Dataset Viewer
Auto-converted to Parquet Duplicate
record_id
large_string
intelligence_source
large_string
intelligence_source_url
large_string
country
large_string
port
large_string
attack_type
large_string
target_system
large_string
attack_vector
large_string
threat_actor
large_string
vessel_type
large_string
cargo_type
large_string
is_ot_attack
int64
is_it_attack
int64
targets_navigation
int64
targets_port_operations
int64
port_operations_disrupted
int64
vessel_operations_disrupted
int64
cargo_delay_hours
int64
financial_loss_usd
int64
data_compromised
int64
safety_risk_created
int64
environmental_risk
int64
supply_chain_disrupted
int64
ransom_demanded
int64
ransom_amount_usd
int64
ransom_paid
int64
linked_to_smuggling
int64
linked_to_piracy
int64
ais_disabled_for_illicit
int64
detected
int64
detection_time_hours
int64
detected_by
large_string
incident_response_activated
int64
reported_to_imo
int64
reported_to_national_cert
int64
business_continuity_activated
int64
label
int64
is_synthetic
int64
ot_attack
int64
it_attack
int64
it_ot_convergence
int64
navigation_attack
int64
port_ops_attack
int64
critical_system
int64
any_disruption
int64
major_disruption
int64
significant_delay
int64
severe_delay
int64
any_financial_loss
int64
major_loss
int64
catastrophic_loss
int64
safety_critical
int64
environmental_threat
int64
supply_chain_impact
int64
cascading_impact
int64
ransomware_incident
int64
high_ransom
int64
ransom_paid.1
int64
crime_nexus
int64
piracy_linked
int64
smuggling_linked
int64
ais_manipulation
int64
was_detected
int64
quick_detection
int64
fast_detection
int64
slow_detection
int64
undetected
int64
ir_activated
int64
regulatory_reported
int64
bcp_activated
int64
response_score
int64
detected_by_soc
int64
detected_by_crew
int64
detected_by_authority
int64
detected_by_automation
int64
type_ransomware
int64
type_phishing
int64
type_ais_spoof
int64
type_gps_spoof
int64
type_scada
int64
type_supply_chain
int64
type_data_breach
int64
type_ecdis
int64
type_port_mgmt
int64
type_ddos
int64
type_insider
int64
type_malware_usb
int64
type_vsat
int64
type_legit
int64
actor_criminal
int64
actor_state
int64
actor_hacktivist
int64
actor_insider
int64
actor_piracy
int64
vessel_container
int64
vessel_tanker
int64
vessel_bulk
int64
vessel_port_only
int64
high_value_cargo
int64
is_west_africa
int64
is_east_africa
int64
is_southern_africa
int64
is_north_africa
int64
is_gulf_of_guinea
int64
is_strategic_chokepoint
int64
maritime_threat_score
int64
economic_impact_score
int64
maritime_resilience_score
int64
MARIT001501
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Libya
Lagos/Apapa
ais_spoofing_manipulation
crane_control_system
remote_access_exploit
state_sponsored_apt
oil_tanker
minerals_mining
1
0
0
1
1
1
199
3,761,308
0
0
0
0
1
272,381
0
1
0
0
1
53
port_authority
1
0
0
0
1
1
1
0
0
0
1
1
1
1
1
1
1
1
0
0
0
0
0
1
0
0
1
0
1
0
1
0
0
0
0
1
0
0
2
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
0
0
1
0
0
10
10
4
MARIT002586
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Nigeria
Cape Town
port_management_system_hack
ecdis_navigation
rf_signal_manipulation
state_sponsored_apt
bulk_carrier
general_cargo
1
0
1
0
0
0
145
30,509,781
1
0
0
1
0
0
0
0
1
0
1
206
port_authority
1
1
1
1
1
1
1
0
0
1
0
1
0
0
1
0
1
1
1
0
0
1
0
0
0
0
1
1
0
0
1
0
0
1
0
1
1
1
5
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
0
1
0
6
15
6
MARIT002653
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
Ghana
Lagos/Apapa
scada_ot_attack
cargo_tracking_system
physical_access
state_sponsored_apt
bulk_carrier
crude_oil_petroleum
0
1
0
1
1
1
6
0
0
0
1
1
0
0
0
0
0
0
1
0
port_authority
0
0
1
1
1
1
0
1
0
0
1
0
1
1
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
1
1
1
0
0
0
1
1
3
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
1
1
0
0
0
1
0
6
3
9
MARIT001055
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
Ghana
Dar es Salaam
scada_ot_attack
cargo_tracking_system
network_intrusion
hacktivist
container_ship
agricultural_products
0
1
0
1
0
1
7
32,306,394
0
0
0
0
1
1,616,411
0
0
0
1
1
20
automated_ids
1
0
1
1
1
1
0
1
0
0
1
0
1
0
0
0
1
1
1
0
0
0
0
1
1
0
1
0
0
1
1
0
1
0
0
1
1
1
4
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
0
1
0
7
10
8
MARIT000705
INTERPOL Africa Cyberthreat Assessment 2025
https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa
Djibouti
Durban
data_breach_cargo_manifest
gps_gnss_system
supply_chain
cybercriminal_group
container_ship
general_cargo
1
0
1
0
1
0
0
39,861
1
0
0
0
0
0
0
0
1
0
1
22
crew_report
1
0
1
1
1
1
1
0
0
1
0
1
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
1
0
0
1
1
1
4
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
8
2
8
MARIT000106
IMO Maritime Cyber Risk Guidelines
https://www.imo.org/en/OurWork/Security/Pages/Cyber-security.aspx
Egypt
Durban
ransomware
corporate_it_network
rf_signal_manipulation
hacktivist
lng_carrier
agricultural_products
0
1
0
0
0
0
0
62,873
0
0
1
1
1
11,150,383
0
0
0
1
1
0
soc_monitoring
0
0
1
1
1
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
1
0
1
1
0
1
0
0
1
1
1
1
0
0
0
1
1
3
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
1
9
5
9
MARIT000589
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Mozambique
Port Said/Suez
data_breach_cargo_manifest
terminal_operating_system
physical_access
hacktivist
offshore_platform
crude_oil_petroleum
0
0
0
1
1
0
15
654,794
1
0
0
1
0
0
0
0
0
0
0
0
undetected
0
0
0
0
1
1
0
0
0
0
1
0
1
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
0
0
2
5
-3
MARIT002468
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
South Africa
Djibouti
scada_ot_attack
terminal_operating_system
email_phishing
cybercriminal_group
lng_carrier
general_cargo
0
0
0
1
0
0
0
2,388,651
1
0
0
1
0
0
0
1
0
0
0
0
undetected
0
0
0
0
1
1
0
0
0
0
1
0
0
0
0
0
1
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
3
8
-3
MARIT002413
INTERPOL Africa Cyberthreat Assessment 2025
https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa
Mauritius
Lome
scada_ot_attack
scada_ics_control
email_phishing
hacktivist
container_ship
none_port_only
1
0
0
0
0
0
120
1,460,719
0
0
0
0
0
0
0
0
0
1
0
0
undetected
0
0
0
0
1
1
1
0
0
0
0
1
0
0
1
0
1
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
0
6
7
-3
MARIT001600
INTERPOL Africa Cyberthreat Assessment 2025
https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa
Cote d'Ivoire
Port Said/Suez
ddos_attack
corporate_it_network
social_engineering
piracy_linked_group
general_cargo
crude_oil_petroleum
0
1
0
0
0
1
0
647,536
1
0
1
1
1
382,952
0
0
0
0
1
636
automated_ids
0
1
1
1
1
1
0
1
0
0
0
0
1
0
0
0
1
0
0
0
1
1
0
1
0
0
0
0
0
0
1
0
0
1
0
0
1
1
4
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
1
0
8
5
4
MARIT002464
IMO Maritime Cyber Risk Guidelines
https://www.imo.org/en/OurWork/Security/Pages/Cyber-security.aspx
Angola
Port Louis
ransomware
cargo_tracking_system
network_intrusion
cybercriminal_group
port_infrastructure_only
crude_oil_petroleum
0
1
0
1
0
1
15
9,146,317
1
0
0
0
1
7,517,151
0
0
0
0
1
0
crew_report
0
0
1
1
1
1
0
1
0
0
1
0
1
0
0
0
1
1
0
0
0
0
0
1
1
0
0
0
0
0
1
1
1
0
0
0
1
1
3
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
4
5
9
MARIT000228
IMO Maritime Cyber Risk Guidelines
https://www.imo.org/en/OurWork/Security/Pages/Cyber-security.aspx
Cameroon
Abidjan
data_breach_cargo_manifest
cargo_tracking_system
remote_access_exploit
unknown
general_cargo
general_cargo
0
1
0
1
0
1
33
1,119,712
0
0
1
1
0
0
0
0
1
0
1
3
port_authority
0
1
0
0
1
1
0
1
0
0
1
0
1
0
1
0
1
1
0
0
1
1
0
0
0
0
1
1
0
0
1
0
1
0
0
0
1
0
2
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
9
10
4
MARIT000915
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Nigeria
Durban
gps_spoofing
cargo_tracking_system
rf_signal_manipulation
cybercriminal_group
container_ship
containers
0
1
0
1
0
1
460
78,961
0
0
0
1
0
0
0
1
0
0
0
0
undetected
0
1
0
1
1
1
0
1
0
0
1
0
1
0
1
1
1
0
0
0
0
1
0
0
0
0
1
0
1
0
0
0
0
0
1
0
1
1
2
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
5
10
1
MARIT000794
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
Nigeria
Lome
ais_spoofing_manipulation
terminal_operating_system
software_vulnerability
unknown
bulk_carrier
none_port_only
0
0
0
1
1
0
66
56,134,283
1
0
1
1
0
0
0
0
0
1
1
281
coast_guard
1
1
0
0
1
1
0
0
0
0
1
0
1
0
1
0
1
1
1
0
1
1
1
0
0
0
1
0
0
1
1
0
0
1
0
1
1
0
3
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
12
15
4
MARIT003021
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Morocco
Tin Can Island
ais_spoofing_manipulation
port_management_system
network_intrusion
cybercriminal_group
oil_tanker
vehicles_machinery
0
1
0
1
1
0
11
24,549,748
0
0
0
1
1
1,482,749
0
0
0
1
1
18
coast_guard
0
0
1
1
1
1
0
1
0
0
1
0
1
0
0
0
1
1
1
0
0
1
0
1
1
0
1
0
0
1
1
0
1
0
0
0
1
1
3
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
7
13
6
MARIT003543
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
Kenya
Mombasa
ddos_attack
port_management_system
physical_access
cybercriminal_group
lng_carrier
minerals_mining
0
1
0
1
1
0
309
59,157
0
1
1
0
0
0
0
0
1
1
0
0
undetected
0
0
0
0
1
1
0
1
0
0
1
0
1
0
1
1
1
0
0
1
1
0
0
0
0
0
1
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
1
0
0
0
0
13
7
-3
MARIT001073
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Nigeria
Port Sudan
supply_chain_compromise
vessel_traffic_service
usb_removable_media
cybercriminal_group
bulk_carrier
chemicals
0
0
0
0
0
0
11
0
1
0
0
0
0
0
0
0
0
0
1
1
vessel_traffic_service
0
0
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
1
0
2
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
0
7
MARIT003351
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Nigeria
Onne
phishing_spear_phishing
port_management_system
network_intrusion
hacktivist
cruise_ship
crude_oil_petroleum
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
undetected
0
0
0
1
1
1
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
0
1
0
0
0
-1
MARIT001744
IMO Maritime Cyber Risk Guidelines
https://www.imo.org/en/OurWork/Security/Pages/Cyber-security.aspx
Egypt
Douala
scada_ot_attack
crane_control_system
usb_removable_media
state_sponsored_apt
fishing_vessel
crude_oil_petroleum
1
0
0
1
1
1
403
70,626
1
0
0
0
0
0
0
0
0
0
1
1
vessel_traffic_service
1
0
0
0
1
1
1
0
0
0
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
1
0
0
2
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
1
0
1
5
7
7
MARIT001084
IMO Maritime Cyber Risk Guidelines
https://www.imo.org/en/OurWork/Security/Pages/Cyber-security.aspx
South Africa
Durban
ais_spoofing_manipulation
cargo_tracking_system
software_vulnerability
state_sponsored_apt
container_ship
general_cargo
0
1
0
1
1
0
0
51,785,474
0
0
0
1
0
0
0
0
0
0
0
0
undetected
0
0
0
1
1
1
0
1
0
0
1
0
1
0
0
0
1
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
2
13
-1
MARIT000926
IMO Maritime Cyber Risk Guidelines
https://www.imo.org/en/OurWork/Security/Pages/Cyber-security.aspx
Morocco
Lagos/Apapa
ransomware
ecdis_navigation
rf_signal_manipulation
opportunistic_attacker
container_ship
minerals_mining
1
0
1
0
1
0
5
675,997
1
0
0
0
1
261,031
0
0
0
0
0
0
undetected
0
1
0
1
1
1
1
0
0
1
0
1
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1
1
2
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
7
2
1
MARIT003049
INTERPOL Africa Cyberthreat Assessment 2025
https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa
Djibouti
Cape Town
scada_ot_attack
cargo_tracking_system
software_vulnerability
competitor_espionage
general_cargo
containers
0
1
0
1
0
0
56
29,948,473
0
0
0
0
0
0
0
0
1
0
0
0
undetected
0
0
1
0
1
1
0
1
0
0
1
0
0
0
1
0
1
1
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
1
0
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
3
12
-1
MARIT001117
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
Cameroon
Port Sudan
ransomware
customs_clearance_system
remote_access_exploit
piracy_linked_group
bulk_carrier
vehicles_machinery
0
1
0
0
0
0
0
5,204,411
0
0
1
0
1
315,199
0
0
0
0
1
92
automated_ids
0
0
0
0
1
1
0
1
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
0
0
1
0
6
5
2
MARIT000642
INTERPOL Africa Cyberthreat Assessment 2025
https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa
Cote d'Ivoire
Lagos/Apapa
phishing_spear_phishing
terminal_operating_system
rf_signal_manipulation
insider_threat
general_cargo
general_cargo
0
0
0
1
1
0
0
517,859
0
1
0
1
0
0
0
0
0
0
1
0
automated_ids
0
1
0
0
1
1
0
0
0
0
1
0
1
0
0
0
1
0
0
1
0
1
0
0
0
0
0
0
0
0
1
1
1
0
0
0
1
0
2
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
1
0
6
5
7
MARIT004767
INTERPOL Africa Cyberthreat Assessment 2025
https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa
Tanzania
Mombasa
malware_usb_infection
ais_transponder
social_engineering
opportunistic_attacker
offshore_platform
general_cargo
1
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1
133
soc_monitoring
0
0
1
0
1
1
1
0
0
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
0
0
0
0
1
0
2
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
8
0
4
MARIT000501
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Tanzania
Durban
ransomware
port_management_system
remote_access_exploit
cybercriminal_group
naval_vessel
containers
0
1
0
1
0
1
82
62,250
1
1
0
1
1
6,634,576
0
0
0
0
1
0
coast_guard
0
0
1
0
1
1
0
1
0
0
1
0
1
0
1
0
1
0
0
1
0
1
0
1
1
0
0
0
0
0
1
1
1
0
0
0
1
0
2
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
8
7
7
MARIT004066
IMO Maritime Cyber Risk Guidelines
https://www.imo.org/en/OurWork/Security/Pages/Cyber-security.aspx
Kenya
Durban
phishing_spear_phishing
port_management_system
remote_access_exploit
unknown
general_cargo
crude_oil_petroleum
0
1
0
1
0
1
0
46,224
0
0
1
0
0
0
0
1
1
0
0
0
undetected
0
0
0
0
1
1
0
1
0
0
1
0
1
0
0
0
1
0
0
0
1
0
0
0
0
0
1
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
9
2
-3
MARIT000333
IMO Maritime Cyber Risk Guidelines
https://www.imo.org/en/OurWork/Security/Pages/Cyber-security.aspx
South Africa
Conakry
scada_ot_attack
terminal_operating_system
supply_chain
hacktivist
bulk_carrier
minerals_mining
0
0
0
1
1
0
0
118,048
1
0
0
0
1
63,050
1
0
0
1
0
0
undetected
0
0
0
0
1
1
0
0
0
0
1
0
1
0
0
0
1
0
0
0
0
0
0
1
0
1
1
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
1
0
0
1
0
0
0
7
2
-3
MARIT004684
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Tanzania
Port Said/Suez
phishing_spear_phishing
email_system
email_phishing
piracy_linked_group
cruise_ship
containers
0
1
0
0
1
0
718
55,987,076
1
0
0
0
1
329,960
1
0
1
0
1
1
port_authority
1
0
0
0
1
1
0
1
0
0
0
0
1
0
1
1
1
1
1
0
0
0
0
1
0
1
1
1
0
0
1
1
1
0
0
1
0
0
2
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
7
15
7
MARIT000486
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Nigeria
Port Said/Suez
ais_spoofing_manipulation
ais_transponder
usb_removable_media
state_sponsored_apt
bulk_carrier
containers
1
0
1
0
0
1
655
349,717
0
0
1
0
0
0
0
0
0
0
0
0
undetected
0
0
0
1
1
1
1
0
0
1
0
1
1
0
1
1
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
0
1
0
9
7
-1
MARIT001962
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
Angola
Luanda
ecdis_navigation_attack
ais_transponder
usb_removable_media
cybercriminal_group
cruise_ship
containers
1
0
1
0
0
0
16
230,777
0
1
1
1
1
9,176,371
0
0
1
0
1
14
vessel_traffic_service
1
1
1
0
1
1
1
0
0
1
0
1
0
0
0
0
1
0
0
1
1
1
0
1
1
0
1
1
0
0
1
0
1
0
0
1
1
0
4
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
16
5
6
MARIT000393
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
Libya
Beira
ais_spoofing_manipulation
port_management_system
software_vulnerability
unknown
container_ship
minerals_mining
0
1
0
1
0
1
114
8,727,275
1
0
0
0
0
0
0
0
0
1
0
0
undetected
0
0
0
0
1
1
0
1
0
0
1
0
1
0
1
0
1
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
5
7
-3
MARIT004842
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Namibia
Tin Can Island
scada_ot_attack
port_management_system
software_vulnerability
hacktivist
bulk_carrier
general_cargo
0
1
0
1
0
0
160
23,484
0
0
1
0
0
0
0
0
0
1
1
54
port_authority
0
0
0
0
1
1
0
1
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
0
0
0
1
0
0
1
1
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
0
0
7
4
2
MARIT004866
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Mozambique
Mombasa
scada_ot_attack
customs_clearance_system
physical_access
competitor_espionage
port_infrastructure_only
containers
0
1
0
0
0
1
12
5,299,405
0
0
0
1
0
0
0
0
0
1
0
0
undetected
0
0
0
1
1
1
0
1
0
0
0
0
1
0
0
0
1
1
0
0
0
1
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
5
8
-1
MARIT001755
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
Kenya
Mombasa
supply_chain_compromise
vessel_traffic_service
remote_access_exploit
insider_threat
fishing_vessel
minerals_mining
0
0
0
0
0
0
0
0
1
1
1
0
1
778,754
1
0
1
0
0
0
undetected
0
0
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
1
1
1
0
0
0
0
0
0
1
0
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
1
0
0
0
0
13
0
-1
MARIT002515
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Mozambique
Mombasa
malware_usb_infection
corporate_it_network
email_phishing
cybercriminal_group
cruise_ship
agricultural_products
0
1
0
0
0
0
16
21,048,526
0
0
0
0
0
0
0
0
0
0
1
121
crew_report
0
1
1
1
1
1
0
1
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
4
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
10
6
MARIT003585
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
South Africa
Tin Can Island
scada_ot_attack
corporate_it_network
supply_chain
hacktivist
cruise_ship
vehicles_machinery
0
1
0
0
1
1
0
73,081,733
0
1
0
0
0
0
0
1
1
0
0
0
undetected
0
0
0
1
1
1
0
1
0
0
0
0
1
1
0
0
1
1
1
1
0
0
0
0
0
0
1
1
1
0
0
0
0
0
1
0
0
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
9
10
-1
MARIT004315
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
South Africa
Tanger Med
ransomware
cargo_tracking_system
supply_chain
cybercriminal_group
general_cargo
none_port_only
0
1
0
1
0
0
0
2,139,316
1
0
0
1
1
7,965,520
1
0
0
0
1
1
automated_ids
0
0
0
0
1
1
0
1
0
0
1
0
0
0
0
0
1
1
0
0
0
1
0
1
1
1
0
0
0
0
1
1
1
0
0
0
0
0
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
2
8
5
MARIT004966
INTERPOL Africa Cyberthreat Assessment 2025
https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa
South Africa
Port Louis
ais_spoofing_manipulation
corporate_it_network
supply_chain
opportunistic_attacker
bulk_carrier
crude_oil_petroleum
0
1
0
0
0
0
18
15,066,248
1
0
0
0
0
0
0
0
0
0
1
2
vessel_traffic_service
0
0
0
1
1
1
0
1
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
1
2
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
1
0
0
0
0
10
4
MARIT002099
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
South Africa
Maputo
scada_ot_attack
terminal_operating_system
social_engineering
unknown
container_ship
general_cargo
0
0
0
1
1
0
128
19,429,203
1
0
0
0
0
0
0
0
0
1
1
384
soc_monitoring
0
0
0
0
1
1
0
0
0
0
1
0
1
0
1
0
1
1
1
0
0
0
0
0
0
0
1
0
0
1
1
0
0
1
0
0
0
0
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
5
12
0
MARIT003599
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Algeria
Port Said/Suez
scada_ot_attack
customs_clearance_system
rf_signal_manipulation
terrorist_group
general_cargo
general_cargo
0
1
0
0
0
0
21
4,762,369
0
1
0
0
0
0
0
0
0
0
1
633
vessel_traffic_service
0
0
0
0
1
1
0
1
0
0
0
0
0
0
0
0
1
1
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
4
5
0
MARIT004121
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Morocco
Luanda
ecdis_navigation_attack
scada_ics_control
remote_access_exploit
cybercriminal_group
fishing_vessel
chemicals
1
0
0
0
1
1
24
2,237,273
1
0
0
1
0
0
0
0
1
0
0
0
undetected
0
0
1
1
1
1
1
0
0
0
0
1
1
1
0
0
1
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
0
0
1
0
1
1
2
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
8
8
1
MARIT000029
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
South Africa
Algiers
ecdis_navigation_attack
email_system
supply_chain
opportunistic_attacker
fishing_vessel
general_cargo
0
1
0
0
0
1
362
0
0
0
0
0
1
1,602,362
0
0
0
0
0
0
undetected
0
1
0
1
1
1
0
1
0
0
0
0
1
0
1
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
1
0
1
1
2
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
4
5
1
MARIT000065
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
Mozambique
Mombasa
phishing_spear_phishing
terminal_operating_system
supply_chain
state_sponsored_apt
oil_tanker
vehicles_machinery
0
0
0
1
0
0
0
898,625
0
0
0
1
0
0
0
0
0
0
1
63
crew_report
1
1
0
1
1
1
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
1
4
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
5
8
MARIT000838
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
Djibouti
Cape Town
gps_spoofing
crane_control_system
supply_chain
opportunistic_attacker
general_cargo
lng_gas
1
0
0
1
0
1
131
601,095
0
0
0
0
0
0
0
0
0
1
0
0
undetected
0
0
0
1
1
1
1
0
0
0
1
1
1
0
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
8
4
-1
MARIT003906
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Egypt
Dakar
port_management_system_hack
ais_transponder
email_phishing
unknown
port_infrastructure_only
containers
1
0
1
0
0
1
681
0
0
1
0
1
0
0
0
1
0
0
1
203
coast_guard
0
0
0
0
1
1
1
0
0
1
0
1
1
0
1
1
0
0
0
1
0
1
0
0
0
0
1
0
1
0
1
0
0
1
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
1
12
8
0
MARIT003773
IMO Maritime Cyber Risk Guidelines
https://www.imo.org/en/OurWork/Security/Pages/Cyber-security.aspx
South Africa
Maputo
ransomware
cargo_tracking_system
email_phishing
cybercriminal_group
oil_tanker
minerals_mining
0
1
0
1
0
1
87
63,204,891
1
0
0
0
1
15,254,186
0
0
0
1
0
0
undetected
0
0
0
0
1
1
0
1
0
0
1
0
1
0
1
0
1
1
1
0
0
0
0
1
1
0
1
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
1
0
0
0
7
12
-3
MARIT004635
IMO Maritime Cyber Risk Guidelines
https://www.imo.org/en/OurWork/Security/Pages/Cyber-security.aspx
Sudan
Onne
malware_usb_infection
ecdis_navigation
email_phishing
cybercriminal_group
container_ship
none_port_only
1
0
1
0
1
0
8
0
0
0
1
0
0
0
0
0
0
1
1
0
crew_report
0
1
0
1
1
1
1
0
0
1
0
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
1
1
1
0
0
0
1
1
3
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
12
0
9
MARIT003161
IMO Maritime Cyber Risk Guidelines
https://www.imo.org/en/OurWork/Security/Pages/Cyber-security.aspx
South Africa
Algiers
supply_chain_compromise
ais_transponder
software_vulnerability
opportunistic_attacker
container_ship
agricultural_products
1
0
1
0
0
0
0
13,163
1
0
0
0
1
2,001,558
1
1
1
0
0
0
undetected
0
1
0
0
1
1
1
0
0
1
0
1
0
0
0
0
1
0
0
0
0
0
0
1
1
1
1
1
1
0
0
0
0
0
1
0
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
8
2
-1
MARIT002659
INTERPOL Africa Cyberthreat Assessment 2025
https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa
South Africa
Tanger Med
ais_spoofing_manipulation
ais_transponder
email_phishing
unknown
general_cargo
vehicles_machinery
1
0
1
0
0
0
0
45,275
0
0
0
0
0
0
0
0
0
0
0
0
undetected
0
1
1
0
1
1
1
0
0
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
2
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
3
2
-1
MARIT004615
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Djibouti
Tin Can Island
ddos_attack
port_management_system
network_intrusion
state_sponsored_apt
oil_tanker
vehicles_machinery
0
1
0
1
1
1
541
88,151,920
1
0
0
1
0
0
0
1
0
0
0
0
undetected
0
0
0
0
1
1
0
1
0
0
1
0
1
1
1
1
1
1
1
0
0
1
1
0
0
0
1
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
0
0
1
8
18
-3
MARIT004628
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Kenya
Lagos/Apapa
phishing_spear_phishing
email_system
remote_access_exploit
competitor_espionage
container_ship
containers
0
1
0
0
0
0
0
31,612,010
0
1
0
1
1
404,554
0
0
0
0
1
20
coast_guard
1
0
0
0
1
1
0
1
0
0
0
0
0
0
0
0
1
1
1
1
0
1
0
1
0
0
0
0
0
0
1
0
1
0
0
1
0
0
2
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
6
13
4
MARIT002451
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
South Africa
Port Said/Suez
supply_chain_compromise
email_system
email_phishing
hacktivist
container_ship
vehicles_machinery
0
1
0
0
0
1
0
54,524,828
1
1
1
0
0
0
0
0
0
0
1
9
soc_monitoring
0
0
1
1
1
1
0
1
0
0
0
0
1
0
0
0
1
1
1
1
1
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
1
3
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
0
10
10
6
MARIT002846
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Kenya
Djibouti
phishing_spear_phishing
gps_gnss_system
usb_removable_media
opportunistic_attacker
oil_tanker
none_port_only
1
0
1
0
0
1
99
0
1
0
0
1
0
0
0
1
1
0
1
1
soc_monitoring
0
0
0
0
1
1
1
0
0
1
0
1
1
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
0
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
8
5
5
MARIT001144
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Libya
Djibouti
port_management_system_hack
cargo_tracking_system
physical_access
hacktivist
port_infrastructure_only
chemicals
0
1
0
1
1
0
0
25,042
0
0
0
0
1
4,364,013
1
1
0
0
1
121
vessel_traffic_service
1
0
1
0
1
1
0
1
0
0
1
0
1
0
0
0
1
0
0
0
0
0
0
1
1
1
1
0
1
0
1
0
0
0
0
1
1
0
3
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
0
0
7
2
6
MARIT003078
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Egypt
Djibouti
scada_ot_attack
customs_clearance_system
supply_chain
state_sponsored_apt
container_ship
general_cargo
0
1
0
0
0
0
0
53,489,582
1
0
1
1
0
0
0
0
0
0
0
0
undetected
0
0
0
0
1
1
0
1
0
0
0
0
0
0
0
0
1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
1
0
1
4
13
-3
MARIT001103
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
South Africa
Tema
port_management_system_hack
crane_control_system
network_intrusion
insider_threat
port_infrastructure_only
chemicals
1
0
0
1
0
0
649
659,680
0
0
1
0
1
153,050
0
1
0
0
0
0
undetected
0
0
1
0
1
1
1
0
0
0
1
1
0
0
1
1
1
0
0
0
1
0
0
1
0
0
1
0
1
0
0
0
0
0
1
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
12
7
-1
MARIT000168
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Namibia
Luanda
phishing_spear_phishing
port_management_system
supply_chain
opportunistic_attacker
fishing_vessel
lng_gas
0
1
0
1
0
1
19
0
0
1
0
0
0
0
0
0
1
0
1
1
automated_ids
1
0
0
0
1
1
0
1
0
0
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
1
1
1
0
0
1
0
0
2
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
9
0
7
MARIT001670
INTERPOL Africa Cyberthreat Assessment 2025
https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa
Cameroon
Tema
phishing_spear_phishing
scada_ics_control
remote_access_exploit
insider_threat
port_infrastructure_only
containers
1
0
0
0
1
0
52
1,251,925
0
0
0
0
0
0
0
0
0
1
0
0
undetected
0
1
0
1
1
1
1
0
0
0
0
1
1
0
1
0
1
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
1
1
2
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
1
0
0
0
1
0
8
7
1
MARIT002570
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
Morocco
Port Said/Suez
malware_usb_infection
scada_ics_control
usb_removable_media
insider_threat
port_infrastructure_only
general_cargo
1
0
0
0
0
1
132
36,614,306
0
0
1
0
0
0
0
1
0
0
1
236
external_threat_intel
1
0
0
0
1
1
1
0
0
0
0
1
1
0
1
0
1
1
1
0
1
0
0
0
0
0
1
0
1
0
1
0
0
1
0
1
0
0
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
0
12
12
2
MARIT002377
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Sudan
Tema
ransomware
customs_clearance_system
rf_signal_manipulation
hacktivist
offshore_platform
containers
0
1
0
0
1
0
690
0
0
0
0
1
1
10,251,227
0
0
0
0
1
140
external_threat_intel
0
0
1
0
1
1
0
1
0
0
0
0
1
0
1
1
0
0
0
0
0
1
1
1
1
0
0
0
0
0
1
0
0
0
0
0
1
0
2
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
7
8
4
MARIT004395
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Tanzania
Dar es Salaam
scada_ot_attack
gps_gnss_system
network_intrusion
cybercriminal_group
oil_tanker
containers
1
0
1
0
0
0
16
10,315,633
0
1
0
0
0
0
0
0
0
0
1
24
crew_report
0
1
0
0
1
1
1
0
0
1
0
1
0
0
0
0
1
1
1
1
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
2
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
7
10
4
MARIT004257
IMO Maritime Cyber Risk Guidelines
https://www.imo.org/en/OurWork/Security/Pages/Cyber-security.aspx
South Africa
Tanger Med
ecdis_navigation_attack
terminal_operating_system
remote_access_exploit
unknown
general_cargo
crude_oil_petroleum
0
0
0
1
0
0
0
68,928,654
1
0
0
1
0
0
0
0
0
0
1
132
automated_ids
1
1
0
0
1
1
0
0
0
0
1
0
0
0
0
0
1
1
1
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
0
3
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
13
6
MARIT003862
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Mozambique
Durban
ais_spoofing_manipulation
ais_transponder
network_intrusion
cybercriminal_group
cruise_ship
crude_oil_petroleum
1
0
1
0
0
1
2
51,303,796
1
1
1
0
1
2,144,424
0
0
1
1
1
453
external_threat_intel
1
0
0
0
1
1
1
0
0
1
0
1
1
0
0
0
1
1
1
1
1
0
0
1
1
0
1
1
0
1
1
0
0
1
0
1
0
0
2
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
18
10
2
MARIT000023
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Algeria
Douala
supply_chain_compromise
port_management_system
email_phishing
cybercriminal_group
fishing_vessel
military_equipment
0
1
0
1
0
1
649
34,359,060
1
0
0
1
0
0
0
0
0
0
0
0
undetected
0
0
0
1
1
1
0
1
0
0
1
0
1
0
1
1
1
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
2
18
-1
MARIT002633
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Nigeria
Dakar
vsat_satellite_comm_attack
vsat_communication
usb_removable_media
unknown
port_infrastructure_only
containers
0
0
0
0
0
1
0
2,510,959
1
0
0
1
0
0
0
0
0
0
0
0
undetected
0
0
1
0
1
1
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
2
8
-1
MARIT003340
INTERPOL Africa Cyberthreat Assessment 2025
https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa
Angola
Tin Can Island
supply_chain_compromise
ecdis_navigation
software_vulnerability
cybercriminal_group
container_ship
crude_oil_petroleum
1
0
1
0
0
1
0
3,239,243
1
0
0
1
1
96,873
1
1
0
0
1
13
automated_ids
0
0
0
0
1
1
1
0
0
1
0
1
1
0
0
0
1
1
0
0
0
1
0
1
0
1
1
0
1
0
1
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
1
0
0
0
10
8
2
MARIT002215
Lloyds List African Port Intelligence
https://lloydslist.maritimeintelligence.informa.com/
Nigeria
Durban
ais_spoofing_manipulation
corporate_it_network
email_phishing
terrorist_group
oil_tanker
containers
0
1
0
0
0
0
0
90,392
0
0
0
1
1
431,802
0
0
0
0
1
17
crew_report
0
0
0
0
1
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
1
0
0
0
0
0
0
1
0
1
0
0
0
0
0
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
2
5
2
MARIT003682
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Djibouti
Lagos/Apapa
phishing_spear_phishing
scada_ics_control
remote_access_exploit
insider_threat
port_infrastructure_only
vehicles_machinery
1
0
0
0
1
0
304
5,155,373
0
0
0
1
0
0
0
1
0
1
1
1
vessel_traffic_service
0
1
0
0
1
1
1
0
0
0
0
1
1
0
1
1
1
1
0
0
0
1
1
0
0
0
1
0
1
1
1
1
1
0
0
0
1
0
2
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
0
0
1
11
13
7
MARIT004724
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Mozambique
Algiers
ecdis_navigation_attack
customs_clearance_system
social_engineering
cybercriminal_group
port_infrastructure_only
none_port_only
0
1
0
0
1
0
672
3,263,681
1
0
0
0
0
0
0
1
0
0
1
2
crew_report
1
0
0
1
1
1
0
1
0
0
0
0
1
0
1
1
1
1
0
0
0
0
0
0
0
0
1
0
1
0
1
0
1
0
0
1
0
1
3
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
5
10
6
MARIT001907
INTERPOL Africa Cyberthreat Assessment 2025
https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa
Cote d'Ivoire
Mombasa
supply_chain_compromise
cargo_tracking_system
network_intrusion
state_sponsored_apt
lng_carrier
crude_oil_petroleum
0
1
0
1
1
0
24
9,371,339
0
0
0
0
0
0
0
0
0
0
1
0
crew_report
1
0
1
1
1
1
0
1
0
0
1
0
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
1
1
1
4
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
1
0
0
0
1
0
2
5
11
MARIT000084
INTERPOL Africa Cyberthreat Assessment 2025
https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa
Ghana
Dakar
supply_chain_compromise
gps_gnss_system
remote_access_exploit
state_sponsored_apt
oil_tanker
none_port_only
1
0
1
0
0
0
135
90,254
0
0
0
0
0
0
0
0
0
1
1
119
automated_ids
0
0
0
1
1
1
1
0
0
1
0
1
0
0
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
0
0
0
0
0
1
2
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
1
0
6
4
4
MARIT000227
IMO Maritime Cyber Risk Guidelines
https://www.imo.org/en/OurWork/Security/Pages/Cyber-security.aspx
Namibia
Port Said/Suez
insider_threat
port_management_system
email_phishing
opportunistic_attacker
general_cargo
containers
0
1
0
1
0
1
570
0
1
0
0
1
1
7,972,698
0
0
0
0
0
0
undetected
0
0
0
0
1
1
0
1
0
0
1
0
1
0
1
1
0
0
0
0
0
1
0
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
4
8
-3
MARIT000296
African Union Blue Economy Strategy
https://au.int/en/blueeconomy
Nigeria
Lagos/Apapa
ais_spoofing_manipulation
port_management_system
physical_access
state_sponsored_apt
container_ship
lng_gas
0
1
0
1
0
1
406
18,681
1
0
0
1
0
0
0
1
0
1
1
11
soc_monitoring
1
0
0
0
1
1
0
1
0
0
1
0
1
0
1
1
1
0
0
0
0
1
0
0
0
0
1
0
1
1
1
0
1
0
0
1
0
0
2
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
1
0
0
0
1
0
5
10
4
MARIT001001
ENISA Transport Threat Landscape 2024
https://www.enisa.europa.eu/publications
Kenya
Port Said/Suez
malware_usb_infection
fuel_management_system
usb_removable_media
state_sponsored_apt
offshore_platform
containers
1
0
0
0
0
0
566
251,085
0
0
0
1
0
0
0
0
0
0
1
433
automated_ids
0
0
1
0
1
1
1
0
0
0
0
1
0
0
1
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
2
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3
10
2
MARIT002138
INTERPOL Africa Cyberthreat Assessment 2025
https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa
Djibouti
Port Said/Suez
port_management_system_hack
port_management_system
remote_access_exploit
state_sponsored_apt
container_ship
crude_oil_petroleum
0
1
0
1
0
0
684
83,138
1
0
1
1
0
0
0
0
0
0
1
306
crew_report
1
1
1
0
1
1
0
1
0
0
1
0
0
0
1
1
1
0
0
0
1
1
0
0
0
0
0
0
0
0
1
0
0
1
0
1
1
0
4
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
1
0
0
0
1
4
10
4
End of preview. Expand in Data Studio

Maritime & Port Cybersecurity — Africa Cyber Threat Intelligence

Part of the Africa Cyber Threat Intelligence collection by electricsheepafrica.

  • Acquisition: SYNTHETIC
  • Rows: 10,000 (balanced 50/50)
  • Synthetic: All records are synthetic (is_synthetic=1), based on real-world research data.

Usage

from datasets import load_dataset
dataset = load_dataset("electricsheepafrica/africa-maritime-port-cybersecurity")

Overview

This dataset models cyber attacks on African maritime infrastructure and port systems. Africa has 38 coastal states, 90+ major commercial ports, and strategic chokepoints (Suez Canal, Gulf of Guinea, Strait of Mozambique) that handle over $1 trillion in annual trade. The 2021 Transnet ransomware attack paralysed South Africa's major ports for weeks, exposing the continent's vulnerability to maritime cyber threats.

Africa-specific patterns captured:

  • South Africa (Transnet): Ransomware disrupting Durban, Cape Town, Richards Bay ports
  • Egypt (Suez Canal/Port Said): Strategic global chokepoint, GPS spoofing risks
  • Djibouti: Military base cyber tensions, strategic Horn of Africa port
  • Gulf of Guinea (Nigeria, Ghana, Cameroon): Piracy-cyber nexus, AIS manipulation for smuggling
  • East Africa (Mombasa, Dar es Salaam): Chinese-built port infrastructure, OT vulnerabilities
  • North Africa (Tanger Med, Algiers): Europe-Africa trade gateway attacks
  • Continental: Rapid port digitalisation with limited OT/ICS security, cargo manifest data breaches

Attack Types

Type Description
ransomware Ransomware targeting port/vessel IT systems
phishing_spear_phishing Email attacks on maritime personnel
ais_spoofing_manipulation Spoofing Automatic Identification System
gps_spoofing GPS/GNSS manipulation for navigation
scada_ot_attack Attacks on industrial control systems
supply_chain_compromise Compromising maritime supply chain software
data_breach_cargo_manifest Stealing cargo/shipping data
ecdis_navigation_attack Attacking electronic chart display systems
port_management_system_hack Hacking port management software
ddos_attack DDoS on port digital infrastructure
insider_threat Malicious insider at port/vessel
malware_usb_infection USB-based malware on vessels
vsat_satellite_comm_attack Attacking satellite communications

Sources

  1. IMO Maritime Cyber Risk Management Guidelines (MSC-FAL.1/Circ.3) 2024
  2. BIMCO Guidelines on Cyber Security Onboard Ships 2024
  3. INTERPOL Africa Cyberthreat Assessment 2025
  4. African Union Blue Economy Strategy — cyber threats 2024
  5. CyberKeel — Maritime cyber attack database (Africa incidents)
  6. ENISA Transport Threat Landscape 2024
  7. Lloyd's List Intelligence — African port cyber incidents 2023-2025

Features

Column Type Description
record_id str Unique identifier
country str African coastal country (19 countries)
port str Specific African port (25 ports)
attack_type str Type of maritime cyber attack or "none"
target_system str System targeted
attack_vector str Initial access method
threat_actor str Type of threat actor
vessel_type str Type of vessel involved
cargo_type str Type of cargo at risk
is_ot_attack int64 1 if OT/ICS system targeted
is_it_attack int64 1 if IT system targeted
targets_navigation int64 1 if navigation system targeted
targets_port_operations int64 1 if port operations targeted
port_operations_disrupted int64 1 if port operations disrupted
vessel_operations_disrupted int64 1 if vessel ops disrupted
cargo_delay_hours int64 Hours of cargo delay
financial_loss_usd int64 Financial loss in USD
data_compromised int64 1 if data stolen
safety_risk_created int64 1 if safety risk
environmental_risk int64 1 if environmental risk
supply_chain_disrupted int64 1 if supply chain disrupted
ransom_demanded int64 1 if ransom demanded
ransom_amount_usd int64 Ransom amount in USD
ransom_paid int64 1 if ransom paid
linked_to_smuggling int64 1 if linked to smuggling
linked_to_piracy int64 1 if linked to piracy
ais_disabled_for_illicit int64 1 if AIS manipulated
detected int64 1 if attack detected
detection_time_hours int64 Hours until detection
detected_by str Detection source
incident_response_activated int64 1 if IR activated
reported_to_imo int64 1 if reported to IMO
reported_to_national_cert int64 1 if reported to CERT
business_continuity_activated int64 1 if BCP activated
label int64 1 = attack, 0 = legitimate
is_synthetic int64 1 = synthetic data

Extracted Features

Feature Description
ot_attack / it_attack / it_ot_convergence System targeting
navigation_attack / port_ops_attack / critical_system Critical system flags
any_disruption / major_disruption / cascading_impact Operational disruption
significant_delay / severe_delay Cargo delay severity
any_financial_loss / major_loss / catastrophic_loss Financial impact
safety_critical / environmental_threat / supply_chain_impact Risk severity
ransomware_incident / high_ransom / ransom_paid Ransomware metrics
crime_nexus / piracy_linked / smuggling_linked / ais_manipulation Crime nexus
was_detected / quick_detection / undetected Detection metrics
response_score / regulatory_reported / bcp_activated Response effectiveness
Attack type one-hot type_ransomware, type_ais_spoof, type_scada, etc.
Threat actor actor_criminal, actor_state, actor_piracy, etc.
Vessel/cargo vessel_tanker, high_value_cargo, etc.
Regional flags is_gulf_of_guinea, is_strategic_chokepoint, etc.
maritime_threat_score Composite threat severity score
economic_impact_score Composite economic damage score
maritime_resilience_score Composite detection/response score

Intelligence Sources

The following real-world sources informed the synthetic attack samples in this dataset:

Citation

@misc{electricsheepafrica2026maritime,
  title = {Maritime & Port Cybersecurity (Africa)},
  author = {Electric Sheep Africa},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-maritime-port-cybersecurity}}
}

License: MIT

Downloads last month
30

Collection including electricsheepafrica/africa-maritime-port-cybersecurity