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record_id
large_string
country
large_string
energy_sector
large_string
energy_type
large_string
facility_name
large_string
ot_system
large_string
vendor_origin
large_string
threat_vector
large_string
has_air_gap
int64
it_ot_segmentation
int64
has_firewall
int64
has_ids
int64
has_antivirus
int64
remote_access_enabled
int64
remote_access_mfa
int64
remote_access_vpn
int64
default_credentials
int64
weak_passwords
int64
password_rotation
int64
unpatched_os
int64
unpatched_firmware
int64
eol_system
int64
legacy_protocol
int64
usb_ports_enabled
int64
no_usb_policy
int64
has_logging
int64
has_monitoring
int64
has_backup
int64
backup_tested
int64
has_ciso
int64
security_budget_pct
float64
last_audit_days
int64
incident_count_12m
int64
staff_count
int64
ot_devices
int64
critical_systems
int64
is_national_grid
int64
is_rural_installation
int64
foreign_vendor
int64
load_shedding_region
int64
label
int64
is_synthetic
int64
segmentation_score
int64
no_segmentation
int64
partial_segmentation
int64
network_defense
int64
no_network_defense
int64
remote_secure
int64
remote_exposed
int64
remote_risk_score
int64
credential_risk
int64
strong_credential_mgmt
int64
patching_deficit
int64
is_legacy_risk
int64
is_unpatched
int64
usb_risk
int64
usb_secure
int64
observability_score
int64
has_valid_backup
int64
backup_score
int64
low_budget
int64
audit_overdue
int64
very_overdue
int64
has_incidents
int64
many_incidents
int64
is_large_facility
int64
is_small_facility
int64
ot_device_density
float64
critical_ratio
float64
is_high_criticality
int64
is_power_generation
int64
is_power_transmission
int64
is_power_distribution
int64
is_oil_gas
int64
is_renewable
int64
is_nuclear
int64
is_mining_energy
int64
is_coal
int64
is_hydro
int64
is_natural_gas
int64
is_solar
int64
is_wind
int64
is_diesel
int64
is_geothermal
int64
is_biomass
int64
is_nuclear_type
int64
is_oil_type
int64
is_scada
int64
is_dcs
int64
is_plc
int64
is_rtu
int64
is_hmi
int64
is_ems
int64
is_sis
int64
is_historian
int64
is_modbus
int64
is_dnp3
int64
is_iec61850
int64
is_opcua
int64
is_european_vendor
int64
is_american_vendor
int64
is_asian_vendor
int64
is_local_vendor
int64
threat_ransomware
int64
threat_supply_chain
int64
threat_remote_access
int64
threat_insider
int64
threat_physical
int64
threat_phishing
int64
threat_zero_day
int64
threat_credential
int64
threat_unpatched
int64
threat_protocol
int64
threat_dos
int64
threat_nation_state
int64
threat_none
int64
is_west_africa
int64
is_east_africa
int64
is_southern_africa
int64
is_north_africa
int64
is_central_africa
int64
is_anglophone
int64
is_francophone
int64
grid_critical
int64
rural_foreign_risk
int64
security_posture_score
float64
vulnerability_score
float64
impact_score
float64
ot_risk_score
float64
REC001501
Rwanda
Refining
Mixed
LNG Terminal
Profinet
Yokogawa
remote_access_exploit
0
1
1
0
0
0
0
0
1
1
0
1
1
0
0
1
1
0
1
0
0
1
0.72
985
7
2,699
157
82
0
0
1
0
1
1
1
0
1
1
0
0
0
0
3
0
2
0
1
1
1
1
0
0
1
1
1
1
1
1
0
0.06
0.52
1
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
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
10
13.5
8.64
9.86
REC002586
Botswana
Power Transmission
Hydro
Benban Solar Park
HMI
ABB
supply_chain
0
0
1
0
0
1
0
0
0
1
0
0
0
0
1
1
1
0
0
1
1
0
1.24
562
4
843
135
54
1
0
1
1
1
1
0
1
0
1
0
0
1
2
2
0
1
1
0
1
1
0
1
2
1
1
1
1
0
1
0
0.16
0.4
1
0
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
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1
0
9
16
8.08
10.83
REC002653
Senegal
Renewable Energy
Biomass
Tarfaya Wind Farm
IEC 61850
Rockwell Automation
protocol_exploit
1
0
0
0
0
1
0
1
0
0
1
1
0
0
1
1
0
1
1
0
0
0
1.4
795
11
2,485
437
81
0
1
1
1
1
1
1
0
1
0
1
0
1
1
0
1
2
1
1
2
0
2
0
0
1
1
1
1
1
1
0
0.18
0.19
1
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
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
1
8
14.5
8.62
10.65
REC001055
Cote d'Ivoire
Mining Energy
Wind
Lake Turkana Wind
RTU
Indian Vendor
phishing
0
0
0
0
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
1
1.02
626
9
2,925
73
86
0
1
1
1
1
1
0
1
0
0
1
0
1
2
0
1
3
1
1
1
1
0
0
0
1
1
1
1
1
1
0
0.02
1.18
1
0
0
0
0
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
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
1
6.5
17
8.72
11.99
REC000705
Botswana
Power Generation
Geothermal
Sonelgas
BMS
ABB
ransomware
0
1
0
1
1
0
0
0
1
0
0
1
1
0
1
1
0
1
0
1
0
0
1.4
917
13
965
242
13
1
0
1
1
1
1
1
0
1
2
0
0
0
0
2
0
3
1
1
2
0
1
0
1
1
1
1
1
1
1
0
0.25
0.05
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
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
8.5
15
8.26
10.6
REC000106
South Africa
Renewable Energy
Diesel
Rumaila Oil Field
SIS
Siemens
nation_state
1
0
0
0
0
1
0
0
1
0
0
0
1
1
1
1
1
0
0
0
0
0
1.83
1,333
12
1,994
393
68
0
0
1
0
1
1
1
0
1
0
1
0
1
2
2
0
3
1
1
1
1
0
0
0
1
1
1
1
1
1
0
0.2
0.17
1
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
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
1
0
0
1
0
0
0
4.5
18
8.36
12.64
REC000589
Uganda
Oil Production
Nuclear
Substation Alpha
PI Historian
Schneider Electric
protocol_exploit
1
1
0
0
1
0
0
0
0
0
1
1
0
1
0
1
1
0
1
0
0
0
1.91
583
7
967
363
52
0
0
1
1
1
1
2
0
0
1
0
0
0
0
0
1
2
1
1
1
1
1
0
0
1
1
1
1
1
1
0
0.38
0.14
1
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
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
12
7.5
8.04
6.82
REC002468
Zambia
Natural Gas
Oil
Zubair Oil Field
EMS
Emerson
credential_theft
1
0
0
1
0
0
0
0
1
1
0
1
1
0
1
0
0
0
1
1
0
0
1.1
1,893
10
2,021
87
96
0
0
1
0
1
1
1
0
1
1
0
0
0
0
3
0
3
1
1
1
1
1
0
1
1
1
1
1
1
1
0
0.04
1.1
1
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
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
0
0
8.5
15
8.92
10.87
REC002413
Cameroon
Water-Energy Nexus
Wind
Kariba Dam
IEC 61850
Emerson
dos_attack
0
0
1
0
0
1
0
0
1
0
1
1
0
0
1
1
0
0
0
0
0
0
0.01
887
5
155
308
55
0
0
1
0
1
1
0
1
0
1
0
0
1
2
1
0
2
1
1
2
0
0
0
0
1
1
1
1
0
0
0
1.99
0.18
1
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
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
0
3.5
17.5
5.1
11.34
REC001600
Nigeria
Nuclear
Coal
Substation Alpha
SCADA
Schneider Electric
ransomware
0
0
0
1
0
0
0
0
1
1
0
1
0
0
0
0
0
0
0
1
1
1
0.39
1,050
12
2,418
62
2
1
1
1
1
1
1
0
1
0
1
0
0
0
0
3
0
1
0
1
1
1
0
1
2
1
1
1
1
1
1
0
0.03
0.03
0
0
0
0
0
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
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
11
15
8.04
10.02
REC002464
Egypt
Water-Energy Nexus
Nuclear
Substation Alpha
WirelessHART
Mitsubishi
nation_state
0
0
1
1
0
1
1
1
1
1
0
1
0
0
1
1
1
1
0
0
0
0
1.94
1,060
3
152
484
83
1
1
1
1
1
1
0
1
0
2
0
1
0
0
3
0
2
1
1
1
1
1
0
0
1
1
1
1
0
0
0
3.18
0.17
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
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
1
0
0
0
1
1
10.5
16.5
8.66
10.96
REC000228
Zambia
Natural Gas
Hydro
Aswan High Dam
HMI
Siemens
insider_threat
0
0
0
0
0
1
0
1
0
1
0
0
1
1
0
1
1
0
0
0
0
0
1.48
1,411
8
1,941
15
59
0
0
1
1
1
1
0
1
0
0
1
0
1
1
2
0
2
1
1
1
1
0
0
0
1
1
1
1
1
1
0
0.01
3.93
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
1
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
3.5
19.5
8.18
13.37
REC000915
Cote d'Ivoire
Refining
Mixed
Tarfaya Wind Farm
Profinet
Local Vendor
credential_theft
1
0
0
0
1
0
0
0
1
1
0
1
0
1
0
0
0
0
0
0
0
0
1.7
2,000
4
2,467
81
64
0
1
0
0
1
1
1
0
1
1
0
0
0
0
3
0
2
1
1
1
1
0
0
0
1
1
1
1
0
1
0
0.03
0.79
1
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
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
7
13.5
5.28
9.11
REC000794
Senegal
Power Generation
Oil
KenGen Geothermal
BMS
Emerson
dos_attack
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
1
1
0
0
0
0
1.94
1,980
10
1,909
444
19
0
0
1
1
1
1
0
1
0
1
0
0
0
0
2
0
0
0
0
1
1
1
0
0
1
1
1
1
1
1
0
0.23
0.04
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
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
0
0
8
11.5
5.38
8.15
REC003021
South Africa
Renewable Energy
Geothermal
Benban Solar Park
DCS
Honeywell
dos_attack
1
0
0
0
0
0
0
0
1
1
0
1
0
1
0
0
0
0
0
1
0
0
0.01
1,915
5
2,029
219
98
1
1
1
1
1
1
1
0
1
0
1
0
0
0
3
0
2
1
1
1
1
0
0
1
1
1
1
1
0
1
0
0.11
0.45
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1
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
0
0
0
1
0
0
0
0
1
0
0
1
0
1
1
7
15.5
8.96
11.38
REC003543
Tanzania
Oil Production
Mixed
Lake Turkana Wind
WirelessHART
Siemens
insider_threat
0
0
0
0
0
1
0
0
1
1
0
0
0
0
1
1
0
0
0
0
0
1
1.21
1,420
15
354
189
6
0
0
1
1
1
1
0
1
0
0
1
0
1
2
3
0
1
1
0
2
0
0
0
0
1
1
1
1
1
0
0
0.53
0.03
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
0
0
1
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
5
22
5.12
12.85
REC001073
Tanzania
Oil Production
Coal
Tema Oil Refinery
WirelessHART
Indian Vendor
phishing
0
0
1
1
0
0
0
0
1
1
0
0
1
0
0
1
1
0
0
0
0
0
0.02
1,052
8
261
61
25
0
1
1
0
1
1
0
1
0
2
0
0
0
0
3
0
1
0
1
1
1
0
0
0
1
1
1
1
1
0
0
0.23
0.41
0
0
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
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
7.5
15
5.5
9.7
REC003351
Tunisia
Renewable Energy
Nuclear
KenGen Geothermal
Profinet
Mitsubishi
protocol_exploit
0
0
0
0
0
1
0
1
0
1
0
0
1
0
0
1
0
1
1
0
0
0
0.89
984
7
2,260
390
24
0
0
1
0
1
1
0
1
0
0
1
0
1
1
2
0
1
0
1
2
0
2
0
0
1
1
1
1
1
1
0
0.17
0.06
0
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
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
0
5
20
5.48
12.19
REC001744
Algeria
Mining Energy
Geothermal
Tema Oil Refinery
SCADA
Siemens
credential_theft
0
0
0
0
0
1
0
0
1
0
1
1
0
1
1
1
0
1
1
1
1
0
0.97
1,780
2
861
140
10
0
1
1
0
1
1
0
1
0
0
1
0
1
2
1
0
3
1
1
2
0
2
1
2
1
1
1
1
0
1
0
0.16
0.07
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
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
0
1
0
0
0
0
0
0
0
0
1
0
0
1
0
1
6
21
2.2
11.08
REC001084
Kenya
Power Generation
Wind
Aswan High Dam
WirelessHART
Indian Vendor
protocol_exploit
1
0
0
0
0
1
0
0
0
0
0
1
1
1
1
1
1
0
0
0
0
1
0.49
1,418
6
870
275
41
0
0
1
0
1
1
1
0
1
0
1
0
1
2
1
0
4
1
1
1
1
0
0
0
1
1
1
1
1
1
0
0.32
0.15
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
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
5.5
17.5
5.82
11.23
REC000926
Senegal
Power Transmission
Solar
Akosombo Dam
DNP3
Chinese Vendor
supply_chain
1
0
0
0
0
0
0
0
1
1
1
0
1
0
0
1
1
0
0
1
1
1
0.43
544
4
438
139
47
1
1
1
1
1
1
1
0
1
0
1
0
0
0
2
0
1
0
1
1
1
0
1
2
1
1
1
1
0
0
0
0.32
0.34
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
1
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
1
11.5
12
5.94
7.88
REC003049
Morocco
Refining
Geothermal
Aswan High Dam
EMS
Schneider Electric
insider_threat
0
0
1
0
0
0
0
0
1
0
0
1
1
1
0
0
0
0
0
1
0
0
1.5
1,456
11
366
418
48
0
1
1
1
1
1
0
1
0
1
0
0
0
0
2
0
3
1
1
1
1
0
0
1
1
1
1
1
1
0
0
1.14
0.11
0
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
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
1
0
1
5.5
16
5.96
10.68
REC001117
Mali
Power Distribution
Hydro
Substation Alpha
IEC 61850
Schneider Electric
ransomware
0
0
1
0
0
1
0
0
0
0
0
1
1
1
1
1
0
1
0
0
0
0
0.95
728
1
1,468
97
2
0
0
1
1
1
1
0
1
0
1
0
0
1
2
1
0
4
1
1
2
0
1
0
0
1
1
1
1
0
1
0
0.07
0.02
0
0
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
0
1
0
1
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
2.5
20.5
2.04
11.52
REC000642
Ethiopia
Power Distribution
Hydro
KenGen Geothermal
EtherNet/IP
Indian Vendor
unpatched_legacy
0
0
0
1
1
0
0
0
1
1
1
0
1
0
1
1
1
0
0
0
0
0
1.58
922
7
2,043
394
22
1
1
1
0
1
1
0
1
0
2
0
0
0
0
2
0
2
1
1
1
1
0
0
0
1
1
1
1
1
1
0
0.19
0.06
0
0
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
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
1
6.5
14.5
8.44
10.88
REC004767
Cote d'Ivoire
Refining
Mixed
Kainji Dam
DNP3
General Electric
supply_chain
0
0
0
1
0
1
1
0
0
1
0
1
0
0
1
1
0
0
0
0
0
0
1.7
1,190
9
1,779
418
34
1
1
1
1
1
1
0
1
0
1
0
0
1
1
2
0
2
1
1
2
0
0
0
0
1
1
1
1
1
1
0
0.23
0.08
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
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
1
3.5
19.5
8.68
13.57
REC000501
Morocco
Power Distribution
Mixed
Kariba Dam
HMI
Indian Vendor
zero_day
0
0
0
0
0
0
0
0
0
0
1
0
1
1
1
0
0
0
0
0
0
0
1.75
1,299
5
2,597
204
22
0
1
1
1
1
1
0
1
0
0
1
0
0
0
0
1
3
1
1
1
1
0
0
0
1
1
1
1
0
1
0
0.08
0.11
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
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1
4.5
14
2.44
8.68
REC004066
Cameroon
Oil Production
Diesel
Geregu Power Plant
DNP3
General Electric
supply_chain
0
0
0
0
1
0
0
0
1
0
0
1
0
1
0
0
1
0
0
1
0
0
0.76
1,660
3
693
333
32
0
0
1
0
1
1
0
1
0
1
0
0
0
0
2
0
2
1
1
0
1
0
0
1
1
1
1
1
0
1
0
0.48
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
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
6.5
12.5
2.64
7.76
REC000333
Tunisia
Nuclear
Natural Gas
Inga Dam
HMI
Emerson
dos_attack
0
0
1
1
1
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
1.67
1,408
7
237
479
17
0
1
1
1
1
1
0
1
0
3
0
0
0
0
1
0
2
1
1
1
1
0
0
0
1
1
1
1
1
0
0
2.02
0.04
0
0
0
0
0
0
1
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
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
1
8
12.5
5.34
8.54
REC004684
Ghana
Water-Energy Nexus
Biomass
Olkaria Plant
IEC 61850
General Electric
ransomware
0
0
0
0
0
1
0
0
1
0
0
0
0
1
1
0
1
1
0
0
0
1
0.52
807
15
2,395
142
22
0
0
1
1
1
1
0
1
0
0
1
0
1
2
2
0
2
1
0
0
1
1
0
0
1
1
1
1
1
1
0
0.06
0.15
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
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
6.5
17.5
5.44
10.88
REC000486
Ethiopia
Power Distribution
Mixed
Solar Farm C
RTU
Chinese Vendor
ransomware
1
0
0
0
1
1
0
0
0
1
0
1
0
1
1
0
0
1
0
1
1
0
1.65
1,099
6
567
212
77
1
1
1
1
1
1
1
0
1
1
0
0
1
2
2
0
3
1
1
1
1
1
1
2
1
1
1
1
1
1
0
0.37
0.36
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
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
10
16
11.54
12.02
REC001962
Zambia
Power Generation
Nuclear
Zubair Oil Field
EMS
Honeywell
remote_access_exploit
0
0
0
0
0
1
0
1
0
0
0
1
1
0
1
1
0
0
0
0
0
0
1.09
710
1
364
392
85
0
0
1
1
1
1
0
1
0
0
1
0
1
1
1
0
3
1
1
2
0
0
0
0
1
1
1
1
0
0
0
1.08
0.22
1
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
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
1
21
5.7
13.48
REC000393
Uganda
Power Transmission
Hydro
Inga Dam
EMS
Yokogawa
nation_state
1
1
0
1
0
1
0
0
1
1
1
0
0
0
1
1
1
0
1
0
0
0
0.94
651
6
1,704
427
21
0
1
1
1
1
1
2
0
0
1
0
0
1
2
2
0
1
1
0
1
1
1
0
0
1
1
1
1
1
1
0
0.25
0.05
0
0
1
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
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
1
11
13
5.42
8.17
REC004842
Mozambique
Power Generation
Solar
Koeberg Nuclear
HMI
Yokogawa
insider_threat
0
0
0
0
1
1
0
0
0
0
0
0
1
1
1
0
0
0
0
1
1
1
1.34
948
6
2,007
311
11
0
1
1
0
1
1
0
1
0
1
0
0
1
2
1
0
3
1
1
1
1
0
1
2
1
1
1
1
1
1
0
0.15
0.04
0
1
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
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
1
9
17
5.22
10.09
REC004866
Ethiopia
Mining Energy
Coal
Noor Solar
HMI
Siemens
supply_chain
0
0
0
0
1
0
0
0
1
0
0
1
1
0
0
1
0
1
0
0
0
0
0.77
1,479
6
52
401
84
1
1
1
0
1
1
0
1
0
1
0
0
0
0
2
0
2
0
1
2
0
1
0
0
1
1
1
1
1
0
0
7.71
0.21
1
0
0
0
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
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
4.5
16.5
11.68
13.37
REC001755
Botswana
Nuclear
Mixed
Koeberg Nuclear
SCADA
Honeywell
credential_theft
0
1
0
0
0
1
0
0
0
1
0
1
1
1
1
1
1
0
0
1
0
0
1.89
672
13
775
76
84
1
1
1
0
1
1
1
0
1
0
1
0
1
2
2
0
4
1
1
1
1
0
0
1
1
1
1
1
1
1
0
0.1
1.11
1
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
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
1
1
5
19.5
11.68
14.47
REC002515
Algeria
Renewable Energy
Geothermal
Akosombo Dam
EtherNet/IP
ABB
phishing
0
0
0
0
0
1
0
0
0
1
0
1
1
0
1
0
0
0
0
1
0
1
1.45
1,445
3
2,447
474
50
1
1
1
0
1
1
0
1
0
0
1
0
1
2
2
0
3
1
1
1
1
0
0
1
1
1
1
1
0
1
0
0.19
0.11
0
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
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
1
6
21
6
12.6
REC003585
Cameroon
Refining
Biomass
Kainji Dam
PI Historian
ABB
zero_day
1
0
0
1
1
1
0
1
0
0
0
0
1
1
0
1
0
1
0
0
0
0
1.25
1,679
12
642
443
88
1
0
1
0
1
1
1
0
1
2
0
0
1
1
1
0
2
1
1
2
0
1
0
0
1
1
1
1
1
1
0
0.69
0.2
1
0
0
0
1
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
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
8
14.5
11.76
11.9
REC004315
Tunisia
Oil Production
Diesel
Akosombo Dam
IEC 61850
Chinese Vendor
physical_breach
0
0
1
0
1
1
0
0
1
1
0
1
1
0
0
1
0
0
0
0
0
0
1.68
1,523
3
1,022
189
30
1
0
1
1
1
1
0
1
0
2
0
0
1
2
3
0
2
0
1
2
0
0
0
0
1
1
1
1
0
1
0
0.18
0.16
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
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
5
21.5
5.6
12.84
REC004966
Mali
Renewable Energy
Natural Gas
Gas Processing Plant
Modbus TCP
Siemens
unpatched_legacy
1
0
1
0
1
1
0
0
1
1
0
0
1
0
0
1
0
0
0
1
1
0
1.55
611
9
420
393
91
0
0
1
0
1
1
1
0
1
2
0
0
1
2
3
0
1
0
1
2
0
0
1
2
1
1
1
1
1
0
0
0.94
0.23
1
0
0
0
0
1
0
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
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
0
11
17
8.82
11.13
REC002099
Cameroon
Nuclear
Natural Gas
Kainji Dam
WirelessHART
Local Vendor
dos_attack
1
0
0
1
0
1
0
0
0
0
0
1
0
1
1
1
1
0
0
1
0
0
0.09
918
2
1,027
404
59
0
1
0
1
1
1
1
0
1
1
0
0
1
2
1
0
3
1
1
1
1
0
0
1
1
1
1
1
0
1
0
0.39
0.15
1
0
0
0
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
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
0
7.5
14
5.18
9.17
REC003599
Morocco
Power Generation
Mixed
Tema Oil Refinery
OPC UA
Schneider Electric
nation_state
0
0
0
0
0
1
1
0
1
0
0
0
1
0
0
1
1
0
0
1
0
0
1.25
1,580
6
2,879
264
90
1
0
1
0
1
1
0
1
0
0
1
0
1
1
2
0
1
0
1
1
1
0
0
1
1
1
1
1
1
1
0
0.09
0.34
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
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
1
0
6
18
11.8
13.72
REC004121
South Africa
Power Distribution
Nuclear
Akosombo Dam
EMS
Emerson
ransomware
0
0
1
0
1
1
1
0
0
0
0
1
0
0
1
1
0
1
0
0
0
0
1.44
1,405
6
1,679
278
59
1
1
1
0
1
1
0
1
0
2
0
0
1
1
1
0
2
1
1
2
0
1
0
0
1
1
1
1
1
1
0
0.17
0.21
1
0
0
1
0
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
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1
1
6
17.5
11.18
13.27
REC000029
Zimbabwe
Renewable Energy
Natural Gas
Inga Dam
Profinet
Local Vendor
dos_attack
0
0
0
0
1
1
0
0
1
0
0
1
1
1
1
0
1
0
0
0
0
0
1.89
1,703
5
2,627
497
56
0
1
0
1
1
1
0
1
0
1
0
0
1
2
2
0
4
1
1
0
1
0
0
0
1
1
1
1
0
1
0
0.19
0.11
1
0
0
0
0
1
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
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
0
0
3
18.5
5.12
11.85
REC000065
Kenya
Mining Energy
Coal
Solar Farm C
PLC
General Electric
ransomware
0
1
0
0
1
1
0
0
1
1
1
0
1
0
1
0
0
1
0
1
0
0
1.51
1,111
8
2,768
373
71
1
1
1
1
1
1
1
0
1
1
0
0
1
2
2
0
2
1
1
1
1
1
0
1
1
1
1
1
1
1
0
0.13
0.19
1
0
0
0
0
0
0
1
1
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
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
1
9.5
14.5
11.42
11.47
REC000838
Kenya
Renewable Energy
Biomass
Port Harcourt Refinery
BMS
Chinese Vendor
nation_state
0
0
1
0
1
0
0
0
1
0
0
0
1
1
1
1
0
0
0
0
0
1
1.67
996
8
2,764
88
78
0
1
1
1
1
1
0
1
0
2
0
0
0
0
2
0
3
1
1
2
0
0
0
0
1
1
1
1
1
1
0
0.03
0.89
1
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
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
1
6
18
8.56
12.42
REC003906
Nigeria
Power Generation
Coal
Tema Oil Refinery
PLC
Mitsubishi
zero_day
0
0
1
1
0
1
1
0
1
0
0
1
0
0
0
1
1
1
0
0
0
0
0.69
1,418
7
2,999
136
5
0
0
1
1
1
1
0
1
0
2
0
0
1
1
2
0
1
0
1
1
1
1
0
0
1
1
1
1
1
1
0
0.05
0.04
0
1
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
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
8.5
16
5.1
9.74
REC003773
Cote d'Ivoire
Renewable Energy
Coal
Kariba Dam
SIS
General Electric
physical_breach
0
1
0
0
0
1
1
0
1
0
1
0
1
1
1
0
0
0
0
0
0
0
0.58
1,195
6
50
235
92
0
0
1
0
1
1
1
0
1
0
1
0
1
1
1
0
3
1
1
1
1
0
0
0
1
1
1
1
1
0
0
4.7
0.39
1
0
0
0
0
1
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
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
4.5
16
8.84
12.04
REC004635
Nigeria
Refining
Oil
Lake Turkana Wind
DNP3
Honeywell
dos_attack
1
0
0
1
1
1
0
1
0
1
1
1
1
1
0
1
0
0
0
0
0
0
0.19
1,741
11
2,278
31
77
0
1
1
1
1
1
1
0
1
2
0
0
1
1
1
0
3
1
1
2
0
0
0
0
1
1
1
1
1
1
0
0.01
2.48
1
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
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
1
6
16
8.54
11.62
REC003161
Tunisia
Mining Energy
Diesel
Koeberg Nuclear
DCS
ABB
protocol_exploit
0
1
1
0
0
1
0
1
0
1
0
1
0
0
1
1
1
0
0
1
0
0
1.68
1,578
7
2,332
59
44
0
0
1
0
1
1
1
0
1
1
0
0
1
1
2
0
2
1
1
1
1
0
0
1
1
1
1
1
1
1
0
0.03
0.75
0
0
0
0
0
0
0
1
0
0
0
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
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
0
8.5
14.5
5.88
9.45
REC002659
Rwanda
Renewable Energy
Diesel
Aswan High Dam
WirelessHART
Honeywell
phishing
1
0
0
0
1
1
0
0
0
1
1
1
1
1
1
1
0
0
1
1
0
0
1.27
1,398
15
1,505
298
19
0
1
1
1
1
1
1
0
1
1
0
0
1
2
1
0
4
1
1
2
0
1
0
1
1
1
1
1
1
1
0
0.2
0.06
0
0
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
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
6
17.5
5.38
10.95
REC004615
Rwanda
Water-Energy Nexus
Hydro
Port Harcourt Refinery
SIS
Indian Vendor
unpatched_legacy
0
0
0
1
0
0
0
0
1
1
0
0
1
0
1
1
1
0
1
0
0
0
1.7
981
6
1,196
375
77
0
1
1
0
1
1
0
1
0
1
0
0
0
0
3
0
2
1
1
1
1
1
0
0
1
1
1
1
1
1
0
0.31
0.21
1
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
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
1
6
16.5
8.54
11.82
REC004628
Uganda
Mining Energy
Biomass
Benban Solar Park
Modbus TCP
ABB
supply_chain
0
0
1
1
0
0
0
0
1
0
1
0
1
1
1
1
1
0
1
0
0
0
0.43
1,120
2
2,261
89
43
0
0
1
1
1
1
0
1
0
2
0
0
0
0
1
0
3
1
1
1
1
1
0
0
1
1
1
1
0
1
0
0.04
0.48
0
0
0
0
0
0
0
1
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
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
6.5
14
2.86
8.44
REC002451
Tanzania
Refining
Wind
Olkaria Plant
WirelessHART
Mitsubishi
dos_attack
0
0
0
0
0
0
0
0
1
1
1
1
1
0
1
1
1
0
1
1
0
0
1.2
1,957
11
1,663
465
53
0
1
1
0
1
1
0
1
0
0
1
0
0
0
2
0
3
1
1
1
1
1
0
1
1
1
1
1
1
1
0
0.28
0.11
1
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
0
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
1
5
18
8.06
12.42
REC002846
Mali
Renewable Energy
Oil
Grid Control Center
SIS
Honeywell
unpatched_legacy
0
1
0
0
1
1
0
0
1
0
1
1
0
1
1
0
0
0
0
1
1
1
0.95
1,231
1
1,844
292
31
1
1
1
1
1
1
1
0
1
1
0
0
1
2
1
0
3
1
1
1
1
0
1
2
1
1
1
1
0
1
0
0.16
0.11
0
0
0
0
0
1
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
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
1
1
11
14
5.62
8.65
REC001144
Senegal
Power Transmission
Wind
Tema Oil Refinery
IEC 61850
General Electric
protocol_exploit
0
0
1
1
0
0
0
0
1
1
1
0
1
0
1
0
1
0
0
0
0
0
1.24
1,466
1
2,242
44
30
1
0
1
0
1
1
0
1
0
2
0
0
0
0
2
0
2
1
1
0
1
0
0
0
1
1
1
1
0
1
0
0.02
0.68
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
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
1
0
6.5
12.5
5.6
8.94
REC003078
Cameroon
Nuclear
Mixed
Lake Turkana Wind
WirelessHART
Honeywell
physical_breach
0
1
0
0
0
1
0
0
1
0
0
0
0
0
1
1
1
1
0
0
0
0
0.28
573
15
2,229
14
92
0
1
1
0
1
1
1
0
1
0
1
0
1
2
2
0
1
1
0
1
1
1
0
0
1
1
1
1
1
1
0
0.01
6.57
1
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
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
7.5
15
8.84
11.04
REC001103
Morocco
Water-Energy Nexus
Natural Gas
KenGen Geothermal
PLC
Chinese Vendor
protocol_exploit
0
0
0
0
0
1
0
0
1
0
0
0
1
0
1
0
1
0
0
0
0
0
0.72
1,828
6
2,954
177
98
0
1
1
1
1
1
0
1
0
0
1
0
1
2
2
0
2
1
1
0
1
0
0
0
1
1
1
1
1
1
0
0.06
0.55
1
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
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
1
3.5
17.5
8.96
12.88
REC000168
Zambia
Power Transmission
Geothermal
Substation Alpha
PLC
Emerson
credential_theft
0
0
0
0
1
1
0
1
0
1
0
0
1
1
0
1
1
0
1
1
0
0
1.05
1,776
6
541
319
74
1
1
1
1
1
1
0
1
0
1
0
0
1
1
2
0
2
1
1
1
1
1
0
1
1
1
1
1
1
1
0
0.59
0.23
1
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
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
1
1
7.5
17.5
11.48
13.09
REC001670
Kenya
Power Transmission
Mixed
Port Harcourt Refinery
RTU
Honeywell
remote_access_exploit
1
0
0
0
0
1
0
0
0
1
1
1
0
0
0
1
1
0
0
0
0
0
0.89
1,662
8
1,023
95
27
0
1
1
1
1
1
1
0
1
0
1
0
1
2
1
0
1
0
1
1
1
0
0
0
1
1
1
1
1
1
0
0.09
0.28
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
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
6.5
13
5.54
9.12
REC002570
Uganda
Renewable Energy
Wind
Benban Solar Park
BMS
Chinese Vendor
credential_theft
0
0
0
0
0
1
1
0
1
0
1
1
1
0
1
1
0
0
0
0
0
0
1.47
869
8
632
183
74
1
1
1
0
1
1
0
1
0
0
1
0
1
1
1
0
3
1
1
2
0
0
0
0
1
1
1
1
1
1
0
0.29
0.4
1
0
0
0
0
1
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
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
1
0
1
1
1
21
11.48
15.79
REC002377
South Africa
Nuclear
Oil
Kainji Dam
PLC
Siemens
phishing
0
0
0
1
0
0
0
0
1
0
0
1
1
0
1
1
1
0
0
0
0
0
1.25
817
1
2,937
320
23
0
1
1
0
1
1
0
1
0
1
0
0
0
0
2
0
3
1
1
1
1
0
0
0
1
1
1
1
0
1
0
0.11
0.07
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
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
4
16
2.46
9.58
REC004395
Mali
Oil Production
Oil
Zubair Oil Field
RTU
Indian Vendor
credential_theft
0
1
1
0
1
1
0
0
0
1
0
0
1
0
1
1
1
0
1
0
0
1
0.99
1,468
6
65
396
37
1
1
1
1
1
1
1
0
1
2
0
0
1
2
2
0
2
1
1
1
1
1
0
0
1
1
1
1
1
0
0
6.09
0.09
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
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
1
1
11.5
14.5
8.74
10
REC004257
Ethiopia
Water-Energy Nexus
Wind
Kariba Dam
WirelessHART
Emerson
dos_attack
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
1
1
0
0
1
0
0
1.62
1,042
1
2,633
297
60
1
1
1
1
1
1
0
1
0
0
1
0
1
2
0
1
1
1
0
1
1
0
0
1
1
1
1
1
0
1
0
0.11
0.2
1
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
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
1
8
14
8.2
10.28
REC003862
Rwanda
Mining Energy
Hydro
Kainji Dam
EMS
Emerson
zero_day
1
0
1
1
1
1
0
0
1
1
0
1
1
1
1
0
0
0
0
1
0
0
0.88
1,950
8
977
44
26
0
1
1
1
1
1
1
0
1
3
0
0
1
2
3
0
4
1
1
1
1
0
0
1
1
1
1
1
1
1
0
0.05
0.59
0
0
0
0
0
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
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
9.5
19.5
5.52
11.11
REC000023
Rwanda
Nuclear
Oil
Olkaria Plant
Modbus TCP
Siemens
insider_threat
0
0
1
0
1
0
0
0
0
1
0
1
0
1
0
0
0
0
0
0
0
0
1.59
1,718
12
2,341
476
38
1
0
1
1
1
1
0
1
0
2
0
0
0
0
2
0
2
1
1
1
1
0
0
0
1
1
1
1
1
1
0
0.2
0.08
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
0
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
0
6.5
14.5
8.76
11
REC002633
Zimbabwe
Mining Energy
Wind
Noor Solar
HMI
Yokogawa
unpatched_legacy
0
0
0
1
1
0
0
0
1
0
0
1
0
0
1
0
1
0
0
0
0
0
1.79
888
14
451
122
24
0
0
1
1
1
1
0
1
0
2
0
0
0
0
2
0
2
1
1
0
1
0
0
0
1
1
1
1
1
0
0
0.27
0.2
0
0
0
0
0
0
0
1
0
0
0
0
1
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
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
0
0
6.5
12.5
5.48
8.89
REC003340
Senegal
Oil Production
Geothermal
Hydroelectric Plant B
PI Historian
Honeywell
unpatched_legacy
1
0
0
1
0
0
0
0
0
1
1
1
1
0
1
1
0
0
1
0
0
0
0.58
1,303
11
312
69
75
0
1
1
0
1
1
1
0
1
1
0
0
0
0
1
0
3
1
1
2
0
1
0
0
1
1
1
1
1
0
0
0.22
1.09
1
0
0
0
1
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
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
1
5.5
13
8.5
10.5
REC002215
Ghana
Mining Energy
Mixed
Koeberg Nuclear
PI Historian
Chinese Vendor
unpatched_legacy
0
0
0
1
0
1
1
0
0
1
1
1
1
0
1
0
0
1
0
0
0
0
1.68
907
8
1,770
445
3
0
1
1
0
1
1
0
1
0
1
0
0
1
1
1
0
3
1
1
1
1
1
0
0
1
1
1
1
1
1
0
0.25
0.01
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
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
0
1
5
17
5.06
10.82
REC003682
Rwanda
Refining
Mixed
Inga Dam
DNP3
Emerson
credential_theft
0
0
1
1
0
1
0
0
1
1
1
1
0
0
1
0
0
0
0
1
0
0
1.62
1,493
2
108
249
9
0
1
1
0
1
1
0
1
0
2
0
0
1
2
2
0
2
1
1
1
1
0
0
1
1
1
1
1
0
0
0
2.31
0.04
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
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
1
0
0
1
8
17.5
2.18
9.27
REC004724
Zambia
Refining
Hydro
Benban Solar Park
PI Historian
Emerson
unpatched_legacy
0
0
0
0
0
1
0
0
0
1
1
0
1
1
0
1
1
1
0
0
0
1
1.29
1,612
1
1,437
234
58
0
1
1
1
1
1
0
1
0
0
1
0
1
2
1
0
2
1
1
1
1
1
0
0
1
1
1
1
0
1
0
0.16
0.25
1
0
0
0
1
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
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
0
1
6.5
17.5
5.16
10.76
REC001907
Mozambique
Refining
Mixed
Noor Solar
EMS
Rockwell Automation
supply_chain
1
0
0
0
0
1
0
0
0
1
0
0
1
1
0
0
1
1
0
0
0
0
0.1
2,000
5
248
157
20
0
0
1
1
1
1
1
0
1
0
1
0
1
2
2
0
2
1
1
0
1
1
0
0
1
1
1
1
0
0
0
0.63
0.13
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
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
6.5
14.5
2.4
8.46
REC000084
Mali
Natural Gas
Nuclear
Hydroelectric Plant B
RTU
ABB
zero_day
0
0
0
1
0
0
0
0
0
1
0
1
1
0
1
1
1
1
1
0
0
0
0.81
1,069
12
1,521
237
64
0
1
1
0
1
1
0
1
0
1
0
0
0
0
2
0
3
1
1
1
1
2
0
0
1
1
1
1
1
1
0
0.16
0.27
1
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
0
0
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
1
6
16
8.28
11.51
REC000227
Zambia
Power Generation
Hydro
Sonatrach Complex
Modbus TCP
Yokogawa
protocol_exploit
1
1
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
0
0
0.92
1,329
14
2,704
499
97
1
1
1
1
1
1
2
0
0
0
1
0
0
0
1
0
2
1
1
0
1
0
0
0
1
1
1
1
1
1
0
0.18
0.19
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
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
0
1
0
1
1
7.5
9.5
11.94
10.08
End of preview. Expand in Data Studio

Energy OT/ICS Security (Africa) | Africa (Electric Sheep Africa metadata inventory)

Size category: 10K<n<100K - Formats: parquet - Sector: governance_security - Engineered by Electric Sheep Africa

size sector downloads license

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: Energy OT/ICS Security — 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 synthetically generated (is_synthetic=1). Usage from datasets import load_dataset dataset = load_dataset("electricsheepafrica/africa-energy-ot-ics-dataset") Features Column Type record_id str country str energy_sector str… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-energy-ot-ics-dataset.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-energy-ot-ics-dataset
Sector governance_security
Topic tags cybersecurity, classification
Modalities tabular, text
Formats parquet
Size category 10K<n<100K
Countries Africa-wide or source-defined African coverage
ISO3 coverage not declared
Last modified on HF 2026-05-07 16:46:43+00:00
Inventory snapshot 2026-07-16T16:00:34Z

How To Read This Dataset

  • Start from the repository files and the dataset viewer when available.
  • Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
  • Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
  • Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-energy-ot-ics-dataset")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

  • This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
  • Exact schema, row counts, and source files should be inspected in the repository data files.
  • Metadata gaps from the inventory: country, upstream_publisher.
  • Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Suggested Analyses

  • Inspect schema and missingness before modeling.
  • Profile variables by geography, time, and subgroup columns where present.
  • Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
  • Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_africa_energy_ot_ics_dataset_2026,
  title        = {Energy OT/ICS Security (Africa) | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-energy-ot-ics-dataset},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-energy-ot-ics-dataset}}
}

License

Released under mit.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.


Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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