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record_id
large_string
intelligence_source
large_string
intelligence_source_url
large_string
country
large_string
attack_type
large_string
network_layer
large_string
protocol_exploited
large_string
threat_actor
large_string
target_operator
large_string
network_generation
large_string
requires_network_access
int64
requires_insider_access
int64
requires_physical_access
int64
exploits_legacy_protocol
int64
exploits_diameter
int64
exploits_5g_protocol
int64
exploits_vendor_backdoor
int64
chinese_equipment_involved
int64
sim_swap_social_engineering
int64
sim_swap_insider_collusion
int64
sim_swap_document_forgery
int64
mobile_money_targeted
int64
surveillance_purpose
int64
targets_journalist_activist
int64
targets_political_figure
int64
commercial_spyware_used
int64
subscribers_affected
int64
calls_intercepted
int64
sms_intercepted
int64
locations_tracked
int64
financial_loss_usd
int64
revenue_loss_per_hour_usd
int64
fraud_revenue_usd
int64
service_outage_hours
int64
data_breach
int64
cdrs_exposed
int64
subscriber_data_exposed
int64
network_integrity_compromised
int64
interconnect_affected
int64
cable_cut
int64
tower_vandalised
int64
fibre_stolen
int64
diesel_theft
int64
submarine_cable_name
large_string
detected
int64
time_to_detect_hours
int64
detected_by
large_string
signalling_firewall_deployed
int64
incident_response_activated
int64
regulator_notified
int64
gsma_reported
int64
law_enforcement_involved
int64
patch_applied
int64
label
int64
is_synthetic
int64
needs_network_access
int64
needs_insider
int64
needs_physical
int64
high_barrier_attack
int64
low_barrier_attack
int64
legacy_protocol
int64
diameter_attack
int64
fiveg_attack
int64
vendor_backdoor
int64
chinese_equipment
int64
next_gen_attack
int64
beyond_ss7
int64
is_sim_swap
int64
sim_swap_social_eng
int64
sim_swap_insider
int64
sim_swap_forgery
int64
mobile_money_targeted.1
int64
sim_swap_mobile_money
int64
surveillance_attack
int64
targets_civil_society
int64
journalist_targeted
int64
political_targeted
int64
spyware_used
int64
authoritarian_surveillance
int64
log_subscribers
float64
mass_subscriber_impact
int64
nationwide_impact
int64
interception_attack
int64
location_tracking
int64
mass_surveillance
int64
any_financial_loss
int64
major_loss
int64
catastrophic_loss
int64
any_fraud_revenue
int64
high_fraud
int64
high_rev_impact
int64
any_outage
int64
extended_outage
int64
severe_outage
int64
data_breach.1
int64
cdrs_leaked
int64
subscriber_data_leaked
int64
network_integrity_lost
int64
interconnect_disrupted
int64
physical_attack
int64
cable_disruption
int64
tower_attack
int64
infrastructure_theft
int64
submarine_cable_attack
int64
was_detected
int64
fast_detection
int64
quick_detection
int64
slow_detection
int64
very_slow_detection
int64
undetected
int64
has_signalling_firewall
int64
ir_activated
int64
regulator_notified.1
int64
gsma_reported.1
int64
law_enforcement
int64
patched
int64
response_score
int64
effective_response
int64
no_response
int64
detected_by_firewall
int64
detected_by_fms
int64
detected_by_noc
int64
detected_by_subscriber
int64
detected_by_researcher
int64
type_sim_swap
int64
type_diameter
int64
type_gtp
int64
type_ss7_location
int64
type_ss7_intercept
int64
type_imsi_catcher
int64
type_sip_voip
int64
type_bts_spoof
int64
type_5g_nrf
int64
type_5g_sepp
int64
type_dns_hijack
int64
type_bgp_hijack
int64
type_submarine_cable
int64
type_core_intrusion
int64
type_billing_fraud
int64
type_ota_sim
int64
type_lawful_intercept
int64
type_physical
int64
type_mobile_money
int64
type_roaming
int64
type_legit
int64
gen_2g
int64
gen_3g
int64
gen_4g
int64
gen_5g
int64
gen_legacy
int64
actor_criminal
int64
actor_state
int64
actor_surveillance_vendor
int64
actor_insider
int64
actor_sim_swap_gang
int64
actor_fraud
int64
major_operator
int64
multi_operator
int64
is_west_africa
int64
is_east_africa
int64
is_southern_africa
int64
is_north_africa
int64
high_mobile_country
int64
telecom_threat_score
int64
surveillance_risk_score
int64
infrastructure_resilience_score
int64
TEL001501
Citizen Lab Pegasus
https://citizenlab.ca/tag/pegasus-project/
South Africa
ss7_location_tracking
user_data_plane
SS7_MAP
hacktivist
MTN
satellite
0
0
0
1
0
0
0
0
0
0
0
1
1
1
0
0
78
0
0
197
946,317
607,263
0
60
0
0
0
1
0
0
0
0
0
none
1
1
signalling_firewall
1
1
0
0
0
1
1
1
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
1
0
1
1
1
0
0
1
1.89
0
0
0
1
1
1
0
0
0
0
1
1
1
0
0
0
0
1
0
0
0
0
0
0
1
1
1
0
0
0
1
1
0
0
0
1
3
1
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
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
7
12
10
TEL002586
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
Nigeria
physical_infrastructure_attack
user_data_plane
proprietary_vendor
cybercriminal_syndicate
isp_fixed_operator
3G_UMTS
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
21
0
0
0
23,286,856
7,578
0
13
1
1
0
1
0
0
0
0
0
none
1
0
threat_intelligence
0
0
1
0
0
0
1
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.32
0
0
0
0
0
1
1
1
0
0
0
1
0
0
1
1
0
1
0
0
0
0
0
0
1
1
1
0
0
0
0
0
1
0
0
0
2
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
1
0
0
1
1
0
0
0
0
0
0
0
1
0
0
0
1
5
0
2
TEL002653
Citizen Lab Pegasus
https://citizenlab.ca/tag/pegasus-project/
Mozambique
bts_base_station_spoofing
user_data_plane
USSD
insider_telecom_employee
Airtel_Africa
mixed_legacy
1
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0
600
0
0
0
360,926
61,365
0
24
1
0
1
0
0
0
0
0
0
none
0
0
undetected
0
0
0
0
0
0
1
1
1
1
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.78
0
0
0
0
0
1
0
0
0
0
0
1
0
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
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
0
1
0
0
1
0
0
1
0
0
0
0
0
-3
TEL001055
GSMA Mobile Economy Africa 2024
https://www.gsma.com/solutions-and-impact/connectivity-for-good/mobile-economy/africa/
South Africa
diameter_signalling_attack
management_plane
proprietary_vendor
cybercriminal_syndicate
Globacom
3G_UMTS
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
22
0
0
0
0
63,850
0
41
1
0
0
1
1
0
0
0
0
none
1
1
regulatory_audit
0
0
0
0
0
1
1
1
0
0
0
0
1
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.34
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
1
1
0
0
0
0
0
1
1
1
0
0
0
0
0
0
0
0
1
2
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
1
1
0
0
0
0
0
0
0
0
0
1
0
1
3
0
4
TEL000705
ENISA Telecom Security Incidents 2024
https://www.enisa.europa.eu/publications
Tanzania
sip_voip_fraud
transport_backbone
SS7_MAP
sim_swap_gang
MTN
2G_GSM
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
5
27
0
0
92,663
8,589
8,714
6
0
0
0
0
0
0
0
0
0
none
0
0
undetected
1
0
0
0
0
0
1
1
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
0
0
1
0
0
1
0
0
1
0
0
1
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
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
1
0
0
0
1
0
0
0
0
1
0
1
0
0
1
0
0
0
0
2
0
TEL000106
GSMA Mobile Economy Africa 2024
https://www.gsma.com/solutions-and-impact/connectivity-for-good/mobile-economy/africa/
South Africa
physical_infrastructure_attack
service_layer
SIP
cybercriminal_syndicate
Orange_Africa
3G_UMTS
0
0
1
1
0
0
1
0
0
0
0
0
0
0
0
0
81
0
0
0
0
91,962
0
3
0
0
0
0
0
0
0
0
1
none
1
1
signalling_firewall
0
0
0
0
0
1
1
1
0
0
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.91
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
1
1
1
0
0
0
0
0
0
0
0
1
2
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
0
0
0
1
0
0
1
1
0
0
0
0
0
1
0
0
0
1
0
1
0
0
2
TEL000589
GSMA Mobile Economy Africa 2024
https://www.gsma.com/solutions-and-impact/connectivity-for-good/mobile-economy/africa/
South Africa
physical_infrastructure_attack
management_plane
none_physical
sim_swap_gang
Globacom
4G_LTE
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
464
0
0
0
3,139,503
382,213
0
0
1
0
0
0
1
0
1
0
1
none
1
7,638
threat_intelligence
0
1
0
0
1
0
1
1
1
0
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.67
0
0
0
0
0
1
1
0
0
0
1
0
0
0
1
0
0
0
1
1
0
1
1
0
1
0
0
1
1
0
0
1
0
0
1
0
3
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
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
1
2
0
-2
TEL002468
GSMA Mobile Economy Africa 2024
https://www.gsma.com/solutions-and-impact/connectivity-for-good/mobile-economy/africa/
South Africa
lawful_intercept_abuse
core_network
DNS
insider_telecom_employee
isp_fixed_operator
satellite
1
1
0
0
0
0
1
0
0
0
0
0
1
0
0
0
346
81
0
0
46,072,013
861,604
0
48
0
0
0
1
0
0
0
0
0
none
0
0
undetected
0
0
1
1
0
0
1
1
1
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.54
0
0
1
0
0
1
1
1
0
0
1
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
0
2
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
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1
5
5
-3
TEL002413
Citizen Lab Pegasus
https://citizenlab.ca/tag/pegasus-project/
South Africa
bgp_hijacking
management_plane
Diameter_Gx
cybercriminal_syndicate
Vodacom_Vodafone
4G_LTE
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
468
0
0
0
12,409,883
7,579
0
7
0
0
0
0
0
0
0
0
0
none
0
0
undetected
0
0
0
0
0
0
1
1
1
0
0
0
0
0
1
0
0
0
1
1
0
0
0
0
1
0
0
0
0
0
0
0
2.67
0
0
0
0
0
1
1
1
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
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
1
0
0
1
0
0
0
0
0
1
0
0
0
1
0
1
4
0
-3
TEL001600
ENISA Telecom Security Incidents 2024
https://www.enisa.europa.eu/publications
Cameroon
sip_voip_fraud
core_network
mobile_money_api
state_sponsored_apt
Vodacom_Vodafone
4G_LTE
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
782
6,212
0
0
31,543,374
298,776
0
51
1
0
0
1
0
0
0
0
0
none
1
322
partner_operator_notification
0
1
0
0
0
0
1
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.89
0
0
1
0
1
1
1
1
0
0
1
1
1
0
1
0
0
1
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
0
0
2
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
0
1
0
0
0
1
0
0
0
0
1
0
1
0
0
0
0
5
5
0
TEL002464
AdaptiveMobile Simjacker
https://www.adaptivemobile.com/simjacker/
Egypt
core_network_intrusion
signalling_plane
proprietary_vendor
state_sponsored_apt
Globacom
4G_LTE
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
18
0
0
0
0
5,405
0
15
1
1
1
1
0
0
0
0
0
none
1
315
fraud_management_system
0
1
1
1
0
0
1
1
0
0
0
0
1
0
0
0
0
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1.26
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
1
1
0
0
0
0
0
0
1
0
0
1
0
0
0
1
1
1
0
0
4
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
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
5
0
0
TEL000228
ENISA Telecom Security Incidents 2024
https://www.enisa.europa.eu/publications
South Africa
diameter_signalling_attack
user_data_plane
none_physical
surveillance_vendor
MTN
4G_LTE
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
98
0
0
0
8,624
2,085
0
214
0
0
0
1
0
0
0
0
0
none
1
369
security_researcher
0
1
1
0
0
1
1
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
1.99
0
0
0
0
0
1
0
0
0
0
0
1
1
1
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
0
0
1
1
0
0
1
4
1
0
0
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
0
0
1
0
0
0
1
0
0
0
1
0
1
3
0
5
TEL000915
ENISA Telecom Security Incidents 2024
https://www.enisa.europa.eu/publications
Cote d'Ivoire
imsi_catcher_surveillance
signalling_plane
SS7_MAP
insider_telecom_employee
tower_company
mixed_legacy
1
1
1
1
0
0
0
0
0
0
0
0
1
1
0
0
470
0
0
1
5,144,569
5,487
0
52
0
0
0
0
0
0
0
0
0
none
0
0
undetected
0
0
0
0
0
0
1
1
1
1
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
1
2.67
0
0
0
1
0
1
1
0
0
0
0
1
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
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
1
0
0
0
0
1
0
0
0
0
6
9
-3
TEL000794
AdaptiveMobile Simjacker
https://www.adaptivemobile.com/simjacker/
Egypt
bts_base_station_spoofing
user_data_plane
Diameter_S6a
unknown
MTN
3G_UMTS
1
0
1
1
1
0
0
1
0
0
0
1
0
0
0
0
7
0
0
0
9,226
442,149
0
1
0
0
0
1
0
0
0
0
0
none
0
0
undetected
0
0
1
0
0
0
1
1
1
0
1
1
0
1
1
0
0
1
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0.85
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
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
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
5
0
-3
TEL003021
ENISA Telecom Security Incidents 2024
https://www.enisa.europa.eu/publications
Algeria
ss7_location_tracking
service_layer
proprietary_vendor
surveillance_vendor
Tigo
3G_UMTS
1
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
172
0
0
843
0
90,704
0
7
1
0
1
0
0
0
0
0
0
none
0
0
undetected
0
0
1
1
0
0
1
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.24
0
0
0
1
1
0
0
0
0
0
0
1
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
0
2
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
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
1
0
0
8
-3
TEL003543
GSMA Mobile Economy Africa 2024
https://www.gsma.com/solutions-and-impact/connectivity-for-good/mobile-economy/africa/
Kenya
cdrs_billing_fraud
signalling_plane
proprietary_vendor
state_sponsored_apt
Orange_Africa
2G_GSM
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
72
0
0
0
3,368
676,360
383,184
3
1
0
0
0
1
0
0
0
0
none
0
0
undetected
0
0
1
0
0
0
1
1
0
0
0
0
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.86
0
0
0
0
0
1
0
0
1
1
1
1
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
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
1
0
0
0
0
0
0
1
0
0
0
1
0
1
0
0
0
0
1
0
0
1
0
0
1
0
0
-3
TEL001073
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
Ethiopia
physical_infrastructure_attack
core_network
Diameter_Gx
state_sponsored_apt
Airtel_Africa
5G_NR
1
1
1
0
1
0
0
0
0
0
0
1
0
0
0
0
480,231
0
0
0
41,745,784
244,122
0
0
0
0
0
0
0
0
0
0
0
none
1
676
signalling_firewall
0
1
0
1
0
0
1
1
1
1
1
1
0
0
1
0
0
0
1
1
0
0
0
0
1
0
0
0
0
0
0
0
5.68
1
0
0
0
0
1
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
1
0
0
3
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
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
1
0
0
0
6
0
0
TEL003351
GSMA Mobile Economy Africa 2024
https://www.gsma.com/solutions-and-impact/connectivity-for-good/mobile-economy/africa/
Nigeria
physical_infrastructure_attack
signalling_plane
SS7_ISUP
sim_swap_gang
tower_company
satellite
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
8,112,937
0
0
0
714,307
552,644
0
1
1
0
1
0
0
0
0
0
1
none
1
7
signalling_firewall
1
0
1
0
0
1
1
1
1
0
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.91
1
1
0
0
0
1
0
0
0
0
1
1
0
0
1
0
1
0
0
1
0
0
1
0
1
0
1
0
0
0
1
0
1
0
0
1
3
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
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
6
0
3
TEL001744
ENISA Telecom Security Incidents 2024
https://www.enisa.europa.eu/publications
Ghana
lawful_intercept_abuse
transport_backbone
RTP
insider_telecom_employee
tower_company
3G_UMTS
0
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
935
6
0
0
159,607
4,819
0
18
0
0
0
1
0
0
0
0
0
none
1
1,431
noc_alert
0
1
0
0
0
0
1
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
2.97
0
0
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
1
0
0
1
0
0
0
0
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
0
0
1
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
1
3
5
0
TEL001084
GSMA Mobile Economy Africa 2024
https://www.gsma.com/solutions-and-impact/connectivity-for-good/mobile-economy/africa/
South Africa
cdrs_billing_fraud
core_network
SS7_MAP
competitor_mno
Airtel_Africa
fixed_fibre
1
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
4
0
0
0
23,305,190
185,985
362,640
5
1
0
0
1
0
0
0
0
0
none
1
1
partner_operator_notification
0
0
0
0
1
0
1
1
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
0
0
0
0
0
1
1
1
1
1
1
1
0
0
1
0
0
1
0
0
0
0
0
0
1
1
1
0
0
0
0
0
0
0
1
0
2
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
0
0
0
0
0
0
0
1
0
0
0
1
0
1
5
0
2
TEL000926
ENISA Telecom Security Incidents 2024
https://www.enisa.europa.eu/publications
DRC
sip_voip_fraud
transport_backbone
OTA_SMS
cybercriminal_syndicate
mvno_small_operator
2G_GSM
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
72,139
180
0
0
781,080
0
0
67
0
0
0
1
0
0
0
0
0
none
0
0
undetected
1
0
0
0
0
0
1
1
1
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.86
1
0
1
0
0
1
0
0
0
0
0
1
1
0
0
0
0
1
0
0
0
0
0
0
0
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
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
1
0
0
5
2
0
TEL003049
AdaptiveMobile Simjacker
https://www.adaptivemobile.com/simjacker/
Ethiopia
sim_swap_fraud
signalling_plane
none_physical
cybercriminal_syndicate
submarine_cable_operator
mixed_legacy
1
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
32
0
0
0
6,940
0
3,489
1
1
1
0
1
0
0
0
0
0
none
0
0
undetected
1
0
1
0
0
0
1
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.51
0
0
0
0
0
1
0
0
1
0
0
1
0
0
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
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
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
1
0
0
0
3
0
0
TEL001117
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
Uganda
gtp_tunnel_exploitation
core_network
SS7_MAP
cybercriminal_syndicate
Vodacom_Vodafone
3G_UMTS
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3,108,768
0
0
0
15,867
807,203
0
24
0
0
0
0
0
0
0
0
0
none
1
426
threat_intelligence
1
1
0
0
1
0
1
1
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.49
1
1
0
0
0
1
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
1
0
0
1
0
3
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
1
1
0
0
0
0
0
1
0
0
1
0
0
0
6
0
3
TEL000642
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
Nigeria
diameter_signalling_attack
radio_access_network
GTP_v1
hacktivist
Cell_C
4G_LTE
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
824,594
0
0
0
0
461,169
0
42
0
0
0
1
1
0
0
0
0
none
1
1
fraud_management_system
0
0
1
1
1
1
1
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
5.92
1
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
1
1
0
0
0
0
0
1
1
1
0
0
0
0
0
1
1
1
1
5
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
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
5
0
4
TEL004767
AdaptiveMobile Simjacker
https://www.adaptivemobile.com/simjacker/
Ethiopia
dns_hijacking_telecom
signalling_plane
multiple
cybercriminal_syndicate
MTN
2G_GSM
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
8,800,454
0
0
0
124,499
0
0
56
0
0
0
0
1
0
0
0
0
none
1
123
signalling_firewall
1
1
0
0
0
0
1
1
0
0
0
0
1
1
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
6.94
1
1
0
0
0
1
0
0
0
0
0
1
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
1
0
0
0
0
2
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
0
1
0
0
0
1
1
0
0
0
0
0
1
0
0
1
0
0
0
8
0
3
TEL000501
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
diameter_signalling_attack
transport_backbone
SS7_MAP
unknown
Vodacom_Vodafone
mixed_legacy
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
5,885
0
0
0
216,284
1,899
0
0
0
0
0
1
0
0
0
0
0
none
0
0
undetected
1
0
0
0
0
0
1
1
0
0
0
0
1
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.77
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
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
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
1
3
0
0
TEL004066
GSMA Mobile Economy Africa 2024
https://www.gsma.com/solutions-and-impact/connectivity-for-good/mobile-economy/africa/
Algeria
ss7_location_tracking
core_network
SIP
cybercriminal_syndicate
Safaricom
5G_NR
0
0
0
0
0
0
0
1
0
0
0
1
1
1
0
1
8
0
0
241
0
15,934
0
0
0
0
0
1
0
0
0
0
0
none
1
4,778
noc_alert
1
0
0
0
1
0
1
1
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
1
0
1
1
1
0
1
1
0.9
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
1
0
1
0
0
0
1
0
2
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
0
0
0
0
0
0
1
0
1
0
0
0
0
0
1
0
0
0
0
1
0
7
15
3
TEL000333
GSMA Mobile Economy Africa 2024
https://www.gsma.com/solutions-and-impact/connectivity-for-good/mobile-economy/africa/
Egypt
sim_swap_fraud
signalling_plane
SS7_MAP
cybercriminal_syndicate
MTN
mixed_legacy
1
1
0
1
0
0
0
1
1
1
0
1
0
0
0
0
2
0
0
0
100,601
810,436
430,756
253
1
1
0
1
0
0
0
0
0
none
0
0
undetected
1
0
1
0
0
0
1
1
1
1
0
1
0
1
0
0
0
1
0
0
1
1
1
0
1
1
0
0
0
0
0
0
0.3
0
0
0
0
0
1
0
0
1
1
1
1
1
1
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
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
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1
0
0
0
0
1
1
6
0
0
TEL004684
AdaptiveMobile Simjacker
https://www.adaptivemobile.com/simjacker/
South Africa
dns_hijacking_telecom
radio_access_network
RTP
insider_telecom_employee
isp_fixed_operator
4G_LTE
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82,488
0
0
0
0
76,800
0
0
1
1
0
1
0
0
0
0
0
none
1
5
subscriber_complaint
1
1
0
0
1
0
1
1
1
1
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4.92
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
0
0
0
0
1
0
1
0
0
0
1
1
0
0
1
0
3
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
1
0
0
0
0
0
0
1
0
1
7
0
3
TEL000486
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
sim_swap_fraud
signalling_plane
multiple
cybercriminal_syndicate
MTN
fixed_fibre
1
0
0
0
0
0
0
1
1
0
1
1
0
0
0
0
39
0
0
0
0
0
37,680
0
0
0
0
1
0
0
0
0
0
none
1
1
security_researcher
1
1
0
0
0
1
1
1
1
0
0
0
0
0
0
0
0
1
0
0
1
1
0
1
1
1
0
0
0
0
0
0
1.59
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
1
1
0
0
0
1
1
0
0
0
1
3
1
0
0
0
0
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
0
1
0
0
0
0
0
1
0
1
0
0
0
0
6
0
10
TEL001962
AdaptiveMobile Simjacker
https://www.adaptivemobile.com/simjacker/
South Africa
cdrs_billing_fraud
radio_access_network
SS7_MAP
hacktivist
MTN
fixed_fibre
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
798
0
0
0
2,125
51,553
0
2
0
0
0
0
0
0
0
0
0
none
1
607
subscriber_complaint
0
1
0
1
0
0
1
1
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
0
0
0
0
1
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
1
0
0
3
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
0
0
0
0
0
1
0
0
0
1
0
1
0
0
0
TEL000393
Citizen Lab Pegasus
https://citizenlab.ca/tag/pegasus-project/
Nigeria
sim_swap_fraud
management_plane
SIP
cybercriminal_syndicate
multiple_operators
mixed_legacy
1
1
0
0
0
0
0
0
1
0
0
1
0
0
0
0
75
0
0
0
629,202
802,835
22,506
117
1
0
0
1
0
0
0
0
0
none
1
6,242
subscriber_complaint
0
1
0
0
1
1
1
1
1
1
0
1
0
0
0
0
0
0
0
0
1
1
0
0
1
1
0
0
0
0
0
0
1.88
0
0
0
0
0
1
0
0
1
0
1
1
1
1
1
0
0
1
0
0
0
0
0
0
1
0
0
1
1
0
0
1
0
0
1
1
4
1
0
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
0
0
0
1
1
0
0
0
0
0
0
1
1
0
0
0
1
6
0
5
TEL004842
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
Zambia
physical_infrastructure_attack
core_network
USSD
cybercriminal_syndicate
isp_fixed_operator
mixed_legacy
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
477
0
0
0
3,597
0
0
63
0
0
0
1
1
0
1
0
0
none
1
44
threat_intelligence
0
1
1
0
1
1
1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.68
0
0
0
0
0
1
0
0
0
0
0
1
1
0
0
0
0
1
1
1
0
1
0
0
1
0
0
0
0
0
0
1
1
0
1
1
5
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
0
1
1
0
0
0
0
0
0
0
0
0
1
0
0
3
0
3
TEL004866
AdaptiveMobile Simjacker
https://www.adaptivemobile.com/simjacker/
Egypt
core_network_intrusion
service_layer
USSD
sim_swap_gang
MTN
fixed_fibre
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
39
0
0
0
0
0
0
238
0
0
0
1
1
0
0
0
0
none
1
3,805
regulatory_audit
0
1
0
0
0
0
1
1
0
0
0
0
1
0
0
0
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.59
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
1
1
0
0
0
0
0
1
0
0
1
1
0
0
1
0
0
0
0
2
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
0
0
0
0
0
0
1
0
1
0
0
0
0
1
1
5
0
0
TEL001755
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
Kenya
cdrs_billing_fraud
radio_access_network
Diameter_Gx
sim_swap_gang
Orange_Africa
3G_UMTS
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
10
0
0
0
0
13,693
0
278
1
1
0
1
0
0
0
0
0
none
1
11
fraud_management_system
1
0
1
0
0
0
1
1
1
1
0
1
0
1
1
0
0
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
1
1
1
1
1
0
1
0
0
0
0
0
0
1
0
1
0
0
0
1
0
1
0
0
0
2
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
1
0
0
0
0
1
0
1
0
0
1
0
0
1
5
0
3
TEL002515
GSMA Mobile Economy Africa 2024
https://www.gsma.com/solutions-and-impact/connectivity-for-good/mobile-economy/africa/
Senegal
sim_swap_fraud
user_data_plane
GTP_v1
cybercriminal_syndicate
Telecom_Egypt
3G_UMTS
0
0
0
1
0
0
0
0
1
1
0
1
0
0
0
0
3
0
0
0
87,836
74,175
372,040
210
1
0
1
1
0
0
0
0
0
none
1
7,145
regulatory_audit
0
0
0
0
1
0
1
1
0
0
0
0
1
1
0
0
0
0
0
0
1
1
1
0
1
1
0
0
0
0
0
0
0.48
0
0
0
0
0
1
0
0
1
1
0
1
1
1
1
0
1
1
0
0
0
0
0
0
1
0
0
1
1
0
0
0
0
0
1
0
2
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
0
1
1
0
0
0
0
0
0
0
1
0
0
0
0
6
0
0
TEL003585
AdaptiveMobile Simjacker
https://www.adaptivemobile.com/simjacker/
Ethiopia
cdrs_billing_fraud
user_data_plane
SS7_CAP
sim_swap_gang
Orange_Africa
3G_UMTS
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
18,991
0
0
0
8,230,344
8,433
22,307
3
0
0
0
0
0
0
0
0
0
none
0
0
undetected
1
0
0
0
0
0
1
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
4.28
1
0
0
0
0
1
1
0
1
0
0
1
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
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
1
0
0
1
0
0
0
0
1
0
1
0
0
1
0
0
0
4
0
0
TEL004315
Citizen Lab Pegasus
https://citizenlab.ca/tag/pegasus-project/
Ghana
sim_swap_fraud
signalling_plane
USSD
surveillance_vendor
MTN
3G_UMTS
1
0
0
1
0
0
1
0
1
1
1
1
0
0
0
0
9,227,835
0
0
0
718,368
757,858
0
5
0
0
0
1
0
0
0
0
0
none
0
0
undetected
0
0
0
0
0
0
1
1
1
0
0
0
0
1
0
0
1
0
0
0
1
1
1
1
1
1
0
0
0
0
0
0
6.97
1
1
0
0
0
1
0
0
0
0
1
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
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
1
0
0
1
0
0
1
0
0
0
1
0
1
0
0
0
1
12
0
-3
TEL004966
AdaptiveMobile Simjacker
https://www.adaptivemobile.com/simjacker/
Ghana
diameter_signalling_attack
core_network
USSD
cybercriminal_syndicate
Safaricom
satellite
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
11,866
0
0
0
86,577
124,012
0
236
1
1
0
0
1
0
0
0
0
none
1
0
signalling_firewall
0
0
0
0
0
0
1
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
4.07
1
0
0
0
0
1
0
0
0
0
1
1
1
1
1
1
0
0
1
0
0
0
0
0
1
1
1
0
0
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
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
1
0
0
0
1
2
0
2
TEL002099
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
Algeria
sim_swap_fraud
core_network
Diameter_Gx
cybercriminal_syndicate
multiple_operators
3G_UMTS
0
1
0
1
1
0
1
0
1
0
1
1
0
0
0
0
8,769,412
0
0
0
320,941
6,815
27,816
0
1
0
1
0
0
0
0
0
0
none
0
0
undetected
0
0
1
0
0
0
1
1
0
1
0
0
0
1
1
0
1
0
1
1
1
1
0
1
1
1
0
0
0
0
0
0
6.94
1
1
0
0
0
1
0
0
1
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
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
0
0
0
0
1
0
0
1
1
0
0
0
0
0
0
1
0
0
0
1
0
11
0
-3
TEL003599
GSMA Mobile Economy Africa 2024
https://www.gsma.com/solutions-and-impact/connectivity-for-good/mobile-economy/africa/
Nigeria
diameter_signalling_attack
signalling_plane
Diameter_Gx
unknown
Vodacom_Vodafone
4G_LTE
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
9,989,386
0
0
0
86,469
496,374
0
0
1
0
1
1
0
0
0
0
0
none
1
7,772
threat_intelligence
0
0
1
0
0
0
1
1
0
1
0
0
0
0
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
7
1
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
1
1
0
0
0
0
0
0
1
0
0
1
1
0
0
0
1
0
0
0
2
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
0
0
0
0
0
0
0
1
0
1
0
0
0
1
11
0
0
TEL004121
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
submarine_cable_disruption
signalling_plane
multiple
surveillance_vendor
Safaricom
3G_UMTS
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
2
0
0
0
694,097
62,805
0
50
0
0
0
0
0
0
0
0
0
none
1
65
noc_alert
0
0
0
0
0
0
1
1
0
0
0
0
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
0
0
0
0
1
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
0
1
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
1
0
0
1
0
0
0
1
0
0
0
1
0
1
0
0
0
TEL000029
GSMA Mobile Economy Africa 2024
https://www.gsma.com/solutions-and-impact/connectivity-for-good/mobile-economy/africa/
Morocco
core_network_intrusion
core_network
SS7_CAP
fraud_syndicate
Safaricom
5G_NR
1
0
0
1
0
0
1
1
0
0
0
0
0
0
0
0
9,950
0
0
0
46,002
425,486
0
7
0
0
0
0
1
0
0
0
0
none
1
4,404
subscriber_complaint
0
1
1
0
0
1
1
1
1
0
0
0
0
1
0
0
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
1
0
0
1
1
0
0
1
4
1
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
0
1
0
0
0
0
0
0
1
1
0
0
0
0
1
0
2
0
5
TEL000065
GSMA Mobile Economy Africa 2024
https://www.gsma.com/solutions-and-impact/connectivity-for-good/mobile-economy/africa/
Ethiopia
5g_nrf_exploitation
signalling_plane
SIP
surveillance_vendor
Safaricom
4G_LTE
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2
0
0
0
42,053
0
0
5
1
0
0
0
1
0
0
0
0
none
1
2,548
signalling_firewall
1
0
1
0
0
0
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.3
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
1
1
0
1
0
1
0
0
0
2
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
1
0
0
0
1
0
0
1
0
0
0
0
0
3
TEL000838
GSMA Mobile Economy Africa 2024
https://www.gsma.com/solutions-and-impact/connectivity-for-good/mobile-economy/africa/
Nigeria
sim_swap_fraud
user_data_plane
proprietary_vendor
cybercriminal_syndicate
Ethio_Telecom
mixed_legacy
1
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
9
0
0
0
75,951
350,202
406,806
0
0
0
0
1
0
0
0
0
0
none
1
1
partner_operator_notification
1
1
0
0
0
1
1
1
1
1
0
1
0
0
0
0
0
0
0
0
1
0
0
1
1
1
0
0
0
0
0
0
0.95
0
0
0
0
0
1
0
0
1
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1
1
1
0
0
0
1
1
0
0
0
1
3
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
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
0
0
0
1
6
0
10
TEL003906
ENISA Telecom Security Incidents 2024
https://www.enisa.europa.eu/publications
Ghana
mobile_money_platform_attack
physical_layer
DNS
cybercriminal_syndicate
multiple_operators
satellite
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
0
10
0
0
0
745,125
59,249
0
274
0
0
0
0
1
0
0
0
0
none
0
0
undetected
1
0
1
0
0
0
1
1
0
1
0
0
0
0
0
0
0
1
0
1
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
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
1
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
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
0
1
2
0
0
TEL003773
ENISA Telecom Security Incidents 2024
https://www.enisa.europa.eu/publications
Zambia
sim_swap_fraud
core_network
none_physical
surveillance_vendor
Maroc_Telecom
4G_LTE
1
0
0
0
0
0
0
0
1
0
1
1
0
0
0
0
2
0
0
0
5,964,254
346,140
32,583
290
0
0
0
1
1
0
0
0
0
none
1
21
partner_operator_notification
1
1
0
0
0
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
1
1
0
0
0
0
0
0
0.3
0
0
0
0
0
1
1
0
1
0
1
1
1
1
0
0
0
1
1
0
0
0
0
0
1
0
1
0
0
0
1
1
0
0
0
1
3
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
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
8
0
8
End of preview. Expand in Data Studio

Telecommunications Infrastructure Attacks (Beyond SS7) — 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-telecom-infrastructure-attacks")

Overview

This dataset models attacks on African telecommunications infrastructure spanning legacy SS7 through to 5G core networks, SIM swap fraud, surveillance exploitation, and physical infrastructure attacks. Africa is a mobile-first continent with 615M subscribers (GSMA 2024), yet telecom security investment lags — fewer than 30% of African MNOs deploy signalling firewalls, and legacy 2G/3G networks with known SS7 vulnerabilities remain dominant.

Africa-specific patterns captured:

  • South Africa: Vodacom/MTN SIM swap epidemic (R300M+ annual losses), Cell C data breach, undersea cable dependencies
  • Nigeria: MTN Nigeria SIM registration fraud, NCC regulatory gaps, BTS spoofing in Lagos
  • Kenya: Safaricom M-Pesa SIM swap = financial theft, IMSI catcher surveillance reports
  • Egypt: Telecom Egypt as surveillance chokepoint, cable landing station (Alexandria) risks
  • Continental: SIM swap = mobile money access = financial theft (unique African attack chain)
  • Beyond SS7: Diameter (4G/LTE S6a/Gx/Rx), GTP tunnelling, 5G NRF/SEPP exploitation, SIP/VoIP fraud
  • Submarine cables: WACS, SAT-3, EASSy, SEACOM, 2Africa — single points of failure for entire nations
  • Chinese vendor risk: Huawei/ZTE core network equipment in 70%+ of African MNOs
  • Physical: Cable theft, tower vandalism, diesel theft from BTS sites — uniquely African threats
  • Surveillance: IMSI catchers, Pegasus/Predator, lawful intercept abuse targeting journalists/opposition

Attack Types

Type Description
sim_swap_fraud SIM swap for mobile money/banking theft
diameter_signalling_attack 4G/LTE Diameter protocol exploitation
gtp_tunnel_exploitation GTP tunnelling attacks
ss7_location_tracking SS7-based subscriber tracking
ss7_call_sms_intercept SS7 call/SMS interception
imsi_catcher_surveillance Fake base station surveillance
sip_voip_fraud SIP/VoIP toll fraud
bts_base_station_spoofing Rogue base station attacks
5g_nrf_exploitation 5G Network Repository Function attacks
5g_sepp_bypass 5G Security Edge Protection Proxy bypass
dns_hijacking_telecom DNS hijacking of telecom infrastructure
bgp_hijacking BGP route hijacking
submarine_cable_disruption Undersea cable attacks/cuts
core_network_intrusion Intrusion into core network elements
cdrs_billing_fraud CDR manipulation/billing fraud
ota_sim_attack Over-the-air SIM toolkit attacks
lawful_intercept_abuse Abuse of lawful intercept capabilities
physical_infrastructure_attack Tower/cable/equipment physical attacks
mobile_money_platform_attack Attacking mobile money platforms
roaming_fraud Roaming interconnect fraud

Protocols Modelled

Protocol Generation Description
SS7 MAP/ISUP/CAP 2G/3G Legacy signalling — still dominant in Africa
Diameter S6a/Gx/Rx 4G LTE Growing attack surface as LTE expands
GTP v1/v2 3G/4G GPRS Tunnelling Protocol
SIP/RTP All Voice over IP
PFCP 5G Packet Forwarding Control Protocol
HTTP/2 SBI 5G 5G Service-Based Interface
BGP/DNS Transport Routing and naming infrastructure
OTA SMS/USSD 2G-4G SIM management channels
Mobile Money API Service M-Pesa and similar platforms

Submarine Cables Modelled

WACS · SAT-3 · EASSy · SEACOM · 2Africa · MainOne · ACE · Equiano · PEACE

Sources

  1. GSMA Mobile Economy Africa 2024
  2. ENISA Telecom Security Incidents Report 2024
  3. Europol/INTERPOL SIM-swapping reports 2024-2025
  4. GSMA FS.11 SS7/Diameter Security Guidelines 2024
  5. 3GPP 5G Security Architecture (TS 33.501)
  6. AdaptiveMobile Security — Simjacker & African MNO vulnerabilities
  7. Citizen Lab — Pegasus/surveillance via African telecom
  8. INTERPOL Africa Cyberthreat Assessment 2025

Features

Column Type Description
record_id str Unique identifier
country str African country (20 countries)
attack_type str Attack type or "none"
network_layer str Network layer targeted
protocol_exploited str Protocol exploited
threat_actor str Threat actor type
target_operator str Target MNO/operator
network_generation str Network generation (2G-5G)
requires_network_access int64 1 if needs network access
requires_insider_access int64 1 if needs insider
requires_physical_access int64 1 if needs physical access
exploits_legacy_protocol int64 1 if exploits SS7/2G/3G
exploits_diameter int64 1 if exploits Diameter
exploits_5g_protocol int64 1 if exploits 5G protocols
exploits_vendor_backdoor int64 1 if vendor backdoor
chinese_equipment_involved int64 1 if Chinese equipment
sim_swap_social_engineering int64 1 if SIM swap via SE
sim_swap_insider_collusion int64 1 if SIM swap via insider
sim_swap_document_forgery int64 1 if SIM swap via forgery
mobile_money_targeted int64 1 if mobile money targeted
surveillance_purpose int64 1 if surveillance attack
targets_journalist_activist int64 1 if targets journalist
targets_political_figure int64 1 if targets politician
commercial_spyware_used int64 1 if commercial spyware
subscribers_affected int64 Subscribers affected
calls_intercepted int64 Calls intercepted
sms_intercepted int64 SMS intercepted
locations_tracked int64 Locations tracked
financial_loss_usd int64 Financial loss USD
revenue_loss_per_hour_usd int64 Revenue loss per hour
fraud_revenue_usd int64 Fraud revenue USD
service_outage_hours int64 Outage hours
data_breach int64 1 if data breach
cdrs_exposed int64 1 if CDRs exposed
subscriber_data_exposed int64 1 if subscriber data leaked
network_integrity_compromised int64 1 if integrity lost
interconnect_affected int64 1 if interconnect hit
cable_cut int64 1 if cable cut
tower_vandalised int64 1 if tower vandalised
fibre_stolen int64 1 if fibre stolen
diesel_theft int64 1 if diesel stolen
submarine_cable_name str Submarine cable name
detected int64 1 if detected
time_to_detect_hours int64 Hours to detection
detected_by str Detection method
signalling_firewall_deployed int64 1 if signalling firewall
incident_response_activated int64 1 if IR activated
regulator_notified int64 1 if regulator notified
gsma_reported int64 1 if reported to GSMA
law_enforcement_involved int64 1 if law enforcement
patch_applied int64 1 if patched
label int64 1 = attack, 0 = legitimate
is_synthetic int64 1 = synthetic data

Extracted Features

Feature Description
legacy_protocol / diameter_attack / fiveg_attack / beyond_ss7 Protocol exploitation
is_sim_swap / sim_swap_mobile_money SIM swap chain
surveillance_attack / authoritarian_surveillance / targets_civil_society Surveillance
physical_attack / submarine_cable_attack / infrastructure_theft Physical attacks
mass_subscriber_impact / nationwide_impact Scale
interception_attack / mass_surveillance Interception
any_financial_loss / high_fraud Financial impact
has_signalling_firewall / effective_response Defence posture
Attack type one-hot (21 types) type_sim_swap, type_diameter, type_5g_nrf, etc.
Network generation gen_2g, gen_4g, gen_5g, gen_legacy
Actor type actor_state, actor_sim_swap_gang, actor_surveillance_vendor
Regional flags is_west_africa, high_mobile_country, etc.
telecom_threat_score Composite telecom threat severity
surveillance_risk_score Surveillance risk score
infrastructure_resilience_score Infrastructure resilience score

Intelligence Sources

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

Citation

@misc{electricsheepafrica2026telecom,
  title = {Telecommunications Infrastructure Attacks Beyond SS7 (Africa)},
  author = {Electric Sheep Africa},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-telecom-infrastructure-attacks}}
}

License: MIT

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