 0.937 MWh :math:`_{H_2}`/t of chlorine in the chloralkali process. The production of methanol adds up to 1.5 MtMeOH/a, requiring electricity at 0.167 MWh :math:`_{el}`/t of methanol and methane at 10.25 MWh :math:`_{CH_4}`/t of methanol. The total production and specific energy consumption of chlorine and methanol is taken from a `DECHEMA report <https://dechema.de/dechema_media/Downloads/Positionspapiere/Technology_study_Low_carbon_energy_and_feedstock_for_the_European_chemical_industry.pdf>`_. According to this source, the production of chlorine amounts to 9.58 MtCl/a, which is assumed to require electricity at 3.6 MWh :math:`_{el}`/t of chlorine and yield hydrogen at 0.937 MWh :math:`_{H_2}`/t of chlorine in the chloralkali process. The production of methanol adds up to 1.5 MtMeOH/a, requiring electricity at 0.167 MWh :math:`_{el}`/t of methanol and methane at 10.25 MWh :math:`_{CH_4}`/t of methanol.
The production of ammonia, methanol, and chlorine production is deducted from the JRC IDEES basic chemicals, leaving the production totals of high-value chemicals. For this, we assume that the liquid hydrocarbon feedstock comes from synthetic or fossil- origin naphtha (14 MWh :math:`_{naphtha}`/t of HVC, similar to `Lechtenböhmer et al <https://doi.org/10.1016/j.energy.2016.07.110>`_), ignoring the methanol-to-olefin route. Furthermore, we assume the following transformations of the energy-consuming processes in the production of plastics: the final energy consumption in steam processing is converted to methane since requires temperature above 500 °C (4.1 MWh :math:`_{CH_4}` /t of HVC, see `Rehfeldt et al. <https://doi.org/10.1007/s12053-017-9571-y>`_); and the remaining processes are electrified using the current efficiency of microwave for high-enthalpy heat processing, electric furnaces, electric process cooling and electric generic processes (2.85 MWh :math:`_{el}`/t of HVC). The production of ammonia, methanol, and chlorine production is deducted from the JRC IDEES basic chemicals, leaving the production totals of high-value chemicals. For this, we assume that the liquid hydrocarbon feedstock comes from synthetic or fossil- origin naphtha (14 MWh :math:`_{naphtha}`/t of HVC, similar to `Lechtenböhmer et al <https://doi.org/10.1016/j.energy.2016.07.110>`_), ignoring the methanol-to-olefin route. Furthermore, we assume the following transformations of the energy-consuming processes in the production of plastics: the final energy consumption in steam processing is converted to methane since requires temperature above 500 °C (4.1 MWh :math:`_{CH_4}` /t of HVC, see `Rehfeldt et al. <https://doi.org/10.1007/s12053-017-9571-y>`_); and the remaining processes are electrified using the current efficiency of microwave for high-enthalpy heat processing, electric furnaces, electric process cooling and electric generic processes (2.85 MWh :math:`_{el}`/t of HVC).
@ -461,7 +461,7 @@ The production of ammonia, methanol, and chlorine production is deducted from th
The process emissions from feedstock in the chemical industry are as high as 0.369 t :math:`_{CO_2}`/t of ethylene equivalent. We consider process emissions for all the material output, which is a conservative approach since it assumes that all plastic-embedded :math:`CO_2` will eventually be released into the atmosphere. However, plastic disposal in landfilling will avoid, or at least delay, associated :math:`CO_2` emissions. The process emissions from feedstock in the chemical industry are as high as 0.369 t :math:`_{CO_2}`/t of ethylene equivalent. We consider process emissions for all the material output, which is a conservative approach since it assumes that all plastic-embedded :math:`CO_2` will eventually be released into the atmosphere. However, plastic disposal in landfilling will avoid, or at least delay, associated :math:`CO_2` emissions.
Circular economy practices drastically reduce the amount of primary feedstock needed for the production of plastics in the model (see `Kullmann et al. <https://doi.org/10.1016/j.energy.2022.124660>`_, `Meys et al. (2021) <https://doi.org/10.1126/science.abg9853>`_, `Meys et al. (2020) <https://doi.org/10/gmxv6z>`_, `Gu et al. <https://doi.org/10/gf8n9w>`_) and consequently, also the energy demands and level of process emission. The percentage of plastics that are assumed to be mechanically recycled can be selected in the `config file <https://github.com/PyPSA/pypsa-eur-sec/blob/776596ab9ac6a6cc93422ccfd0383abeffb0baa9/config.default.yaml#L315>`_, as well as Circular economy practices drastically reduce the amount of primary feedstock needed for the production of plastics in the model (see `Kullmann et al. <https://doi.org/10.1016/j.energy.2022.124660>`_, `Meys et al. (2021) <https://doi.org/10.1126/science.abg9853>`_, `Meys et al. (2020) <https://doi.org/10/gmxv6z>`_, `Gu et al. <https://doi.org/10/gf8n9w>`_) and consequently, also the energy demands and level of process emission. The percentage of plastics that are assumed to be mechanically recycled can be selected in the `config file <https://github.com/PyPSA/pypsa-eur-sec/blob/776596ab9ac6a6cc93422ccfd0383abeffb0baa9/config.default.yaml#L315>`_, as well as
the percentage that is chemically recycled, see `config file <https://github.com/PyPSA/pypsa-eur-sec/blob/776596ab9ac6a6cc93422ccfd0383abeffb0baa9/config.default.yaml#L316>`_ The energy consumption for those recycling processes are respectively 0.547 MWh :math:`_{el}`/t of HVC (as indicated in the `config file <https://github.com/PyPSA/pypsa-eur-sec/blob/776596ab9ac6a6cc93422ccfd0383abeffb0baa9/config.default.yaml#L318>`_) (`Meys et al. (2020) <https://doi.org/10/gmxv6z>`_), and 6.9 MWh :math:`_{el}`/t of HVC (as indicated in the config file `<https://github.com/PyPSA/pypsa-eur-sec/blob/776596ab9ac6a6cc93422ccfd0383abeffb0baa9/config.default.yaml#L319>`_) based on pyrolysis and electric steam cracking (see `Materials Economics <https://materialeconomics.com/publications/industrial-transformation-2050>`_ report). the percentage that is chemically recycled, see `config file <https://github.com/PyPSA/pypsa-eur-sec/blob/776596ab9ac6a6cc93422ccfd0383abeffb0baa9/config.default.yaml#L316>`_ The energy consumption for those recycling processes are respectively 0.547 MWh :math:`_{el}`/t of HVC (as indicated in the `config file <https://github.com/PyPSA/pypsa-eur-sec/blob/776596ab9ac6a6cc93422ccfd0383abeffb0baa9/config.default.yaml#L318>`_) (`Meys et al. (2020) <https://doi.org/10/gmxv6z>`_), and 6.9 MWh :math:`_{el}`/t of HVC (as indicated in the `config file <https://github.com/PyPSA/pypsa-eur-sec/blob/776596ab9ac6a6cc93422ccfd0383abeffb0baa9/config.default.yaml#L319>`_) based on pyrolysis and electric steam cracking (see `Materials Economics <https://materialeconomics.com/publications/industrial-transformation-2050>`_ report).
**Non-metallic Mineral Products** **Non-metallic Mineral Products**
@ -486,11 +486,11 @@ With the exception of electricity demand and biomass demand for low-temperature
*Ceramics* *Ceramics*
The ceramics sector is assumed to be fully electrified based on the current efficiency of already electrified processes which include microwave drying and sintering of raw materials, electric kilns for primary production processes, electric furnaces for the `product finishing <https://data.europa.eu/doi/10.2760/182725>`_. In total, the final electricity consumption is 0.44 MWh/t of ceramic. The manufacturing of ceramics includes process emissions of 0.03 t :math:`_{CO_2} `/t of ceramic. For a detailed overview of the ceramics industry sector see `Furszyfer Del Rio et al <https://doi.org/10.1016/j.rser.2021.111885>`_. The ceramics sector is assumed to be fully electrified based on the current efficiency of already electrified processes which include microwave drying and sintering of raw materials, electric kilns for primary production processes, electric furnaces for the `product finishing <https://data.europa.eu/doi/10.2760/182725>`_. In total, the final electricity consumption is 0.44 MWh/t of ceramic. The manufacturing of ceramics includes process emissions of 0.03 t :math:`_{CO_2}`/t of ceramic. For a detailed overview of the ceramics industry sector see `Furszyfer Del Rio et al <https://doi.org/10.1016/j.rser.2021.111885>`_.
*Glass* *Glass*
The production of glass is assumed to be fully electrified based on the current efficiency of electric melting tanks and electric annealing which adds up to an electricity demand of 2.07 MWh :math:`_{el}l/t` of `glass <https://doi.org/10/f9df2m>`_. The manufacturing of glass incurs process emissions of 0.1 t :math:`_{CO_2} `/t of glass. Potential efficiency improvements, which according to `Lechtenböhmer et al <https://doi.org/10/f9df2m>`_ could reduce energy demands to 0.85 MW :math:`_{el}`/t of glass, have not been considered. For a detailed overview of the glass industry sector see `Furszyfer Del Rio et al <https://doi.org/10.1016/j.rser.2021.111885>`_. The production of glass is assumed to be fully electrified based on the current efficiency of electric melting tanks and electric annealing which adds up to an electricity demand of 2.07 MWh :math:`_{el}`/t of `glass <https://doi.org/10/f9df2m>`_. The manufacturing of glass incurs process emissions of 0.1 t :math:`_{CO_2}`/t of glass. Potential efficiency improvements, which according to `Lechtenböhmer et al <https://doi.org/10/f9df2m>`_ could reduce energy demands to 0.85 MW :math:`_{el}`/t of glass, have not been considered. For a detailed overview of the glass industry sector see `Furszyfer Del Rio et al <https://doi.org/10.1016/j.rser.2021.111885>`_.
**Non-ferrous Metals** **Non-ferrous Metals**

1
matplotlibrc
View File

@ -1,4 +1,3 @@
backend: Agg
font.family: sans-serif font.family: sans-serif
font.sans-serif: Ubuntu, DejaVu Sans font.sans-serif: Ubuntu, DejaVu Sans
image.cmap: viridis image.cmap: viridis

6
scripts/add_existing_baseyear.py
View File

@ -12,7 +12,7 @@ import xarray as xr
import pypsa import pypsa
import yaml import yaml
from prepare_sector_network import prepare_costs, define_spatial from prepare_sector_network import prepare_costs, define_spatial, cluster_heat_buses
from helper import override_component_attrs, update_config_with_sector_opts from helper import override_component_attrs, update_config_with_sector_opts
from types import SimpleNamespace from types import SimpleNamespace
@ -563,5 +563,9 @@ if __name__ == "__main__":
add_heating_capacities_installed_before_baseyear(n, baseyear, grouping_years_heat, add_heating_capacities_installed_before_baseyear(n, baseyear, grouping_years_heat,
ashp_cop, gshp_cop, time_dep_hp_cop, costs, default_lifetime) ashp_cop, gshp_cop, time_dep_hp_cop, costs, default_lifetime)
if options.get("cluster_heat_buses", False):
cluster_heat_buses(n)
n.meta = dict(snakemake.config, **dict(wildcards=dict(snakemake.wildcards))) n.meta = dict(snakemake.config, **dict(wildcards=dict(snakemake.wildcards)))
n.export_to_netcdf(snakemake.output[0]) n.export_to_netcdf(snakemake.output[0])

22
scripts/build_heat_demand.py
View File

@ -5,6 +5,7 @@ import atlite
import pandas as pd import pandas as pd
import xarray as xr import xarray as xr
import numpy as np import numpy as np
from dask.distributed import Client, LocalCluster
if __name__ == '__main__': if __name__ == '__main__':
if 'snakemake' not in globals(): if 'snakemake' not in globals():
@ -15,14 +16,9 @@ if __name__ == '__main__':
clusters=48, clusters=48,
) )
if 'snakemake' not in globals(): nprocesses = int(snakemake.threads)
from vresutils import Dict cluster = LocalCluster(n_workers=nprocesses, threads_per_worker=1)
import yaml client = Client(cluster, asynchronous=True)
snakemake = Dict()
with open('config.yaml') as f:
snakemake.config = yaml.safe_load(f)
snakemake.input = Dict()
snakemake.output = Dict()
time = pd.date_range(freq='h', **snakemake.config['snapshots']) time = pd.date_range(freq='h', **snakemake.config['snapshots'])
cutout_config = snakemake.config['atlite']['cutout'] cutout_config = snakemake.config['atlite']['cutout']
@ -33,14 +29,14 @@ if __name__ == '__main__':
I = cutout.indicatormatrix(clustered_regions) I = cutout.indicatormatrix(clustered_regions)
for area in ["rural", "urban", "total"]: pop_layout = xr.open_dataarray(snakemake.input.pop_layout)
pop_layout = xr.open_dataarray(snakemake.input[f'pop_layout_{area}'])
stacked_pop = pop_layout.stack(spatial=('y', 'x')) stacked_pop = pop_layout.stack(spatial=('y', 'x'))
M = I.T.dot(np.diag(I.dot(stacked_pop))) M = I.T.dot(np.diag(I.dot(stacked_pop)))
heat_demand = cutout.heat_demand( heat_demand = cutout.heat_demand(
matrix=M.T, index=clustered_regions.index) matrix=M.T, index=clustered_regions.index,
dask_kwargs=dict(scheduler=client),
show_progress=False)
heat_demand.to_netcdf(snakemake.output[f"heat_demand_{area}"]) heat_demand.to_netcdf(snakemake.output.heat_demand)

43
scripts/build_sequestration_potentials.py Normal file
View File

@ -0,0 +1,43 @@
import pandas as pd
import geopandas as gpd
def area(gdf):
"""Returns area of GeoDataFrame geometries in square kilometers."""
return gdf.to_crs(epsg=3035).area.div(1e6)
def allocate_sequestration_potential(gdf, regions, attr='conservative estimate Mt', threshold=3):
gdf = gdf.loc[gdf[attr] > threshold, [attr, "geometry"]]
gdf["area_sqkm"] = area(gdf)
overlay = gpd.overlay(regions, gdf, keep_geom_type=True)
overlay["share"] = area(overlay) / overlay["area_sqkm"]
adjust_cols = overlay.columns.difference({"name", "area_sqkm", "geometry", "share"})
overlay[adjust_cols] = overlay[adjust_cols].multiply(overlay["share"], axis=0)
gdf_regions = overlay.groupby("name").sum()
gdf_regions.drop(["area_sqkm", "share"], axis=1, inplace=True)
return gdf_regions.squeeze()
if __name__ == "__main__":
if 'snakemake' not in globals():
from helper import mock_snakemake
snakemake = mock_snakemake(
'build_sequestration_potentials',
simpl='',
clusters="181"
)
cf = snakemake.config["sector"]["regional_co2_sequestration_potential"]
gdf = gpd.read_file(snakemake.input.sequestration_potential[0])
regions = gpd.read_file(snakemake.input.regions_offshore)
if cf["include_onshore"]:
onregions = gpd.read_file(snakemake.input.regions_onshore)
regions = pd.concat([regions, onregions]).dissolve(by='name').reset_index()
s = allocate_sequestration_potential(gdf, regions, attr=cf["attribute"], threshold=cf["min_size"])
s = s.where(s>cf["min_size"]).dropna()
s.to_csv(snakemake.output.sequestration_potential)

48
scripts/build_shipping_demand.py Normal file
View File

@ -0,0 +1,48 @@
"""Build regional demand for international navigation based on outflow volume of ports."""
import pandas as pd
import geopandas as gpd
import json
if __name__ == '__main__':
if 'snakemake' not in globals():
from helper import mock_snakemake
snakemake = mock_snakemake(
'build_shipping_demand_per_node',
simpl='',
clusters=48,
)
scope = gpd.read_file(snakemake.input.scope).geometry[0]
regions = gpd.read_file(snakemake.input.regions).set_index('name')
demand = pd.read_csv(snakemake.input.demand, index_col=0)["total international navigation"]
# read port data into GeoDataFrame
with open(snakemake.input.ports, 'r', encoding='latin_1') as f:
ports = json.load(f)
ports = pd.json_normalize(ports, "features", sep="_")
coordinates = ports.geometry_coordinates
geometry = gpd.points_from_xy(coordinates.str[0], coordinates.str[1])
ports = gpd.GeoDataFrame(ports, geometry=geometry, crs=4326)
# filter global port data by European ports
european_ports = ports[ports.within(scope)]
# assign ports to nearest region
p = european_ports.to_crs(3857)
r = regions.to_crs(3857)
outflows = p.sjoin_nearest(r).groupby("index_right").properties_outflows.sum().div(1e3)
# calculate fraction of each country's port outflows
countries = outflows.index.str[:2]
outflows_per_country = outflows.groupby(countries).sum()
fraction = outflows / countries.map(outflows_per_country)
# distribute per-country demands to nodes based on these fractions
nodal_demand = demand.loc[countries].fillna(0.)
nodal_demand.index = fraction.index
nodal_demand = nodal_demand.multiply(fraction, axis=0)
nodal_demand = nodal_demand.reindex(regions.index, fill_value=0)
# export nodal international navigation demands
nodal_demand.to_csv(snakemake.output[0])

22
scripts/build_solar_thermal_profiles.py
View File

@ -5,6 +5,7 @@ import atlite
import pandas as pd import pandas as pd
import xarray as xr import xarray as xr
import numpy as np import numpy as np
from dask.distributed import Client, LocalCluster
if __name__ == '__main__': if __name__ == '__main__':
if 'snakemake' not in globals(): if 'snakemake' not in globals():
@ -15,14 +16,9 @@ if __name__ == '__main__':
clusters=48, clusters=48,
) )
if 'snakemake' not in globals(): nprocesses = int(snakemake.threads)
from vresutils import Dict cluster = LocalCluster(n_workers=nprocesses, threads_per_worker=1)
import yaml client = Client(cluster, asynchronous=True)
snakemake = Dict()
with open('config.yaml') as f:
snakemake.config = yaml.safe_load(f)
snakemake.input = Dict()
snakemake.output = Dict()
config = snakemake.config['solar_thermal'] config = snakemake.config['solar_thermal']
@ -35,9 +31,7 @@ if __name__ == '__main__':
I = cutout.indicatormatrix(clustered_regions) I = cutout.indicatormatrix(clustered_regions)
for area in ["total", "rural", "urban"]: pop_layout = xr.open_dataarray(snakemake.input.pop_layout)
pop_layout = xr.open_dataarray(snakemake.input[f'pop_layout_{area}'])
stacked_pop = pop_layout.stack(spatial=('y', 'x')) stacked_pop = pop_layout.stack(spatial=('y', 'x'))
M = I.T.dot(np.diag(I.dot(stacked_pop))) M = I.T.dot(np.diag(I.dot(stacked_pop)))
@ -47,6 +41,8 @@ if __name__ == '__main__':
M_tilde = M / nonzero_sum M_tilde = M / nonzero_sum
solar_thermal = cutout.solar_thermal(**config, matrix=M_tilde.T, solar_thermal = cutout.solar_thermal(**config, matrix=M_tilde.T,
index=clustered_regions.index) index=clustered_regions.index,
dask_kwargs=dict(scheduler=client),
show_progress=False)
solar_thermal.to_netcdf(snakemake.output[f"solar_thermal_{area}"]) solar_thermal.to_netcdf(snakemake.output.solar_thermal)

21
scripts/build_temperature_profiles.py
View File

@ -5,6 +5,7 @@ import atlite
import pandas as pd import pandas as pd
import xarray as xr import xarray as xr
import numpy as np import numpy as np
from dask.distributed import Client, LocalCluster
if __name__ == '__main__': if __name__ == '__main__':
if 'snakemake' not in globals(): if 'snakemake' not in globals():
@ -15,6 +16,10 @@ if __name__ == '__main__':
clusters=48, clusters=48,
) )
nprocesses = int(snakemake.threads)
cluster = LocalCluster(n_workers=nprocesses, threads_per_worker=1)
client = Client(cluster, asynchronous=True)
time = pd.date_range(freq='h', **snakemake.config['snapshots']) time = pd.date_range(freq='h', **snakemake.config['snapshots'])
cutout_config = snakemake.config['atlite']['cutout'] cutout_config = snakemake.config['atlite']['cutout']
cutout = atlite.Cutout(cutout_config).sel(time=time) cutout = atlite.Cutout(cutout_config).sel(time=time)
@ -24,9 +29,7 @@ if __name__ == '__main__':
I = cutout.indicatormatrix(clustered_regions) I = cutout.indicatormatrix(clustered_regions)
for area in ["total", "rural", "urban"]: pop_layout = xr.open_dataarray(snakemake.input.pop_layout)
pop_layout = xr.open_dataarray(snakemake.input[f'pop_layout_{area}'])
stacked_pop = pop_layout.stack(spatial=('y', 'x')) stacked_pop = pop_layout.stack(spatial=('y', 'x'))
M = I.T.dot(np.diag(I.dot(stacked_pop))) M = I.T.dot(np.diag(I.dot(stacked_pop)))
@ -36,11 +39,15 @@ if __name__ == '__main__':
M_tilde = M / nonzero_sum M_tilde = M / nonzero_sum
temp_air = cutout.temperature( temp_air = cutout.temperature(
matrix=M_tilde.T, index=clustered_regions.index) matrix=M_tilde.T, index=clustered_regions.index,
dask_kwargs=dict(scheduler=client),
show_progress=False)
temp_air.to_netcdf(snakemake.output[f"temp_air_{area}"]) temp_air.to_netcdf(snakemake.output.temp_air)
temp_soil = cutout.soil_temperature( temp_soil = cutout.soil_temperature(
matrix=M_tilde.T, index=clustered_regions.index) matrix=M_tilde.T, index=clustered_regions.index,
dask_kwargs=dict(scheduler=client),
show_progress=False)
temp_soil.to_netcdf(snakemake.output[f"temp_soil_{area}"]) temp_soil.to_netcdf(snakemake.output.temp_soil)

2
scripts/helper.py
View File

@ -138,6 +138,6 @@ def parse(l):
def update_config_with_sector_opts(config, sector_opts): def update_config_with_sector_opts(config, sector_opts):
for o in sector_opts.split("-"): for o in sector_opts.split("-"):
if o.startswith("CF:"): if o.startswith("CF+"):
l = o.split("+")[1:] l = o.split("+")[1:]
update_config(config, parse(l)) update_config(config, parse(l))

4
scripts/make_summary.py
View File

@ -273,7 +273,7 @@ def calculate_supply(n, label, supply):
for end in [col[3:] for col in c.df.columns if col[:3] == "bus"]: for end in [col[3:] for col in c.df.columns if col[:3] == "bus"]:
items = c.df.index[c.df["bus" + end].map(bus_map, na_action=None)] items = c.df.index[c.df["bus" + end].map(bus_map).fillna(False)]
if len(items) == 0: if len(items) == 0:
continue continue
@ -318,7 +318,7 @@ def calculate_supply_energy(n, label, supply_energy):
for end in [col[3:] for col in c.df.columns if col[:3] == "bus"]: for end in [col[3:] for col in c.df.columns if col[:3] == "bus"]:
items = c.df.index[c.df["bus" + str(end)].map(bus_map, na_action=None)] items = c.df.index[c.df["bus" + str(end)].map(bus_map).fillna(False)]
if len(items) == 0: if len(items) == 0:
continue continue

427
scripts/plot_network.py
View File

@ -1,18 +1,17 @@
import pypsa import pypsa
import numpy as np
import pandas as pd import pandas as pd
import geopandas as gpd
import matplotlib.pyplot as plt import matplotlib.pyplot as plt
import cartopy.crs as ccrs import cartopy.crs as ccrs
from matplotlib.legend_handler import HandlerPatch from pypsa.plot import add_legend_circles, add_legend_patches, add_legend_lines
from matplotlib.patches import Circle, Ellipse
from make_summary import assign_carriers from make_summary import assign_carriers
from plot_summary import rename_techs, preferred_order from plot_summary import rename_techs, preferred_order
from helper import override_component_attrs from helper import override_component_attrs
plt.style.use('ggplot') plt.style.use(['ggplot', "matplotlibrc"])
def rename_techs_tyndp(tech): def rename_techs_tyndp(tech):
@ -27,9 +26,9 @@ def rename_techs_tyndp(tech):
return "ammonia" return "ammonia"
elif tech in ["OCGT", "CHP", "gas boiler", "H2 Fuel Cell"]: elif tech in ["OCGT", "CHP", "gas boiler", "H2 Fuel Cell"]:
return "gas-to-power/heat" return "gas-to-power/heat"
elif "solar" in tech: # elif "solar" in tech:
return "solar" # return "solar"
elif tech == "Fischer-Tropsch": elif tech in ["Fischer-Tropsch", "methanolisation"]:
return "power-to-liquid" return "power-to-liquid"
elif "offshore wind" in tech: elif "offshore wind" in tech:
return "offshore wind" return "offshore wind"
@ -39,36 +38,6 @@ def rename_techs_tyndp(tech):
return tech return tech
def make_handler_map_to_scale_circles_as_in(ax, dont_resize_actively=False):
fig = ax.get_figure()
def axes2pt():
return np.diff(ax.transData.transform([(0, 0), (1, 1)]), axis=0)[0] * (72. / fig.dpi)
ellipses = []
if not dont_resize_actively:
def update_width_height(event):
dist = axes2pt()
for e, radius in ellipses:
e.width, e.height = 2. * radius * dist
fig.canvas.mpl_connect('resize_event', update_width_height)
ax.callbacks.connect('xlim_changed', update_width_height)
ax.callbacks.connect('ylim_changed', update_width_height)
def legend_circle_handler(legend, orig_handle, xdescent, ydescent,
width, height, fontsize):
w, h = 2. * orig_handle.get_radius() * axes2pt()
e = Ellipse(xy=(0.5 * width - 0.5 * xdescent, 0.5 *
height - 0.5 * ydescent), width=w, height=w)
ellipses.append((e, orig_handle.get_radius()))
return e
return {Circle: HandlerPatch(patch_func=legend_circle_handler)}
def make_legend_circles_for(sizes, scale=1.0, **kw):
return [Circle((0, 0), radius=(s / scale)**0.5, **kw) for s in sizes]
def assign_location(n): def assign_location(n):
for c in n.iterate_components(n.one_port_components | n.branch_components): for c in n.iterate_components(n.one_port_components | n.branch_components):
ifind = pd.Series(c.df.index.str.find(" ", start=4), c.df.index) ifind = pd.Series(c.df.index.str.find(" ", start=4), c.df.index)
@ -80,7 +49,9 @@ def assign_location(n):
def plot_map(network, components=["links", "stores", "storage_units", "generators"], def plot_map(network, components=["links", "stores", "storage_units", "generators"],
bus_size_factor=1.7e10, transmission=False): bus_size_factor=1.7e10, transmission=False, with_legend=True):
tech_colors = snakemake.config['plotting']['tech_colors']
n = network.copy() n = network.copy()
assign_location(n) assign_location(n)
@ -111,7 +82,7 @@ def plot_map(network, components=["links", "stores", "storage_units", "generator
costs = costs[new_columns] costs = costs[new_columns]
for item in new_columns: for item in new_columns:
if item not in snakemake.config['plotting']['tech_colors']: if item not in tech_colors:
print("Warning!",item,"not in config/plotting/tech_colors") print("Warning!",item,"not in config/plotting/tech_colors")
costs = costs.stack() # .sort_index() costs = costs.stack() # .sort_index()
@ -133,34 +104,39 @@ def plot_map(network, components=["links", "stores", "storage_units", "generator
# make sure they are removed from index # make sure they are removed from index
costs.index = pd.MultiIndex.from_tuples(costs.index.values) costs.index = pd.MultiIndex.from_tuples(costs.index.values)
threshold = 100e6 # 100 mEUR/a
carriers = costs.groupby(level=1).sum()
carriers = carriers.where(carriers > threshold).dropna()
carriers = list(carriers.index)
# PDF has minimum width, so set these to zero # PDF has minimum width, so set these to zero
line_lower_threshold = 500. line_lower_threshold = 500.
line_upper_threshold = 1e4 line_upper_threshold = 1e4
linewidth_factor = 2e3 linewidth_factor = 4e3
ac_color = "gray" ac_color = "rosybrown"
dc_color = "m" dc_color = "darkseagreen"
if snakemake.wildcards["lv"] == "1.0": if snakemake.wildcards["lv"] == "1.0":
# should be zero # should be zero
line_widths = n.lines.s_nom_opt - n.lines.s_nom line_widths = n.lines.s_nom_opt - n.lines.s_nom
link_widths = n.links.p_nom_opt - n.links.p_nom link_widths = n.links.p_nom_opt - n.links.p_nom
title = "Transmission reinforcement" title = "added grid"
if transmission: if transmission:
line_widths = n.lines.s_nom_opt line_widths = n.lines.s_nom_opt
link_widths = n.links.p_nom_opt link_widths = n.links.p_nom_opt
linewidth_factor = 2e3 linewidth_factor = 2e3
line_lower_threshold = 0. line_lower_threshold = 0.
title = "Today's transmission" title = "current grid"
else: else:
line_widths = n.lines.s_nom_opt - n.lines.s_nom_min line_widths = n.lines.s_nom_opt - n.lines.s_nom_min
link_widths = n.links.p_nom_opt - n.links.p_nom_min link_widths = n.links.p_nom_opt - n.links.p_nom_min
title = "Transmission reinforcement" title = "added grid"
if transmission: if transmission:
line_widths = n.lines.s_nom_opt line_widths = n.lines.s_nom_opt
link_widths = n.links.p_nom_opt link_widths = n.links.p_nom_opt
title = "Total transmission" title = "total grid"
line_widths[line_widths < line_lower_threshold] = 0. line_widths[line_widths < line_lower_threshold] = 0.
link_widths[link_widths < line_lower_threshold] = 0. link_widths[link_widths < line_lower_threshold] = 0.
@ -168,12 +144,12 @@ def plot_map(network, components=["links", "stores", "storage_units", "generator
line_widths[line_widths > line_upper_threshold] = line_upper_threshold line_widths[line_widths > line_upper_threshold] = line_upper_threshold
link_widths[link_widths > line_upper_threshold] = line_upper_threshold link_widths[link_widths > line_upper_threshold] = line_upper_threshold
fig, ax = plt.subplots(subplot_kw={"projection": ccrs.PlateCarree()}) fig, ax = plt.subplots(subplot_kw={"projection": ccrs.EqualEarth()})
fig.set_size_inches(7, 6) fig.set_size_inches(7, 6)
n.plot( n.plot(
bus_sizes=costs / bus_size_factor, bus_sizes=costs / bus_size_factor,
bus_colors=snakemake.config['plotting']['tech_colors'], bus_colors=tech_colors,
line_colors=ac_color, line_colors=ac_color,
link_colors=dc_color, link_colors=dc_color,
line_widths=line_widths / linewidth_factor, line_widths=line_widths / linewidth_factor,
@ -181,45 +157,66 @@ def plot_map(network, components=["links", "stores", "storage_units", "generator
ax=ax, **map_opts ax=ax, **map_opts
) )
handles = make_legend_circles_for( sizes = [20, 10, 5]
[5e9, 1e9], labels = [f"{s} bEUR/a" for s in sizes]
scale=bus_size_factor, sizes = [s/bus_size_factor*1e9 for s in sizes]
facecolor="gray"
)
labels = ["{} bEUR/a".format(s) for s in (5, 1)] legend_kw = dict(
l2 = ax.legend(
handles, labels,
loc="upper left", loc="upper left",
bbox_to_anchor=(0.01, 1.01), bbox_to_anchor=(0.01, 1.06),
labelspacing=1.0, labelspacing=0.8,
frameon=False, frameon=False,
title='System cost', handletextpad=0,
handler_map=make_handler_map_to_scale_circles_as_in(ax) title='system cost',
) )
ax.add_artist(l2) add_legend_circles(
ax,
sizes,
labels,
srid=n.srid,
patch_kw=dict(facecolor="lightgrey"),
legend_kw=legend_kw
)
handles = [] sizes = [10, 5]
labels = [] labels = [f"{s} GW" for s in sizes]
scale = 1e3 / linewidth_factor
sizes = [s*scale for s in sizes]
for s in (10, 5): legend_kw = dict(
handles.append(plt.Line2D([0], [0], color=ac_color,
linewidth=s * 1e3 / linewidth_factor))
labels.append("{} GW".format(s))
l1_1 = ax.legend(
handles, labels,
loc="upper left", loc="upper left",
bbox_to_anchor=(0.22, 1.01), bbox_to_anchor=(0.27, 1.06),
frameon=False, frameon=False,
labelspacing=0.8, labelspacing=0.8,
handletextpad=1.5, handletextpad=1,
title=title title=title
) )
ax.add_artist(l1_1) add_legend_lines(
ax,
sizes,
labels,
patch_kw=dict(color='lightgrey'),
legend_kw=legend_kw
)
legend_kw = dict(
bbox_to_anchor=(1.52, 1.04),
frameon=False,
)
if with_legend:
colors = [tech_colors[c] for c in carriers] + [ac_color, dc_color]
labels = carriers + ["HVAC line", "HVDC link"]
add_legend_patches(
ax,
colors,
labels,
legend_kw=legend_kw,
)
fig.savefig( fig.savefig(
snakemake.output.map, snakemake.output.map,
@ -248,7 +245,7 @@ def group_pipes(df, drop_direction=False):
return pipe_capacity return pipe_capacity
def plot_h2_map(network): def plot_h2_map(network, regions):
n = network.copy() n = network.copy()
if "H2 pipeline" not in n.links.carrier.unique(): if "H2 pipeline" not in n.links.carrier.unique():
@ -256,15 +253,21 @@ def plot_h2_map(network):
assign_location(n) assign_location(n)
h2_storage = n.stores.query("carrier == 'H2'")
regions["H2"] = h2_storage.rename(index=h2_storage.bus.map(n.buses.location)).e_nom_opt.div(1e6) # TWh
regions["H2"] = regions["H2"].where(regions["H2"] > 0.1)
bus_size_factor = 1e5 bus_size_factor = 1e5
linewidth_factor = 1e4 linewidth_factor = 7e3
# MW below which not drawn # MW below which not drawn
line_lower_threshold = 1e2 line_lower_threshold = 750
# Drop non-electric buses so they don't clutter the plot # Drop non-electric buses so they don't clutter the plot
n.buses.drop(n.buses.index[n.buses.carrier != "AC"], inplace=True) n.buses.drop(n.buses.index[n.buses.carrier != "AC"], inplace=True)
elec = n.links[n.links.carrier.isin(["H2 Electrolysis", "H2 Fuel Cell"])].index carriers = ["H2 Electrolysis", "H2 Fuel Cell"]
elec = n.links[n.links.carrier.isin(carriers)].index
bus_sizes = n.links.loc[elec,"p_nom_opt"].groupby([n.links["bus0"], n.links.carrier]).sum() / bus_size_factor bus_sizes = n.links.loc[elec,"p_nom_opt"].groupby([n.links["bus0"], n.links.carrier]).sum() / bus_size_factor
@ -275,14 +278,44 @@ def plot_h2_map(network):
h2_new = n.links.loc[n.links.carrier=="H2 pipeline"] h2_new = n.links.loc[n.links.carrier=="H2 pipeline"]
h2_retro = n.links.loc[n.links.carrier=='H2 pipeline retrofitted'] h2_retro = n.links.loc[n.links.carrier=='H2 pipeline retrofitted']
if snakemake.config['foresight'] == 'myopic':
# sum capacitiy for pipelines from different investment periods # sum capacitiy for pipelines from different investment periods
h2_new = group_pipes(h2_new) h2_new = group_pipes(h2_new)
h2_retro = group_pipes(h2_retro, drop_direction=True).reindex(h2_new.index).fillna(0) h2_retro = group_pipes(h2_retro, drop_direction=True).reindex(h2_new.index).fillna(0)
if not h2_retro.empty:
positive_order = h2_retro.bus0 < h2_retro.bus1
h2_retro_p = h2_retro[positive_order]
swap_buses = {"bus0": "bus1", "bus1": "bus0"}
h2_retro_n = h2_retro[~positive_order].rename(columns=swap_buses)
h2_retro = pd.concat([h2_retro_p, h2_retro_n])
h2_retro["index_orig"] = h2_retro.index
h2_retro.index = h2_retro.apply(
lambda x: f"H2 pipeline {x.bus0.replace(' H2', '')} -> {x.bus1.replace(' H2', '')}",
axis=1
)
retro_w_new_i = h2_retro.index.intersection(h2_new.index)
h2_retro_w_new = h2_retro.loc[retro_w_new_i]
retro_wo_new_i = h2_retro.index.difference(h2_new.index)
h2_retro_wo_new = h2_retro.loc[retro_wo_new_i]
h2_retro_wo_new.index = h2_retro_wo_new.index_orig
to_concat = [h2_new, h2_retro_w_new, h2_retro_wo_new]
h2_total = pd.concat(to_concat).p_nom_opt.groupby(level=0).sum()
else:
h2_total = h2_new.p_nom_opt
link_widths_total = h2_total / linewidth_factor
n.links.rename(index=lambda x: x.split("-2")[0], inplace=True) n.links.rename(index=lambda x: x.split("-2")[0], inplace=True)
n.links = n.links.groupby(level=0).first() n.links = n.links.groupby(level=0).first()
link_widths_total = (h2_new + h2_retro) / linewidth_factor
link_widths_total = link_widths_total.reindex(n.links.index).fillna(0.) link_widths_total = link_widths_total.reindex(n.links.index).fillna(0.)
link_widths_total[n.links.p_nom_opt < line_lower_threshold] = 0. link_widths_total[n.links.p_nom_opt < line_lower_threshold] = 0.
@ -293,15 +326,27 @@ def plot_h2_map(network):
n.links.bus0 = n.links.bus0.str.replace(" H2", "") n.links.bus0 = n.links.bus0.str.replace(" H2", "")
n.links.bus1 = n.links.bus1.str.replace(" H2", "") n.links.bus1 = n.links.bus1.str.replace(" H2", "")
proj = ccrs.EqualEarth()
regions = regions.to_crs(proj.proj4_init)
fig, ax = plt.subplots( fig, ax = plt.subplots(
figsize=(7, 6), figsize=(7, 6),
subplot_kw={"projection": ccrs.PlateCarree()} subplot_kw={"projection": proj}
) )
color_h2_pipe = '#b3f3f4'
color_retrofit = '#499a9c'
bus_colors = {
"H2 Electrolysis": "#ff29d9",
"H2 Fuel Cell": '#805394'
}
n.plot( n.plot(
geomap=True,
bus_sizes=bus_sizes, bus_sizes=bus_sizes,
bus_colors=snakemake.config['plotting']['tech_colors'], bus_colors=bus_colors,
link_colors='#a2f0f2', link_colors=color_h2_pipe,
link_widths=link_widths_total, link_widths=link_widths_total,
branch_components=["Link"], branch_components=["Link"],
ax=ax, ax=ax,
@ -309,53 +354,88 @@ def plot_h2_map(network):
) )
n.plot( n.plot(
geomap=True,
bus_sizes=0, bus_sizes=0,
link_colors='#72d3d6', link_colors=color_retrofit,
link_widths=link_widths_retro, link_widths=link_widths_retro,
branch_components=["Link"], branch_components=["Link"],
ax=ax, ax=ax,
**map_opts color_geomap=False,
boundaries=map_opts["boundaries"]
) )
handles = make_legend_circles_for( regions.plot(
[50000, 10000], ax=ax,
scale=bus_size_factor, column="H2",
facecolor='grey' cmap='Blues',
linewidths=0,
legend=True,
vmax=6,
vmin=0,
legend_kwds={
"label": "Hydrogen Storage [TWh]",
"shrink": 0.7,
"extend": "max",
},
) )
labels = ["{} GW".format(s) for s in (50, 10)] sizes = [50, 10]
labels = [f"{s} GW" for s in sizes]
sizes = [s/bus_size_factor*1e3 for s in sizes]
l2 = ax.legend( legend_kw = dict(
handles, labels,
loc="upper left", loc="upper left",
bbox_to_anchor=(-0.03, 1.01), bbox_to_anchor=(0, 1),
labelspacing=1.0, labelspacing=0.8,
handletextpad=0,
frameon=False, frameon=False,
title='Electrolyzer capacity',
handler_map=make_handler_map_to_scale_circles_as_in(ax)
) )
ax.add_artist(l2) add_legend_circles(ax, sizes, labels,
srid=n.srid,
patch_kw=dict(facecolor='lightgrey'),
legend_kw=legend_kw
)
handles = [] sizes = [30, 10]
labels = [] labels = [f"{s} GW" for s in sizes]
scale = 1e3 / linewidth_factor
sizes = [s*scale for s in sizes]
for s in (50, 10): legend_kw = dict(
handles.append(plt.Line2D([0], [0], color="grey",
linewidth=s * 1e3 / linewidth_factor))
labels.append("{} GW".format(s))
l1_1 = ax.legend(
handles, labels,
loc="upper left", loc="upper left",
bbox_to_anchor=(0.28, 1.01), bbox_to_anchor=(0.23, 1),
frameon=False, frameon=False,
labelspacing=0.8, labelspacing=0.8,
handletextpad=1.5, handletextpad=1,
title='H2 pipeline capacity'
) )
ax.add_artist(l1_1) add_legend_lines(
ax,
sizes,
labels,
patch_kw=dict(color='lightgrey'),
legend_kw=legend_kw,
)
colors = [bus_colors[c] for c in carriers] + [color_h2_pipe, color_retrofit]
labels = carriers + ["H2 pipeline (total)", "H2 pipeline (repurposed)"]
legend_kw = dict(
loc="upper left",
bbox_to_anchor=(0, 1.13),
ncol=2,
frameon=False,
)
add_legend_patches(
ax,
colors,
labels,
legend_kw=legend_kw
)
ax.set_facecolor("white")
fig.savefig( fig.savefig(
snakemake.output.map.replace("-costs-all","-h2_network"), snakemake.output.map.replace("-costs-all","-h2_network"),
@ -375,7 +455,7 @@ def plot_ch4_map(network):
bus_size_factor = 8e7 bus_size_factor = 8e7
linewidth_factor = 1e4 linewidth_factor = 1e4
# MW below which not drawn # MW below which not drawn
line_lower_threshold = 500 line_lower_threshold = 1e3
# Drop non-electric buses so they don't clutter the plot # Drop non-electric buses so they don't clutter the plot
n.buses.drop(n.buses.index[n.buses.carrier != "AC"], inplace=True) n.buses.drop(n.buses.index[n.buses.carrier != "AC"], inplace=True)
@ -415,26 +495,32 @@ def plot_ch4_map(network):
link_widths_used = max_usage / linewidth_factor link_widths_used = max_usage / linewidth_factor
link_widths_used[max_usage < line_lower_threshold] = 0. link_widths_used[max_usage < line_lower_threshold] = 0.
link_color_used = n.links.carrier.map({"gas pipeline": "#f08080", tech_colors = snakemake.config['plotting']['tech_colors']
"gas pipeline new": "#c46868"})
pipe_colors = {
"gas pipeline": "#f08080",
"gas pipeline new": "#c46868",
"gas pipeline (in 2020)": 'lightgrey',
"gas pipeline (available)": '#e8d1d1',
}
link_color_used = n.links.carrier.map(pipe_colors)
n.links.bus0 = n.links.bus0.str.replace(" gas", "") n.links.bus0 = n.links.bus0.str.replace(" gas", "")
n.links.bus1 = n.links.bus1.str.replace(" gas", "") n.links.bus1 = n.links.bus1.str.replace(" gas", "")
tech_colors = snakemake.config['plotting']['tech_colors']
bus_colors = { bus_colors = {
"fossil gas": tech_colors["fossil gas"], "fossil gas": tech_colors["fossil gas"],
"methanation": tech_colors["methanation"], "methanation": tech_colors["methanation"],
"biogas": "seagreen" "biogas": "seagreen"
} }
fig, ax = plt.subplots(figsize=(7,6), subplot_kw={"projection": ccrs.PlateCarree()}) fig, ax = plt.subplots(figsize=(7,6), subplot_kw={"projection": ccrs.EqualEarth()})
n.plot( n.plot(
bus_sizes=bus_sizes, bus_sizes=bus_sizes,
bus_colors=bus_colors, bus_colors=bus_colors,
link_colors='lightgrey', link_colors=pipe_colors['gas pipeline (in 2020)'],
link_widths=link_widths_orig, link_widths=link_widths_orig,
branch_components=["Link"], branch_components=["Link"],
ax=ax, ax=ax,
@ -444,10 +530,11 @@ def plot_ch4_map(network):
n.plot( n.plot(
ax=ax, ax=ax,
bus_sizes=0., bus_sizes=0.,
link_colors='#e8d1d1', link_colors=pipe_colors['gas pipeline (available)'],
link_widths=link_widths_rem, link_widths=link_widths_rem,
branch_components=["Link"], branch_components=["Link"],
**map_opts color_geomap=False,
boundaries=map_opts["boundaries"]
) )
n.plot( n.plot(
@ -456,46 +543,76 @@ def plot_ch4_map(network):
link_colors=link_color_used, link_colors=link_color_used,
link_widths=link_widths_used, link_widths=link_widths_used,
branch_components=["Link"], branch_components=["Link"],
**map_opts color_geomap=False,
boundaries=map_opts["boundaries"]
) )
handles = make_legend_circles_for( sizes = [100, 10]
[10e6, 100e6], labels = [f"{s} TWh" for s in sizes]
scale=bus_size_factor, sizes = [s/bus_size_factor*1e6 for s in sizes]
facecolor='grey'
)
labels = ["{} TWh".format(s) for s in (10, 100)]
l2 = ax.legend( legend_kw = dict(
handles, labels,
loc="upper left", loc="upper left",
bbox_to_anchor=(-0.03, 1.01), bbox_to_anchor=(0, 1.03),
labelspacing=1.0, labelspacing=0.8,
frameon=False, frameon=False,
title='gas generation', handletextpad=1,
handler_map=make_handler_map_to_scale_circles_as_in(ax) title='gas sources',
) )
ax.add_artist(l2) add_legend_circles(
ax,
sizes,
labels,
srid=n.srid,
patch_kw=dict(facecolor='lightgrey'),
legend_kw=legend_kw,
)
handles = [] sizes = [50, 10]
labels = [] labels = [f"{s} GW" for s in sizes]
scale = 1e3 / linewidth_factor
sizes = [s*scale for s in sizes]
for s in (50, 10): legend_kw = dict(
handles.append(plt.Line2D([0], [0], color="grey", linewidth=s * 1e3 / linewidth_factor))
labels.append("{} GW".format(s))
l1_1 = ax.legend(
handles, labels,
loc="upper left", loc="upper left",
bbox_to_anchor=(0.28, 1.01), bbox_to_anchor=(0.25, 1.03),
frameon=False, frameon=False,
labelspacing=0.8, labelspacing=0.8,
handletextpad=1.5, handletextpad=1,
title='gas pipeline used capacity' title='gas pipeline'
) )
ax.add_artist(l1_1) add_legend_lines(
ax,
sizes,
labels,
patch_kw=dict(color='lightgrey'),
legend_kw=legend_kw,
)
colors = list(pipe_colors.values()) + list(bus_colors.values())
labels = list(pipe_colors.keys()) + list(bus_colors.keys())
# legend on the side
# legend_kw = dict(
# bbox_to_anchor=(1.47, 1.04),
# frameon=False,
# )
legend_kw = dict(
loc='upper left',
bbox_to_anchor=(0, 1.24),
ncol=2,
frameon=False,
)
add_legend_patches(
ax,
colors,
labels,
legend_kw=legend_kw,
)
fig.savefig( fig.savefig(
snakemake.output.map.replace("-costs-all","-ch4_network"), snakemake.output.map.replace("-costs-all","-ch4_network"),
@ -513,15 +630,15 @@ def plot_map_without(network):
fig, ax = plt.subplots( fig, ax = plt.subplots(
figsize=(7, 6), figsize=(7, 6),
subplot_kw={"projection": ccrs.PlateCarree()} subplot_kw={"projection": ccrs.EqualEarth()}
) )
# PDF has minimum width, so set these to zero # PDF has minimum width, so set these to zero
line_lower_threshold = 200. line_lower_threshold = 200.
line_upper_threshold = 1e4 line_upper_threshold = 1e4
linewidth_factor = 2e3 linewidth_factor = 3e3
ac_color = "gray" ac_color = "rosybrown"
dc_color = "m" dc_color = "darkseagreen"
# hack because impossible to drop buses... # hack because impossible to drop buses...
if "EU gas" in n.buses.index: if "EU gas" in n.buses.index:
@ -560,7 +677,7 @@ def plot_map_without(network):
for s in (10, 5): for s in (10, 5):
handles.append(plt.Line2D([0], [0], color=ac_color, handles.append(plt.Line2D([0], [0], color=ac_color,
linewidth=s * 1e3 / linewidth_factor)) linewidth=s * 1e3 / linewidth_factor))
labels.append("{} GW".format(s)) labels.append(f"{s} GW")
l1_1 = ax.legend(handles, labels, l1_1 = ax.legend(handles, labels,
loc="upper left", bbox_to_anchor=(0.05, 1.01), loc="upper left", bbox_to_anchor=(0.05, 1.01),
frameon=False, frameon=False,
@ -710,25 +827,27 @@ if __name__ == "__main__":
snakemake = mock_snakemake( snakemake = mock_snakemake(
'plot_network', 'plot_network',
simpl='', simpl='',
clusters="45", clusters="181",
lv=1.0, lv='opt',
opts='', opts='',
sector_opts='168H-T-H-B-I-A-solar+p3-dist1', sector_opts='Co2L0-730H-T-H-B-I-A-solar+p3-linemaxext10',
planning_horizons="2050", planning_horizons="2050",
) )
overrides = override_component_attrs(snakemake.input.overrides) overrides = override_component_attrs(snakemake.input.overrides)
n = pypsa.Network(snakemake.input.network, override_component_attrs=overrides) n = pypsa.Network(snakemake.input.network, override_component_attrs=overrides)
regions = gpd.read_file(snakemake.input.regions).set_index("name")
map_opts = snakemake.config['plotting']['map'] map_opts = snakemake.config['plotting']['map']
plot_map(n, plot_map(n,
components=["generators", "links", "stores", "storage_units"], components=["generators", "links", "stores", "storage_units"],
bus_size_factor=1.5e10, bus_size_factor=2e10,
transmission=False transmission=False
) )
plot_h2_map(n) plot_h2_map(n, regions)
plot_ch4_map(n) plot_ch4_map(n)
plot_map_without(n) plot_map_without(n)

342
scripts/prepare_sector_network.py
View File

@ -19,6 +19,7 @@ from helper import override_component_attrs, generate_periodic_profiles, update_
from networkx.algorithms.connectivity.edge_augmentation import k_edge_augmentation from networkx.algorithms.connectivity.edge_augmentation import k_edge_augmentation
from networkx.algorithms import complement from networkx.algorithms import complement
from pypsa.geo import haversine_pts from pypsa.geo import haversine_pts
from pypsa.io import import_components_from_dataframe
import logging import logging
logger = logging.getLogger(__name__) logger = logging.getLogger(__name__)
@ -26,6 +27,9 @@ logger = logging.getLogger(__name__)
from types import SimpleNamespace from types import SimpleNamespace
spatial = SimpleNamespace() spatial = SimpleNamespace()
from packaging.version import Version, parse
pd_version = parse(pd.__version__)
agg_group_kwargs = dict(numeric_only=False) if pd_version >= Version("1.3") else {}
def define_spatial(nodes, options): def define_spatial(nodes, options):
""" """
@ -44,7 +48,7 @@ def define_spatial(nodes, options):
spatial.biomass = SimpleNamespace() spatial.biomass = SimpleNamespace()
if options["biomass_transport"]: if options.get("biomass_spatial", options["biomass_transport"]):
spatial.biomass.nodes = nodes + " solid biomass" spatial.biomass.nodes = nodes + " solid biomass"
spatial.biomass.locations = nodes spatial.biomass.locations = nodes
spatial.biomass.industry = nodes + " solid biomass for industry" spatial.biomass.industry = nodes + " solid biomass for industry"
@ -61,14 +65,16 @@ def define_spatial(nodes, options):
spatial.co2 = SimpleNamespace() spatial.co2 = SimpleNamespace()
if options["co2_network"]: if options["co2_spatial"]:
spatial.co2.nodes = nodes + " co2 stored" spatial.co2.nodes = nodes + " co2 stored"
spatial.co2.locations = nodes spatial.co2.locations = nodes
spatial.co2.vents = nodes + " co2 vent" spatial.co2.vents = nodes + " co2 vent"
spatial.co2.process_emissions = nodes + " process emissions"
else: else:
spatial.co2.nodes = ["co2 stored"] spatial.co2.nodes = ["co2 stored"]
spatial.co2.locations = ["EU"] spatial.co2.locations = ["EU"]
spatial.co2.vents = ["co2 vent"] spatial.co2.vents = ["co2 vent"]
spatial.co2.process_emissions = ["process emissions"]
spatial.co2.df = pd.DataFrame(vars(spatial.co2), index=nodes) spatial.co2.df = pd.DataFrame(vars(spatial.co2), index=nodes)
@ -88,8 +94,11 @@ def define_spatial(nodes, options):
spatial.gas.locations = ["EU"] spatial.gas.locations = ["EU"]
spatial.gas.biogas = ["EU biogas"] spatial.gas.biogas = ["EU biogas"]
spatial.gas.industry = ["gas for industry"] spatial.gas.industry = ["gas for industry"]
spatial.gas.industry_cc = ["gas for industry CC"]
spatial.gas.biogas_to_gas = ["EU biogas to gas"] spatial.gas.biogas_to_gas = ["EU biogas to gas"]
if options.get("co2_spatial", options["co2network"]):
spatial.gas.industry_cc = nodes + " gas for industry CC"
else:
spatial.gas.industry_cc = ["gas for industry CC"]
spatial.gas.df = pd.DataFrame(vars(spatial.gas), index=nodes) spatial.gas.df = pd.DataFrame(vars(spatial.gas), index=nodes)
@ -106,6 +115,16 @@ def define_spatial(nodes, options):
spatial.ammonia.df = pd.DataFrame(vars(spatial.ammonia), index=nodes) spatial.ammonia.df = pd.DataFrame(vars(spatial.ammonia), index=nodes)
# hydrogen
spatial.h2 = SimpleNamespace()
spatial.h2.nodes = nodes + " H2"
spatial.h2.locations = nodes
# methanol
spatial.methanol = SimpleNamespace()
spatial.methanol.nodes = ["EU methanol"]
spatial.methanol.locations = ["EU"]
# oil # oil
spatial.oil = SimpleNamespace() spatial.oil = SimpleNamespace()
spatial.oil.nodes = ["EU oil"] spatial.oil.nodes = ["EU oil"]
@ -418,6 +437,7 @@ def add_carrier_buses(n, carrier, nodes=None):
e_nom_extendable=True, e_nom_extendable=True,
e_cyclic=True, e_cyclic=True,
carrier=carrier, carrier=carrier,
capital_cost=0.2 * costs.at[carrier, "discount rate"] # preliminary value to avoid zeros
) )
n.madd("Generator", n.madd("Generator",
@ -497,10 +517,17 @@ def add_co2_tracking(n, options):
unit="t_co2" unit="t_co2"
) )
if options["regional_co2_sequestration_potential"]["enable"]:
upper_limit = options["regional_co2_sequestration_potential"]["max_size"] * 1e3 # Mt
annualiser = options["regional_co2_sequestration_potential"]["years_of_storage"]
e_nom_max = pd.read_csv(snakemake.input.sequestration_potential, index_col=0).squeeze()
e_nom_max = e_nom_max.reindex(spatial.co2.locations).fillna(0.).clip(upper=upper_limit).mul(1e6) / annualiser # t
e_nom_max = e_nom_max.rename(index=lambda x: x + " co2 stored")
n.madd("Store", n.madd("Store",
spatial.co2.nodes, spatial.co2.nodes,
e_nom_extendable=True, e_nom_extendable=True,
e_nom_max=np.inf, e_nom_max=e_nom_max,
capital_cost=options['co2_sequestration_cost'], capital_cost=options['co2_sequestration_cost'],
carrier="co2 stored", carrier="co2 stored",
bus=spatial.co2.nodes bus=spatial.co2.nodes
@ -540,6 +567,29 @@ def add_co2_network(n, costs):
) )
def add_allam(n, costs):
logger.info("Adding Allam cycle gas power plants.")
nodes = pop_layout.index
n.madd("Link",
nodes,
suffix=" allam",
bus0=spatial.gas.df.loc[nodes, "nodes"].values,
bus1=nodes,
bus2=spatial.co2.df.loc[nodes, "nodes"].values,
carrier="allam",
p_nom_extendable=True,
# TODO: add costs to technology-data
capital_cost=0.6*1.5e6*0.1, # efficiency * EUR/MW * annuity
marginal_cost=2,
efficiency=0.6,
efficiency2=costs.at['gas', 'CO2 intensity'],
lifetime=30.,
)
def add_dac(n, costs): def add_dac(n, costs):
heat_carriers = ["urban central heat", "services urban decentral heat"] heat_carriers = ["urban central heat", "services urban decentral heat"]
@ -983,7 +1033,7 @@ def add_storage_and_grids(n, costs):
) )
# hydrogen stored overground (where not already underground) # hydrogen stored overground (where not already underground)
h2_capital_cost = costs.at["hydrogen storage tank incl. compressor", "fixed"] h2_capital_cost = costs.at["hydrogen storage tank type 1 including compressor", "fixed"]
nodes_overground = h2_caverns.index.symmetric_difference(nodes) nodes_overground = h2_caverns.index.symmetric_difference(nodes)
n.madd("Store", n.madd("Store",
@ -1208,7 +1258,7 @@ def add_storage_and_grids(n, costs):
bus0=spatial.coal.nodes, bus0=spatial.coal.nodes,
bus1=spatial.nodes, bus1=spatial.nodes,
bus2="co2 atmosphere", bus2="co2 atmosphere",
bus3="co2 stored", bus3=spatial.co2.nodes,
marginal_cost=costs.at['coal', 'efficiency'] * costs.at['coal', 'VOM'], #NB: VOM is per MWel marginal_cost=costs.at['coal', 'efficiency'] * costs.at['coal', 'VOM'], #NB: VOM is per MWel
capital_cost=costs.at['coal', 'efficiency'] * costs.at['coal', 'fixed'] + costs.at['biomass CHP capture', 'fixed'] * costs.at['coal', 'CO2 intensity'], #NB: fixed cost is per MWel capital_cost=costs.at['coal', 'efficiency'] * costs.at['coal', 'fixed'] + costs.at['biomass CHP capture', 'fixed'] * costs.at['coal', 'CO2 intensity'], #NB: fixed cost is per MWel
p_nom_extendable=True, p_nom_extendable=True,
@ -1263,13 +1313,15 @@ def add_land_transport(n, costs):
fuel_cell_share = get(options["land_transport_fuel_cell_share"], investment_year) fuel_cell_share = get(options["land_transport_fuel_cell_share"], investment_year)
electric_share = get(options["land_transport_electric_share"], investment_year) electric_share = get(options["land_transport_electric_share"], investment_year)
ice_share = 1 - fuel_cell_share - electric_share ice_share = get(options["land_transport_ice_share"], investment_year)
print("FCEV share", fuel_cell_share) total_share = fuel_cell_share + electric_share + ice_share
print("EV share", electric_share) if total_share != 1:
print("ICEV share", ice_share) logger.warning(f"Total land transport shares sum up to {total_share*100}%, corresponding to increased or decreased demand assumptions.")
assert ice_share >= 0, "Error, more FCEV and EV share than 1." logger.info(f"FCEV share: {fuel_cell_share*100}%")
logger.info(f"EV share: {electric_share*100}%")
logger.info(f"ICEV share: {ice_share*100}%")
nodes = pop_layout.index nodes = pop_layout.index
@ -1452,6 +1504,7 @@ def add_heat(n, costs):
"ground": xr.open_dataarray(snakemake.input.cop_soil_total).to_pandas().reindex(index=n.snapshots) "ground": xr.open_dataarray(snakemake.input.cop_soil_total).to_pandas().reindex(index=n.snapshots)
} }
if options["solar_thermal"]:
solar_thermal = xr.open_dataarray(snakemake.input.solar_thermal_total).to_pandas().reindex(index=n.snapshots) solar_thermal = xr.open_dataarray(snakemake.input.solar_thermal_total).to_pandas().reindex(index=n.snapshots)
# 1e3 converts from W/m^2 to MW/(1000m^2) = kW/m^2 # 1e3 converts from W/m^2 to MW/(1000m^2) = kW/m^2
solar_thermal = options['solar_cf_correction'] * solar_thermal / 1e3 solar_thermal = options['solar_cf_correction'] * solar_thermal / 1e3
@ -1815,7 +1868,7 @@ def add_biomass(n, costs):
else: else:
biogas_potentials_spatial = biomass_potentials["biogas"].sum() biogas_potentials_spatial = biomass_potentials["biogas"].sum()
if options["biomass_transport"]: if options.get("biomass_spatial", options["biomass_transport"]):
solid_biomass_potentials_spatial = biomass_potentials["solid biomass"].rename(index=lambda x: x + " solid biomass") solid_biomass_potentials_spatial = biomass_potentials["solid biomass"].rename(index=lambda x: x + " solid biomass")
else: else:
solid_biomass_potentials_spatial = biomass_potentials["solid biomass"].sum() solid_biomass_potentials_spatial = biomass_potentials["solid biomass"].sum()
@ -1887,10 +1940,10 @@ def add_biomass(n, costs):
biomass_transport.index, biomass_transport.index,
bus0=biomass_transport.bus0 + " solid biomass", bus0=biomass_transport.bus0 + " solid biomass",
bus1=biomass_transport.bus1 + " solid biomass", bus1=biomass_transport.bus1 + " solid biomass",
p_nom_extendable=True, p_nom_extendable=False,
p_nom=5e4,
length=biomass_transport.length.values, length=biomass_transport.length.values,
marginal_cost=biomass_transport.costs * biomass_transport.length.values, marginal_cost=biomass_transport.costs * biomass_transport.length.values,
capital_cost=1,
carrier="solid biomass transport" carrier="solid biomass transport"
) )
@ -2039,7 +2092,7 @@ def add_industry(n, costs):
unit="MWh_LHV" unit="MWh_LHV"
) )
if options["biomass_transport"]: if options.get("biomass_spatial", options["biomass_transport"]):
p_set = industrial_demand.loc[spatial.biomass.locations, "solid biomass"].rename(index=lambda x: x + " solid biomass for industry") / 8760 p_set = industrial_demand.loc[spatial.biomass.locations, "solid biomass"].rename(index=lambda x: x + " solid biomass for industry") / 8760
else: else:
p_set = industrial_demand["solid biomass"].sum() / 8760 p_set = industrial_demand["solid biomass"].sum() / 8760
@ -2129,6 +2182,25 @@ def add_industry(n, costs):
p_set=industrial_demand.loc[nodes, "hydrogen"] / 8760 p_set=industrial_demand.loc[nodes, "hydrogen"] / 8760
) )
shipping_hydrogen_share = get(options['shipping_hydrogen_share'], investment_year)
shipping_methanol_share = get(options['shipping_methanol_share'], investment_year)
shipping_oil_share = get(options['shipping_oil_share'], investment_year)
total_share = shipping_hydrogen_share + shipping_methanol_share + shipping_oil_share
if total_share != 1:
logger.warning(f"Total shipping shares sum up to {total_share*100}%, corresponding to increased or decreased demand assumptions.")
domestic_navigation = pop_weighted_energy_totals.loc[nodes, "total domestic navigation"].squeeze()
international_navigation = pd.read_csv(snakemake.input.shipping_demand, index_col=0).squeeze()
all_navigation = domestic_navigation + international_navigation
p_set = all_navigation * 1e6 / 8760
if shipping_hydrogen_share:
oil_efficiency = options.get('shipping_oil_efficiency', options.get('shipping_average_efficiency', 0.4))
efficiency = oil_efficiency / costs.at["fuel cell", "efficiency"]
shipping_hydrogen_share = get(options['shipping_hydrogen_share'], investment_year)
if options["shipping_hydrogen_liquefaction"]: if options["shipping_hydrogen_liquefaction"]:
n.madd("Bus", n.madd("Bus",
@ -2154,34 +2226,85 @@ def add_industry(n, costs):
else: else:
shipping_bus = nodes + " H2" shipping_bus = nodes + " H2"
all_navigation = ["total international navigation", "total domestic navigation"] efficiency = options['shipping_oil_efficiency'] / costs.at["fuel cell", "efficiency"]
efficiency = options['shipping_average_efficiency'] / costs.at["fuel cell", "efficiency"] p_set_hydrogen = shipping_hydrogen_share * p_set * efficiency
shipping_hydrogen_share = get(options['shipping_hydrogen_share'], investment_year)
p_set = shipping_hydrogen_share * pop_weighted_energy_totals.loc[nodes, all_navigation].sum(axis=1) * 1e6 * efficiency / 8760
n.madd("Load", n.madd("Load",
nodes, nodes,
suffix=" H2 for shipping", suffix=" H2 for shipping",
bus=shipping_bus, bus=shipping_bus,
carrier="H2 for shipping", carrier="H2 for shipping",
p_set=p_set p_set=p_set_hydrogen
) )
if shipping_hydrogen_share < 1: if shipping_methanol_share:
shipping_oil_share = 1 - shipping_hydrogen_share n.madd("Bus",
spatial.methanol.nodes,
carrier="methanol",
location=spatial.methanol.locations,
unit="MWh_LHV"
)
p_set = shipping_oil_share * pop_weighted_energy_totals.loc[nodes, all_navigation].sum(axis=1) * 1e6 / 8760. n.madd("Store",
spatial.methanol.nodes,
suffix=" Store",
bus=spatial.methanol.nodes,
e_nom_extendable=True,
e_cyclic=True,
carrier="methanol",
)
n.madd("Link",
spatial.h2.locations + " methanolisation",
bus0=spatial.h2.nodes,
bus1=spatial.methanol.nodes,
bus2=nodes,
bus3=spatial.co2.nodes,
carrier="methanolisation",
p_nom_extendable=True,
p_min_pu=options.get("min_part_load_methanolisation", 0),
capital_cost=costs.at["methanolisation", 'fixed'] * options["MWh_MeOH_per_MWh_H2"], # EUR/MW_H2/a
lifetime=costs.at["methanolisation", 'lifetime'],
efficiency=options["MWh_MeOH_per_MWh_H2"],
efficiency2=- options["MWh_MeOH_per_MWh_H2"] / options["MWh_MeOH_per_MWh_e"],
efficiency3=- options["MWh_MeOH_per_MWh_H2"] / options["MWh_MeOH_per_tCO2"],
)
efficiency = options["shipping_oil_efficiency"] / options["shipping_methanol_efficiency"]
p_set_methanol = shipping_methanol_share * p_set.sum() * efficiency
n.madd("Load", n.madd("Load",
nodes, spatial.methanol.nodes,
suffix=" shipping methanol",
bus=spatial.methanol.nodes,
carrier="shipping methanol",
p_set=p_set_methanol,
)
# CO2 intensity methanol based on stoichiometric calculation with 22.7 GJ/t methanol (32 g/mol), CO2 (44 g/mol), 277.78 MWh/TJ = 0.218 t/MWh
co2 = p_set_methanol / options["MWh_MeOH_per_tCO2"]
n.add("Load",
"shipping methanol emissions",
bus="co2 atmosphere",
carrier="shipping methanol emissions",
p_set=-co2,
)
if shipping_oil_share:
p_set_oil = shipping_oil_share * p_set.sum()
n.madd("Load",
spatial.oil.nodes,
suffix=" shipping oil", suffix=" shipping oil",
bus=spatial.oil.nodes, bus=spatial.oil.nodes,
carrier="shipping oil", carrier="shipping oil",
p_set=p_set p_set=p_set_oil
) )
co2 = shipping_oil_share * pop_weighted_energy_totals.loc[nodes, all_navigation].sum().sum() * 1e6 / 8760 * costs.at["oil", "CO2 intensity"] co2 = p_set_oil * costs.at["oil", "CO2 intensity"]
n.add("Load", n.add("Load",
"shipping oil emissions", "shipping oil emissions",
@ -2245,21 +2368,30 @@ def add_industry(n, costs):
bus2=spatial.co2.nodes, bus2=spatial.co2.nodes,
carrier="Fischer-Tropsch", carrier="Fischer-Tropsch",
efficiency=costs.at["Fischer-Tropsch", 'efficiency'], efficiency=costs.at["Fischer-Tropsch", 'efficiency'],
capital_cost=costs.at["Fischer-Tropsch", 'fixed'], capital_cost=costs.at["Fischer-Tropsch", 'fixed'] * costs.at["Fischer-Tropsch", 'efficiency'], # EUR/MW_H2/a
efficiency2=-costs.at["oil", 'CO2 intensity'] * costs.at["Fischer-Tropsch", 'efficiency'], efficiency2=-costs.at["oil", 'CO2 intensity'] * costs.at["Fischer-Tropsch", 'efficiency'],
p_nom_extendable=True, p_nom_extendable=True,
p_min_pu=options.get("min_part_load_fischer_tropsch", 0),
lifetime=costs.at['Fischer-Tropsch', 'lifetime'] lifetime=costs.at['Fischer-Tropsch', 'lifetime']
) )
demand_factor = options.get("HVC_demand_factor", 1)
p_set = demand_factor * industrial_demand.loc[nodes, "naphtha"].sum() / 8760
if demand_factor != 1:
logger.warning(f"Changing HVC demand by {demand_factor*100-100:+.2f}%.")
n.madd("Load", n.madd("Load",
["naphtha for industry"], ["naphtha for industry"],
bus=spatial.oil.nodes, bus=spatial.oil.nodes,
carrier="naphtha for industry", carrier="naphtha for industry",
p_set=industrial_demand.loc[nodes, "naphtha"].sum() / 8760 p_set=p_set
) )
demand_factor = options.get("aviation_demand_factor", 1)
all_aviation = ["total international aviation", "total domestic aviation"] all_aviation = ["total international aviation", "total domestic aviation"]
p_set = pop_weighted_energy_totals.loc[nodes, all_aviation].sum(axis=1).sum() * 1e6 / 8760 p_set = demand_factor * pop_weighted_energy_totals.loc[nodes, all_aviation].sum(axis=1).sum() * 1e6 / 8760
if demand_factor != 1:
logger.warning(f"Changing aviation demand by {demand_factor*100-100:+.2f}%.")
n.madd("Load", n.madd("Load",
["kerosene for aviation"], ["kerosene for aviation"],
@ -2306,25 +2438,31 @@ def add_industry(n, costs):
p_set=industrial_demand.loc[nodes, "electricity"] / 8760 p_set=industrial_demand.loc[nodes, "electricity"] / 8760
) )
n.add("Bus", n.madd("Bus",
"process emissions", spatial.co2.process_emissions,
location="EU", location=spatial.co2.locations,
carrier="process emissions", carrier="process emissions",
unit="t_co2" unit="t_co2"
) )
sel = ["process emission", "process emission from feedstock"]
if options["co2_spatial"] or options["co2network"]:
p_set = -industrial_demand.loc[nodes, sel].sum(axis=1).rename(index=lambda x: x + " process emissions") / 8760
else:
p_set = -industrial_demand.loc[nodes, sel].sum(axis=1).sum() / 8760
# this should be process emissions fossil+feedstock # this should be process emissions fossil+feedstock
# then need load on atmosphere for feedstock emissions that are currently going to atmosphere via Link Fischer-Tropsch demand # then need load on atmosphere for feedstock emissions that are currently going to atmosphere via Link Fischer-Tropsch demand
n.add("Load", n.madd("Load",
"process emissions", spatial.co2.process_emissions,
bus="process emissions", bus=spatial.co2.process_emissions,
carrier="process emissions", carrier="process emissions",
p_set=-industrial_demand.loc[nodes,["process emission", "process emission from feedstock"]].sum(axis=1).sum() / 8760 p_set=p_set,
) )
n.add("Link", n.madd("Link",
"process emissions", spatial.co2.process_emissions,
bus0="process emissions", bus0=spatial.co2.process_emissions,
bus1="co2 atmosphere", bus1="co2 atmosphere",
carrier="process emissions", carrier="process emissions",
p_nom_extendable=True, p_nom_extendable=True,
@ -2335,7 +2473,7 @@ def add_industry(n, costs):
n.madd("Link", n.madd("Link",
spatial.co2.locations, spatial.co2.locations,
suffix=" process emissions CC", suffix=" process emissions CC",
bus0="process emissions", bus0=spatial.co2.process_emissions,
bus1="co2 atmosphere", bus1="co2 atmosphere",
bus2=spatial.co2.nodes, bus2=spatial.co2.nodes,
carrier="process emissions CC", carrier="process emissions CC",
@ -2376,6 +2514,11 @@ def add_waste_heat(n):
n.links.loc[urban_central + " Fischer-Tropsch", "bus3"] = urban_central + " urban central heat" n.links.loc[urban_central + " Fischer-Tropsch", "bus3"] = urban_central + " urban central heat"
n.links.loc[urban_central + " Fischer-Tropsch", "efficiency3"] = 0.95 - n.links.loc[urban_central + " Fischer-Tropsch", "efficiency"] n.links.loc[urban_central + " Fischer-Tropsch", "efficiency3"] = 0.95 - n.links.loc[urban_central + " Fischer-Tropsch", "efficiency"]
# TODO integrate useable waste heat efficiency into technology-data from DEA
if options.get('use_electrolysis_waste_heat', False):
n.links.loc[urban_central + " H2 Electrolysis", "bus2"] = urban_central + " urban central heat"
n.links.loc[urban_central + " H2 Electrolysis", "efficiency2"] = 0.84 - n.links.loc[urban_central + " H2 Electrolysis", "efficiency"]
if options['use_fuel_cell_waste_heat']: if options['use_fuel_cell_waste_heat']:
n.links.loc[urban_central + " H2 Fuel Cell", "bus2"] = urban_central + " urban central heat" n.links.loc[urban_central + " H2 Fuel Cell", "bus2"] = urban_central + " urban central heat"
n.links.loc[urban_central + " H2 Fuel Cell", "efficiency2"] = 0.95 - n.links.loc[urban_central + " H2 Fuel Cell", "efficiency"] n.links.loc[urban_central + " H2 Fuel Cell", "efficiency2"] = 0.95 - n.links.loc[urban_central + " H2 Fuel Cell", "efficiency"]
@ -2410,8 +2553,11 @@ def add_agriculture(n, costs):
# machinery # machinery
electric_share = get(options["agriculture_machinery_electric_share"], investment_year) electric_share = get(options["agriculture_machinery_electric_share"], investment_year)
assert electric_share <= 1. oil_share = get(options["agriculture_machinery_oil_share"], investment_year)
ice_share = 1 - electric_share
total_share = electric_share + oil_share
if total_share != 1:
logger.warning(f"Total agriculture machinery shares sum up to {total_share*100}%, corresponding to increased or decreased demand assumptions.")
machinery_nodal_energy = pop_weighted_energy_totals.loc[nodes, "total agriculture machinery"] machinery_nodal_energy = pop_weighted_energy_totals.loc[nodes, "total agriculture machinery"]
@ -2427,16 +2573,16 @@ def add_agriculture(n, costs):
p_set=electric_share / efficiency_gain * machinery_nodal_energy * 1e6 / 8760, p_set=electric_share / efficiency_gain * machinery_nodal_energy * 1e6 / 8760,
) )
if ice_share > 0: if oil_share > 0:
n.madd("Load", n.madd("Load",
["agriculture machinery oil"], ["agriculture machinery oil"],
bus=spatial.oil.nodes, bus=spatial.oil.nodes,
carrier="agriculture machinery oil", carrier="agriculture machinery oil",
p_set=ice_share * machinery_nodal_energy.sum() * 1e6 / 8760 p_set=oil_share * machinery_nodal_energy.sum() * 1e6 / 8760
) )
co2 = ice_share * machinery_nodal_energy.sum() * 1e6 / 8760 * costs.at["oil", 'CO2 intensity'] co2 = oil_share * machinery_nodal_energy.sum() * 1e6 / 8760 * costs.at["oil", 'CO2 intensity']
n.add("Load", n.add("Load",
"agriculture machinery oil emissions", "agriculture machinery oil emissions",
@ -2500,6 +2646,98 @@ def limit_individual_line_extension(n, maxext):
n.links.loc[hvdc, 'p_nom_max'] = n.links.loc[hvdc, 'p_nom'] + maxext n.links.loc[hvdc, 'p_nom_max'] = n.links.loc[hvdc, 'p_nom'] + maxext
aggregate_dict = {
"p_nom": "sum",
"s_nom": "sum",
"v_nom": "max",
"v_mag_pu_max": "min",
"v_mag_pu_min": "max",
"p_nom_max": "sum",
"s_nom_max": "sum",
"p_nom_min": "sum",
"s_nom_min": "sum",
'v_ang_min': "max",
"v_ang_max":"min",
"terrain_factor":"mean",
"num_parallel": "sum",
"p_set": "sum",
"e_initial": "sum",
"e_nom": "sum",
"e_nom_max": "sum",
"e_nom_min": "sum",
"state_of_charge_initial": "sum",
"state_of_charge_set": "sum",
"inflow": "sum",
"p_max_pu": "first",
"x": "mean",
"y": "mean"
}
def cluster_heat_buses(n):
"""Cluster residential and service heat buses to one representative bus.
This can be done to save memory and speed up optimisation
"""
def define_clustering(attributes, aggregate_dict):
"""Define how attributes should be clustered.
Input:
attributes : pd.Index()
aggregate_dict: dictionary (key: name of attribute, value
clustering method)
Returns:
agg : clustering dictionary
"""
keys = attributes.intersection(aggregate_dict.keys())
agg = dict(
zip(
attributes.difference(keys),
["first"] * len(df.columns.difference(keys)),
)
)
for key in keys:
agg[key] = aggregate_dict[key]
return agg
logger.info("Cluster residential and service heat buses.")
components = ["Bus", "Carrier", "Generator", "Link", "Load", "Store"]
for c in n.iterate_components(components):
df = c.df
cols = df.columns[df.columns.str.contains("bus") | (df.columns=="carrier")]
# rename columns and index
df[cols] = (df[cols]
.apply(lambda x: x.str.replace("residential ","")
.str.replace("services ", ""), axis=1))
df = df.rename(index=lambda x: x.replace("residential ","")
.replace("services ", ""))
# cluster heat nodes
# static dataframe
agg = define_clustering(df.columns, aggregate_dict)
df = df.groupby(level=0).agg(agg, **agg_group_kwargs)
# time-varying data
pnl = c.pnl
agg = define_clustering(pd.Index(pnl.keys()), aggregate_dict)
for k in pnl.keys():
pnl[k].rename(columns=lambda x: x.replace("residential ","")
.replace("services ", ""), inplace=True)
pnl[k] = (
pnl[k]
.groupby(level=0, axis=1)
.agg(agg[k], **agg_group_kwargs)
)
# remove unclustered assets of service/residential
to_drop = c.df.index.difference(df.index)
n.mremove(c.name, to_drop)
# add clustered assets
to_add = df.index.difference(c.df.index)
import_components_from_dataframe(n, df.loc[to_add], c.name)
def apply_time_segmentation(n, segments, solver_name="cbc", def apply_time_segmentation(n, segments, solver_name="cbc",
overwrite_time_dependent=True): overwrite_time_dependent=True):
"""Aggregating time series to segments with different lengths """Aggregating time series to segments with different lengths
@ -2581,6 +2819,7 @@ def set_temporal_aggregation(n, opts, solver_name):
n = apply_time_segmentation(n, segments, solver_name=solver_name) n = apply_time_segmentation(n, segments, solver_name=solver_name)
break break
return n return n
#%% #%%
if __name__ == "__main__": if __name__ == "__main__":
if 'snakemake' not in globals(): if 'snakemake' not in globals():
@ -2682,9 +2921,12 @@ if __name__ == "__main__":
if "noH2network" in opts: if "noH2network" in opts:
remove_h2_network(n) remove_h2_network(n)
if options["co2_network"]: if options["co2network"]:
add_co2_network(n, costs) add_co2_network(n, costs)
if options["allam_cycle"]:
add_allam(n, costs)
solver_name = snakemake.config["solving"]["solver"]["name"] solver_name = snakemake.config["solving"]["solver"]["name"]
n = set_temporal_aggregation(n, opts, solver_name) n = set_temporal_aggregation(n, opts, solver_name)
@ -2727,5 +2969,13 @@ if __name__ == "__main__":
if options['electricity_grid_connection']: if options['electricity_grid_connection']:
add_electricity_grid_connection(n, costs) add_electricity_grid_connection(n, costs)
first_year_myopic = ((snakemake.config["foresight"] == 'myopic') and
(snakemake.config["scenario"]["planning_horizons"][0]==investment_year))
if options.get("cluster_heat_buses", False) and not first_year_myopic:
cluster_heat_buses(n)
n.meta = dict(snakemake.config, **dict(wildcards=dict(snakemake.wildcards))) n.meta = dict(snakemake.config, **dict(wildcards=dict(snakemake.wildcards)))
n.export_to_netcdf(snakemake.output[0]) n.export_to_netcdf(snakemake.output[0])

7
test/config.myopic.yaml
View File

@ -3,10 +3,10 @@ version: 0.6.0
logging_level: INFO logging_level: INFO
retrieve_sector_databundle: true retrieve_sector_databundle: true
retrieve_cost_data: true
results_dir: results/ results_dir: results/
summary_dir: results summary_dir: results
costs_dir: ../technology-data/outputs/
run: test-myopic # use this to keep track of runs with different settings run: test-myopic # use this to keep track of runs with different settings
foresight: myopic # options are overnight, myopic, perfect (perfect is not yet implemented) foresight: myopic # options are overnight, myopic, perfect (perfect is not yet implemented)
# if you use myopic or perfect foresight, set the investment years in "planning_horizons" below # if you use myopic or perfect foresight, set the investment years in "planning_horizons" below
@ -61,7 +61,7 @@ snapshots:
# arguments to pd.date_range # arguments to pd.date_range
start: "2013-03-01" start: "2013-03-01"
end: "2013-04-01" end: "2013-04-01"
closed: left # end is not inclusive inclusive: left # end is not inclusive
atlite: atlite:
cutout: ../pypsa-eur/cutouts/be-03-2013-era5.nc cutout: ../pypsa-eur/cutouts/be-03-2013-era5.nc
@ -235,6 +235,8 @@ sector:
dac: true dac: true
co2_vent: true co2_vent: true
SMR: true SMR: true
regional_co2_sequestration_potential:
enable: false
co2_sequestration_potential: 200 #MtCO2/a sequestration potential for Europe co2_sequestration_potential: 200 #MtCO2/a sequestration potential for Europe
co2_sequestration_cost: 10 #EUR/tCO2 for sequestration of CO2 co2_sequestration_cost: 10 #EUR/tCO2 for sequestration of CO2
co2_network: false co2_network: false
@ -320,6 +322,7 @@ industry:
costs: costs:
year: 2030 year: 2030
version: v0.5.0
lifetime: 25 #default lifetime lifetime: 25 #default lifetime
# From a Lion Hirth paper, also reflects average of Noothout et al 2016 # From a Lion Hirth paper, also reflects average of Noothout et al 2016
discountrate: 0.07 discountrate: 0.07

7
test/config.overnight.yaml
View File

@ -3,10 +3,10 @@ version: 0.6.0
logging_level: INFO logging_level: INFO
retrieve_sector_databundle: true retrieve_sector_databundle: true
retrieve_cost_data: true
results_dir: results/ results_dir: results/
summary_dir: results summary_dir: results
costs_dir: ../technology-data/outputs/
run: test-overnight # use this to keep track of runs with different settings run: test-overnight # use this to keep track of runs with different settings
foresight: overnight # options are overnight, myopic, perfect (perfect is not yet implemented) foresight: overnight # options are overnight, myopic, perfect (perfect is not yet implemented)
# if you use myopic or perfect foresight, set the investment years in "planning_horizons" below # if you use myopic or perfect foresight, set the investment years in "planning_horizons" below
@ -59,7 +59,7 @@ snapshots:
# arguments to pd.date_range # arguments to pd.date_range
start: "2013-03-01" start: "2013-03-01"
end: "2013-04-01" end: "2013-04-01"
closed: left # end is not inclusive inclusive: left # end is not inclusive
atlite: atlite:
cutout: ../pypsa-eur/cutouts/be-03-2013-era5.nc cutout: ../pypsa-eur/cutouts/be-03-2013-era5.nc
@ -233,6 +233,8 @@ sector:
dac: true dac: true
co2_vent: true co2_vent: true
SMR: true SMR: true
regional_co2_sequestration_potential:
enable: false
co2_sequestration_potential: 200 #MtCO2/a sequestration potential for Europe co2_sequestration_potential: 200 #MtCO2/a sequestration potential for Europe
co2_sequestration_cost: 10 #EUR/tCO2 for sequestration of CO2 co2_sequestration_cost: 10 #EUR/tCO2 for sequestration of CO2
co2_network: false co2_network: false
@ -318,6 +320,7 @@ industry:
costs: costs:
year: 2030 year: 2030
version: v0.5.0
lifetime: 25 #default lifetime lifetime: 25 #default lifetime
# From a Lion Hirth paper, also reflects average of Noothout et al 2016 # From a Lion Hirth paper, also reflects average of Noothout et al 2016
discountrate: 0.07 discountrate: 0.07