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record_id
large_string
intelligence_source
large_string
intelligence_source_url
large_string
victim_country
large_string
raas_family
large_string
victim_sector
large_string
initial_access_vector
large_string
affiliate_type
large_string
encryption_type
large_string
exfiltration_method
large_string
payment_method
large_string
dwell_time_days
int64
lateral_movement
int64
privilege_escalation
int64
domain_admin_achieved
int64
backup_destroyed
int64
shadow_copies_deleted
int64
security_tools_disabled
int64
active_directory_compromised
int64
data_exfiltrated
int64
double_extortion
int64
triple_extortion
int64
leak_site_posted
int64
ddos_threat
int64
customer_notification_threat
int64
is_new_variant_test
int64
lower_ransom_than_global
int64
targets_weak_security_posture
int64
affiliate_recruited_africa
int64
uses_local_infrastructure
int64
ransom_demanded_usd
int64
ransom_paid
int64
ransom_paid_usd
int64
negotiation_occurred
int64
negotiation_duration_days
int64
systems_encrypted_pct
int64
downtime_hours
int64
total_financial_impact_usd
int64
data_loss_gb
int64
employees_affected
int64
customers_affected
int64
critical_services_disrupted
int64
patient_care_affected
int64
mobile_money_disrupted
int64
detected_before_encryption
int64
time_to_detect_hours
int64
detected_by
large_string
incident_response_activated
int64
external_ir_hired
int64
law_enforcement_contacted
int64
regulatory_notified
int64
had_backup
int64
backup_viable
int64
full_recovery
int64
recovery_time_days
int64
label
int64
is_synthetic
int64
attack_depth_score
int64
full_domain_compromise
int64
backup_neutralised
int64
defense_evasion
int64
advanced_attack
int64
long_dwell
int64
very_long_dwell
int64
quick_strike
int64
extortion_level
int64
data_exfiltrated.1
int64
double_extortion.1
int64
triple_extortion.1
int64
leak_site_used
int64
multi_pressure
int64
testing_ground_score
int64
is_testing_ground
int64
new_variant_test
int64
discounted_ransom
int64
weak_target_selected
int64
african_affiliate
int64
local_infrastructure
int64
log_ransom_demanded
float64
low_ransom
int64
medium_ransom
int64
high_ransom
int64
ransom_paid.1
int64
negotiation
int64
discount_pct
float64
high_encryption
int64
total_encryption
int64
extended_downtime
int64
severe_downtime
int64
log_financial_impact
float64
major_financial_impact
int64
catastrophic_impact
int64
large_data_loss
int64
mass_employee_impact
int64
mass_customer_impact
int64
critical_disruption
int64
patient_care_impact
int64
mobile_money_impact
int64
impact_severity_score
int64
early_detection
int64
fast_detection
int64
slow_detection
int64
ir_activated
int64
external_help
int64
law_enforcement
int64
regulatory_notified.1
int64
had_viable_backup
int64
no_backup
int64
backup_failed
int64
fully_recovered
int64
quick_recovery
int64
slow_recovery
int64
very_slow_recovery
int64
resilience_score
int64
detected_by_edr
int64
detected_by_user
int64
detected_by_ransom_note
int64
detected_by_siem
int64
detected_by_network
int64
family_lockbit
int64
family_blackcat
int64
family_akira
int64
family_black_basta
int64
family_clop
int64
family_play
int64
family_medusa
int64
family_rhysida
int64
family_ransomhub
int64
family_new_unknown
int64
family_legit
int64
access_phishing
int64
access_vuln_exploit
int64
access_brute_force
int64
access_credentials
int64
access_supply_chain
int64
professional_affiliate
int64
low_skill_affiliate
int64
african_affiliate_type
int64
iab_used
int64
insider_involved
int64
full_disk_encryption
int64
intermittent_encryption
int64
double_encryption
int64
crypto_payment
int64
anonymous_payment
int64
mobile_crypto_bridge
int64
not_paid
int64
sector_financial
int64
sector_government
int64
sector_healthcare
int64
sector_energy
int64
sector_critical
int64
is_west_africa
int64
is_east_africa
int64
is_southern_africa
int64
is_north_africa
int64
high_target_country
int64
raas_threat_score
float64
africa_exploitation_score
int64
RAAS001501
Check Point Research Africa Ransomware 2024
https://www.checkpoint.com/cyber-hub/threat-prevention/cyber-attack-trends/
Egypt
BianLian
education
stolen_credentials
unknown
file_level
telegram_bot
monero
3
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
1
1
40,359
1
15,762
1
20
14
670
214,148
4
151
2,970
0
0
0
1
0
edr_alert
1
0
0
1
0
0
0
160
1
1
1
0
1
0
0
0
0
0
0
1
0
0
0
0
3
1
0
1
0
1
1
4.61
0
1
0
1
1
60.9
0
0
1
0
5.33
0
0
0
0
0
0
0
0
4
1
1
0
1
0
0
1
0
1
0
0
0
1
1
2
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
1
0
0
0
0
0
0
0
0
0
0
1
1
14
16
RAAS002586
Sophos State of Ransomware 2024
https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/
Zimbabwe
INC_Ransom
healthcare
vpn_exploit
unknown
file_level
ftp_sftp
mixed_crypto
5
0
1
0
0
0
1
0
1
1
0
1
0
0
0
0
1
1
1
2,804
1
1,880
0
0
11
64
2,086,034
0
3,375
59,209
0
1
0
0
15
user_report
1
0
1
0
1
0
0
69
1
1
2
0
0
1
0
0
0
0
1
1
1
0
1
0
3
1
0
0
1
1
1
3.45
1
0
0
1
0
33
0
0
0
0
6.32
1
0
0
1
0
0
1
0
9
0
1
0
1
0
1
0
0
0
1
0
0
1
0
4
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
1
1
0
0
0
0
1
0
1
0
0
1
0
0
29.5
14
RAAS002653
Sophos State of Ransomware 2024
https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/
Zambia
BianLian
manufacturing
usb_physical_media
professional_affiliate
file_level
ftp_sftp
mixed_crypto
3
1
0
1
1
0
0
0
1
0
0
0
0
0
1
1
0
0
0
54,168
0
0
1
17
92
132
3,950,244
88
627
0
1
0
0
0
1
backup_failure_alert
1
1
0
0
0
0
1
26
1
1
3
0
1
0
0
0
0
0
0
1
0
0
0
0
2
0
1
1
0
0
0
4.73
0
1
0
0
1
0
1
1
0
0
6.6
1
0
0
0
0
1
0
0
10
0
1
0
1
1
0
0
0
1
0
1
0
0
0
3
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
25
10
RAAS001055
Sophos State of Ransomware 2024
https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/
South Africa
LockBit_3.0
energy_mining
usb_physical_media
nation_state_moonlighter
full_disk
telegram_bot
bitcoin
0
0
0
1
1
1
1
0
1
0
0
0
0
0
0
1
0
1
0
32,905
0
0
1
20
17
64
4,733,629
102
91
3,633
0
0
0
0
484
network_anomaly
0
0
0
0
0
0
0
3
1
1
4
0
1
1
0
0
0
1
0
1
0
0
0
0
2
0
0
1
0
1
0
4.52
0
1
0
0
1
0
0
0
0
0
6.68
1
0
1
0
0
0
0
0
5
0
0
1
0
0
0
0
0
1
0
0
1
0
0
-3
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
1
0
0
1
0
0
0
0
0
0
1
1
0
0
1
0
1
22.5
13
RAAS000705
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
unknown_new_variant
hospitality_tourism
phishing_email
low_skill_affiliate
file_level
ftp_sftp
bitcoin
0
0
0
1
0
0
0
0
1
1
1
0
0
1
0
1
1
0
0
20,921
1
9,232
0
0
26
123
28,483
499
4,212
248,557
0
0
0
0
60
siem_alert
1
1
0
0
1
0
0
89
1
1
1
0
0
0
0
0
0
1
2
1
1
1
0
0
2
0
0
1
1
0
0
4.32
1
0
0
1
0
55.9
0
0
0
0
4.45
0
0
1
1
1
0
0
0
2
0
0
0
1
1
0
0
0
0
1
0
0
1
0
2
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1
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
15
10
RAAS000106
Trend Micro RaaS Report 2024
https://www.trendmicro.com/vinfo/us/security/research-and-analysis/threat-reports
Cote d'Ivoire
8Base
financial_services
drive_by_download
unknown
vm_encryption
no_exfiltration
bitcoin
63
1
0
0
0
1
1
0
0
0
0
0
0
0
0
1
1
0
0
260,207
0
0
0
0
63
29
347,895
7
42,323
0
1
0
0
0
1
siem_alert
1
0
0
0
1
0
1
18
1
1
3
0
1
1
0
1
0
0
0
0
0
0
0
0
2
0
0
1
1
0
0
5.42
0
1
0
0
0
0
1
0
0
0
5.54
0
0
0
1
0
1
0
0
5
0
1
0
1
0
0
0
0
0
1
1
0
0
0
6
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
1
0
0
0
1
1
0
0
0
0
20.5
10
RAAS000589
Sophos State of Ransomware 2024
https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/
Morocco
unknown_new_variant
financial_services
exploited_public_vulnerability
african_local_affiliate
file_level
cloud_storage
monero
56
0
0
1
1
0
0
0
1
1
0
1
0
0
0
0
1
0
0
4,906
1
1,798
0
0
10
1,004
29,743
9
11,319
8,140
1
0
0
0
207
edr_alert
1
0
1
1
0
0
1
23
1
1
2
0
1
0
0
1
0
0
1
1
1
0
1
0
1
0
0
0
1
0
0
3.69
1
0
0
1
0
63.4
0
0
1
1
4.47
0
0
0
1
0
1
0
0
7
0
0
1
1
0
1
1
0
1
0
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
1
0
0
1
0
0
0
1
0
0
0
1
0
19.5
7
RAAS002468
Recorded Future Ransomware Analysis
https://www.recordedfuture.com/
Cote d'Ivoire
BianLian
logistics_transport
exploited_public_vulnerability
low_skill_affiliate
full_disk
custom_exfil_tool
monero
0
1
1
0
1
1
1
1
1
0
0
0
0
0
0
1
1
0
0
207,140
1
164,141
0
0
67
23
36,406
0
373
7,705
0
0
0
0
0
third_party_notification
0
0
1
0
1
0
1
1
1
1
6
0
1
1
1
0
0
1
0
1
0
0
0
0
2
0
0
1
1
0
0
5.32
0
1
0
1
0
20.8
1
0
0
0
4.56
0
0
0
0
0
0
0
0
4
0
1
0
0
0
1
0
0
0
1
1
1
0
0
4
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
1
1
0
0
0
0
0
0
0
1
0
0
0
0
25
10
RAAS002413
Recorded Future Ransomware Analysis
https://www.recordedfuture.com/
Nigeria
Cl0p
education
exploited_public_vulnerability
african_local_affiliate
double_encryption
custom_exfil_tool
bitcoin
85
1
0
0
1
0
0
0
1
0
0
0
0
0
1
1
1
1
0
17,569
1
11,795
0
0
81
20
2,406,929
55
17,923
0
1
0
1
0
1
ransom_note_discovered
1
1
1
1
0
0
0
1
1
1
2
0
1
0
0
1
0
0
0
1
0
0
0
0
4
1
1
1
1
1
0
4.24
1
0
0
1
0
32.9
1
1
0
0
6.38
1
0
0
1
0
1
0
1
13
0
1
0
1
1
1
1
0
1
0
0
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
0
0
1
0
0
0
0
1
1
0
0
0
0
0
0
0
0
1
0
0
0
1
31.5
24
RAAS001600
Check Point Research Africa Ransomware 2024
https://www.checkpoint.com/cyber-hub/threat-prevention/cyber-attack-trends/
Ghana
Royal
financial_services
exploited_public_vulnerability
low_skill_affiliate
intermittent
no_exfiltration
bitcoin_tumbled
4
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
4,010
0
0
1
2
20
1
321,342
227
301
1,109
0
0
0
1
135
third_party_notification
1
0
0
1
1
0
0
5
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1
0
0
1
1
1
3.6
1
0
0
0
1
0
0
0
0
0
5.51
0
0
1
0
0
0
0
0
0
1
0
0
1
0
0
1
0
0
1
0
1
0
0
5
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
1
0
1
1
0
0
1
0
0
0
1
1
0
0
0
0
8
14
RAAS002464
Sophos State of Ransomware 2024
https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/
Zambia
Black_Basta
construction_real_estate
phishing_email
professional_affiliate
intermittent
rclone
mobile_money_crypto_bridge
11
0
0
0
0
1
0
1
1
1
0
1
0
0
0
1
1
1
0
96,047
1
29,976
1
2
60
2,759
384,943
8
1,451
95,037
0
0
0
0
11
edr_alert
1
1
0
0
0
0
0
1
1
1
2
0
1
0
0
0
0
0
1
1
1
0
1
0
3
1
0
1
1
1
0
4.98
0
1
0
1
1
68.8
1
0
1
1
5.59
0
0
0
1
0
0
0
0
6
0
1
0
1
1
0
0
0
1
0
0
1
0
0
1
1
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
0
0
0
0
0
0
0
0
1
0
0
22
18
RAAS000228
Check Point Research Africa Ransomware 2024
https://www.checkpoint.com/cyber-hub/threat-prevention/cyber-attack-trends/
Kenya
ALPHV_BlackCat
hospitality_tourism
stolen_credentials
professional_affiliate
partial_selective
tor_hidden_service
monero
102
1
1
0
1
1
1
0
1
0
0
0
0
0
0
1
1
1
0
326,146
0
0
0
0
55
2,727
43,333,264
4,150
64
937,738
1
0
0
0
1
siem_alert
1
1
1
0
0
0
0
176
1
1
5
0
1
1
1
1
1
0
0
1
0
0
0
0
3
1
0
1
1
1
0
5.51
0
1
0
0
0
0
1
0
1
1
7.64
1
1
1
0
1
1
0
0
12
0
1
0
1
1
1
0
0
1
0
0
0
1
1
-1
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
1
0
0
1
37
18
RAAS000915
Trend Micro RaaS Report 2024
https://www.trendmicro.com/vinfo/us/security/research-and-analysis/threat-reports
Egypt
Black_Basta
healthcare
phishing_email
unknown
intermittent
custom_exfil_tool
bitcoin
100
0
1
1
0
1
1
1
1
1
1
1
0
0
0
1
1
1
1
2,373
1
1,130
0
0
14
3,120
423,894
4,800
20
61,280
0
1
0
0
21
network_anomaly
0
0
0
1
1
0
0
68
1
1
5
1
1
1
1
1
1
0
2
1
1
1
1
0
4
1
0
1
1
1
1
3.38
1
0
0
1
0
52.4
0
0
1
1
5.63
0
0
1
0
0
0
1
0
8
0
1
0
0
0
0
1
0
0
1
0
0
1
0
2
0
0
0
0
1
0
0
0
1
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
1
0
1
0
0
0
1
1
43
19
RAAS000794
Check Point Research Africa Ransomware 2024
https://www.checkpoint.com/cyber-hub/threat-prevention/cyber-attack-trends/
South Africa
Cactus
energy_mining
usb_physical_media
professional_affiliate
full_disk
ftp_sftp
bitcoin
98
0
0
1
0
0
0
1
1
0
0
0
0
0
0
0
0
1
0
3,195
0
0
0
0
12
3,045
16,769
4
33
114,731
1
0
1
0
1
network_anomaly
1
1
0
0
1
0
0
2
1
1
2
1
0
0
0
1
1
0
0
1
0
0
0
0
1
0
0
0
0
1
0
3.5
1
0
0
0
0
0
0
0
1
1
4.22
0
0
0
0
1
1
0
1
10
0
1
0
1
1
0
0
0
0
1
0
1
0
0
4
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
1
0
0
1
0
0
0
0
0
0
1
1
0
0
1
0
1
25
9
RAAS003021
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
Rwanda
LockBit_3.0
media_entertainment
supply_chain_compromise
low_skill_affiliate
file_level
custom_exfil_tool
monero
301
1
1
1
1
0
0
1
1
0
0
0
0
0
1
1
1
0
1
983,848
0
0
0
0
97
15
428,426
674
2,428
97,686
1
0
0
0
138
network_anomaly
1
0
0
1
0
0
1
82
1
1
5
1
1
0
1
1
1
0
0
1
0
0
0
0
4
1
1
1
1
0
1
5.99
0
0
1
0
0
0
1
1
0
0
5.63
0
0
1
1
0
1
0
0
7
0
0
0
1
0
0
1
0
1
0
1
0
1
0
1
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
1
0
0
0
32.5
18
RAAS003543
Check Point Research Africa Ransomware 2024
https://www.checkpoint.com/cyber-hub/threat-prevention/cyber-attack-trends/
Nigeria
NoEscape
healthcare
exploited_public_vulnerability
african_local_affiliate
file_level
no_exfiltration
mixed_crypto
1
0
1
0
1
1
0
1
0
0
0
0
0
0
1
1
0
1
0
7,033
0
0
0
0
93
4,158
194,733
0
36,294
19,473
0
1
0
1
16
edr_alert
1
0
0
0
0
0
1
27
1
1
4
0
1
0
0
0
0
1
0
0
0
0
0
0
3
1
1
1
0
1
0
3.85
1
0
0
0
0
0
1
1
1
1
5.29
0
0
0
1
0
0
1
0
8
1
1
0
1
0
0
0
0
1
0
1
0
0
0
6
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
1
1
0
0
0
0
1
0
1
1
0
0
0
1
26
16
RAAS001073
Sophos State of Ransomware 2024
https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/
Cote d'Ivoire
BianLian
construction_real_estate
phishing_email
low_skill_affiliate
intermittent
cloud_storage
not_paid
140
0
1
0
1
1
0
0
1
1
0
0
0
0
1
0
0
0
1
1,749,600
1
781,135
0
0
6
14
31,692
65
1,830
9,746
1
0
0
1
248
ransom_note_discovered
1
0
0
0
0
0
0
5
1
1
3
0
1
0
0
1
1
0
1
1
1
0
0
0
2
0
1
0
0
0
1
6.24
0
0
1
1
0
55.4
0
0
0
0
4.5
0
0
0
1
0
1
0
0
5
1
0
1
1
0
0
0
0
1
0
0
1
0
0
2
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
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
20.5
8
RAAS003351
Recorded Future Ransomware Analysis
https://www.recordedfuture.com/
Morocco
LockBit_3.0
energy_mining
rdp_brute_force
initial_access_broker
full_disk
tor_hidden_service
bitcoin
1
1
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
1
0
3,409,196
0
0
0
0
89
18
124,315
1
315
5,951
0
0
1
0
24
network_anomaly
0
1
1
0
1
1
0
14
1
1
3
0
1
0
0
0
0
1
0
1
0
0
0
0
1
0
0
0
0
1
0
6.53
0
0
1
0
0
0
1
1
0
0
5.09
0
0
0
0
0
0
0
1
7
0
1
0
0
1
1
0
1
0
0
0
0
0
0
5
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
1
0
0
1
0
0
0
0
0
0
1
1
0
0
0
1
0
18.5
9
RAAS001744
Sophos State of Ransomware 2024
https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/
South Africa
Medusa
retail_ecommerce
exploited_public_vulnerability
initial_access_broker
full_disk
rclone
monero
0
0
1
0
1
0
0
0
1
1
1
1
0
0
0
1
0
1
0
40,009
0
0
0
0
5
7
2,060,714
10
38,032
105,298
1
0
0
1
15
siem_alert
1
1
1
1
1
0
1
3
1
1
2
0
1
0
0
0
0
1
2
1
1
1
1
0
2
0
0
1
0
1
0
4.6
0
1
0
0
0
0
0
0
0
0
6.31
1
0
0
1
1
1
0
0
8
1
1
0
1
1
1
1
0
0
1
1
1
0
0
9
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
1
1
0
0
0
0
0
0
0
0
0
1
0
1
26
11
RAAS001084
Trend Micro RaaS Report 2024
https://www.trendmicro.com/vinfo/us/security/research-and-analysis/threat-reports
South Africa
RansomHub
healthcare
rdp_brute_force
african_local_affiliate
file_level
rclone
bitcoin
354
1
0
0
1
0
0
0
1
0
0
0
0
0
0
0
1
1
0
4,105,433
1
1,944,597
0
0
31
345
14,286,316
234
27
297,328
1
0
1
0
193
third_party_notification
1
0
1
0
0
0
0
153
1
1
2
0
1
0
0
1
1
0
0
1
0
0
0
0
2
0
0
0
1
1
0
6.61
0
0
1
1
0
52.6
0
0
1
0
7.15
1
1
1
0
1
1
0
1
13
0
0
1
1
0
1
0
0
1
0
0
0
1
1
-3
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
1
0
0
0
0
0
1
0
1
0
0
1
0
1
27.5
16
RAAS000926
Check Point Research Africa Ransomware 2024
https://www.checkpoint.com/cyber-hub/threat-prevention/cyber-attack-trends/
Mozambique
Play
construction_real_estate
social_engineering_phone
insider_collaborator
intermittent
custom_exfil_tool
bitcoin
126
1
1
1
0
1
0
0
1
1
0
0
0
0
0
1
1
1
1
314,091
0
0
1
12
83
2,410
7,593,942
834
296
508,392
0
0
0
0
1
third_party_notification
1
1
0
0
1
0
0
66
1
1
4
0
1
0
0
1
1
0
1
1
1
0
0
0
4
1
0
1
1
1
1
5.5
0
1
0
0
1
0
1
1
1
1
6.88
1
0
1
0
1
0
0
0
9
0
1
0
1
1
0
0
0
0
1
0
0
1
0
4
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
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
32.5
19
RAAS003049
Recorded Future Ransomware Analysis
https://www.recordedfuture.com/
Zambia
Rhysida
logistics_transport
insider_access
african_local_affiliate
partial_selective
cloud_storage
mixed_crypto
85
1
0
0
0
1
0
0
1
1
0
1
0
0
1
1
1
1
0
204,908
0
0
0
0
38
410
12,132
233
183
8,400
1
0
0
0
87
edr_alert
0
1
0
1
0
0
0
179
1
1
2
0
1
0
0
1
0
0
1
1
1
0
1
0
4
1
1
1
1
1
0
5.31
0
1
0
0
0
0
0
0
1
0
4.08
0
0
1
0
0
1
0
0
7
0
0
0
0
1
0
1
0
1
0
0
0
1
1
-5
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
1
1
0
0
0
0
0
0
0
0
0
1
0
0
25.5
21
RAAS001117
Trend Micro RaaS Report 2024
https://www.trendmicro.com/vinfo/us/security/research-and-analysis/threat-reports
Kenya
LockBit_3.0
manufacturing
rdp_brute_force
low_skill_affiliate
intermittent
telegram_bot
bitcoin
1
0
1
1
0
1
0
0
1
1
0
1
0
0
0
1
1
1
1
874,917
0
0
1
19
6
699
2,186,416
9,519
422
0
1
0
0
0
368
edr_alert
1
0
0
0
1
0
1
90
1
1
3
0
1
0
0
0
0
1
1
1
1
0
1
0
4
1
0
1
1
1
1
5.94
0
0
1
0
1
0
0
0
1
0
6.34
1
0
1
0
0
1
0
0
10
0
0
1
1
0
0
0
0
0
1
1
0
1
0
4
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
0
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1
32
19
RAAS000642
Recorded Future Ransomware Analysis
https://www.recordedfuture.com/
Ethiopia
LockBit_3.0
hospitality_tourism
stolen_credentials
initial_access_broker
full_disk
tor_hidden_service
bitcoin
6
0
1
1
1
1
0
0
1
0
0
0
0
0
1
0
0
0
1
3,281
0
0
0
0
39
12
2,087,584
289
3,712
372
1
0
0
1
240
third_party_notification
1
1
0
0
1
0
0
27
1
1
4
0
1
0
0
0
0
0
0
1
0
0
0
0
2
0
1
0
0
0
1
3.52
1
0
0
0
0
0
0
0
0
0
6.32
1
0
1
1
0
1
0
0
8
1
0
1
1
1
0
0
0
0
1
0
0
0
0
5
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
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
24
6
RAAS004767
Trend Micro RaaS Report 2024
https://www.trendmicro.com/vinfo/us/security/research-and-analysis/threat-reports
Nigeria
LockBit_3.0
government
stolen_credentials
nation_state_moonlighter
intermittent
cloud_storage
bitcoin
25
1
0
0
1
1
0
1
1
0
0
0
0
0
0
0
0
1
0
371,953
0
0
1
5
45
489
27,865
495
6,324
15,348
0
0
0
0
468
edr_alert
0
1
1
1
0
0
1
7
1
1
4
0
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
5.57
0
1
0
0
1
0
0
0
1
0
4.45
0
0
1
1
0
0
0
0
4
0
0
1
0
1
1
1
0
1
0
1
1
0
0
-1
1
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
1
0
1
0
0
0
0
1
0
0
1
1
0
0
0
1
16
8
RAAS000501
Check Point Research Africa Ransomware 2024
https://www.checkpoint.com/cyber-hub/threat-prevention/cyber-attack-trends/
Cote d'Ivoire
Royal
agriculture
stolen_credentials
unknown
file_level
tor_hidden_service
mixed_crypto
0
1
1
0
1
1
1
0
1
0
0
0
0
0
1
0
1
0
1
15,281
0
0
1
28
96
3,494
1,346,139
285
16
447,931
1
0
0
0
503
third_party_notification
0
1
0
1
0
0
0
78
1
1
5
0
1
1
1
0
0
1
0
1
0
0
0
0
3
1
1
0
1
0
1
4.18
1
0
0
0
1
0
1
1
1
1
6.13
1
0
1
0
1
1
0
0
12
0
0
1
0
1
0
1
0
1
0
0
0
1
0
-3
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
1
0
0
0
0
0
0
0
1
0
0
0
0
37
13
RAAS004066
Check Point Research Africa Ransomware 2024
https://www.checkpoint.com/cyber-hub/threat-prevention/cyber-attack-trends/
South Africa
Cl0p
financial_services
phishing_email
low_skill_affiliate
partial_selective
ftp_sftp
mixed_crypto
338
1
0
1
1
1
0
0
1
0
0
0
0
0
1
0
1
0
1
70,969
1
53,540
1
5
89
1,385
49,508
0
221
8,911
1
0
0
0
1
edr_alert
0
1
0
1
0
0
0
111
1
1
4
0
1
0
0
1
1
0
0
1
0
0
0
0
3
1
1
0
1
0
1
4.85
0
1
0
1
1
24.6
1
1
1
1
4.69
0
0
0
0
0
1
0
0
9
0
1
0
0
1
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
1
0
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
1
0
0
0
1
0
0
1
0
1
27.5
13
RAAS000333
Trend Micro RaaS Report 2024
https://www.trendmicro.com/vinfo/us/security/research-and-analysis/threat-reports
Egypt
Medusa
energy_mining
usb_physical_media
professional_affiliate
full_disk
mega_upload
monero
25
1
0
0
0
0
0
0
1
1
1
0
0
0
1
1
1
0
1
1,294,103
1
519,083
1
5
95
24
33,664,933
607
386
40,957
0
0
0
0
15
user_report
1
1
1
1
1
0
0
100
1
1
1
0
0
0
0
0
0
0
2
1
1
1
0
0
4
1
1
1
1
0
1
6.11
0
0
1
1
1
59.9
1
1
0
0
7.53
1
1
1
0
0
0
0
0
7
0
1
0
1
1
1
1
0
0
1
0
0
1
1
2
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
1
0
0
1
1
0
0
0
0
0
1
1
0
0
0
1
1
26.5
16
RAAS004684
Recorded Future Ransomware Analysis
https://www.recordedfuture.com/
Nigeria
ALPHV_BlackCat
financial_services
exploited_public_vulnerability
african_local_affiliate
double_encryption
tor_hidden_service
monero
10
1
1
0
0
1
1
0
1
1
0
1
0
1
1
1
1
1
1
2,000
0
0
0
0
38
2,078
34,868
8,953
2,242
70,442
0
0
1
0
243
user_report
1
1
1
1
0
0
1
48
1
1
4
0
1
1
0
0
0
0
1
1
1
0
1
1
5
1
1
1
1
1
1
3.3
1
0
0
0
0
0
0
0
1
1
4.54
0
0
1
1
0
0
0
1
7
0
0
1
1
1
1
1
0
1
0
1
0
1
0
1
0
1
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
1
1
1
0
0
1
0
0
0
1
1
0
0
0
1
34.5
27
RAAS000486
Check Point Research Africa Ransomware 2024
https://www.checkpoint.com/cyber-hub/threat-prevention/cyber-attack-trends/
Ghana
Black_Basta
logistics_transport
exploited_public_vulnerability
low_skill_affiliate
full_disk
custom_exfil_tool
monero
6
0
1
0
1
0
0
0
1
1
0
0
0
1
0
1
1
1
1
142,742
1
101,941
1
18
65
3,290
17,989
30
154
0
1
0
0
0
305
ransom_note_discovered
1
1
0
0
1
1
0
163
1
1
2
0
1
0
0
0
0
0
1
1
1
0
0
0
4
1
0
1
1
1
1
5.15
0
1
0
1
1
28.6
1
0
1
1
4.26
0
0
0
0
0
1
0
0
9
0
0
1
1
1
0
0
1
0
0
0
0
1
1
3
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
1
0
0
0
0
0
0
0
1
0
0
0
0
28.5
19
RAAS001962
Check Point Research Africa Ransomware 2024
https://www.checkpoint.com/cyber-hub/threat-prevention/cyber-attack-trends/
Ethiopia
8Base
water_utilities
stolen_credentials
insider_collaborator
full_disk
no_exfiltration
monero
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
96,255
0
0
1
30
80
1,168
4,840,959
557
36
103
0
0
0
0
428
user_report
1
0
0
0
1
0
0
168
1
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
0
0
4.98
0
1
0
0
1
0
1
0
1
1
6.68
1
0
1
0
0
0
0
0
7
0
0
1
1
0
0
0
0
0
1
0
0
1
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
1
0
0
1
1
0
0
0
0
0
0
1
0
1
0
0
0
14.5
3
RAAS000393
Recorded Future Ransomware Analysis
https://www.recordedfuture.com/
Nigeria
LockBit_3.0
manufacturing
drive_by_download
low_skill_affiliate
file_level
custom_exfil_tool
monero
44
1
0
1
1
0
0
1
1
0
0
0
0
0
0
1
0
0
1
17,354
0
0
0
0
64
1,146
48,172,137
1
78
0
1
0
0
1
6
third_party_notification
0
1
0
0
0
0
0
163
1
1
4
1
1
0
0
1
0
0
0
1
0
0
0
0
2
0
0
1
0
0
1
4.24
1
0
0
0
0
0
1
0
1
1
7.68
1
1
0
0
0
1
0
0
12
1
1
0
0
1
0
0
0
1
0
0
0
1
1
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
1
1
0
0
0
0
0
0
0
1
0
0
0
1
34
10
RAAS004842
Sophos State of Ransomware 2024
https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/
Senegal
Cl0p
telecommunications
vpn_exploit
insider_collaborator
file_level
no_exfiltration
bitcoin
5
1
1
0
0
0
1
1
0
0
0
0
0
0
1
1
1
1
0
5,263
0
0
0
0
95
174
426,891
32
296
3,467
0
0
0
1
10
third_party_notification
1
0
0
0
1
0
0
26
1
1
4
0
0
1
0
0
0
0
0
0
0
0
0
0
4
1
1
1
1
1
0
3.72
1
0
0
0
0
0
1
1
1
0
5.63
0
0
0
0
0
0
0
0
4
1
1
0
1
0
0
0
0
0
1
0
0
0
0
7
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
1
0
0
0
1
0
0
0
0
0
0
0
1
1
0
0
0
0
25
19
RAAS004866
Check Point Research Africa Ransomware 2024
https://www.checkpoint.com/cyber-hub/threat-prevention/cyber-attack-trends/
Zimbabwe
Black_Basta
financial_services
rdp_brute_force
low_skill_affiliate
full_disk
tor_hidden_service
bitcoin
21
0
0
1
1
0
1
0
1
1
0
1
0
0
0
0
0
0
0
68,712
0
0
0
0
100
52
3,881,678
6,608
3,677
448,977
0
0
1
0
27
ransom_note_discovered
1
0
0
0
1
0
0
167
1
1
3
0
1
1
0
0
0
0
1
1
1
0
1
0
0
0
0
0
0
0
0
4.84
0
1
0
0
0
0
1
1
0
0
6.59
1
0
1
1
1
0
0
1
10
0
0
0
1
0
0
0
0
0
1
0
0
1
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
1
0
0
0
1
0
0
0
1
0
0
1
0
0
27
3
RAAS001755
Sophos State of Ransomware 2024
https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/
South Africa
Play
water_utilities
phishing_email
initial_access_broker
file_level
cloud_storage
not_paid
2
0
1
1
1
1
1
0
1
1
0
0
0
0
1
0
1
1
0
28,619
1
19,776
0
0
62
8
12,344,720
4
5,797
5,880
0
0
0
0
0
siem_alert
1
0
0
0
1
1
1
5
1
1
5
0
1
1
1
0
0
0
1
1
1
0
0
0
3
1
1
0
1
1
0
4.46
0
1
0
1
0
30.9
1
0
0
0
7.09
1
1
0
1
0
0
0
0
7
0
1
0
1
0
0
0
1
0
0
1
1
0
0
9
0
0
0
1
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
1
0
0
0
0
1
0
0
1
0
1
32.5
14
RAAS002515
Sophos State of Ransomware 2024
https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/
Cameroon
ALPHV_BlackCat
financial_services
insider_access
african_local_affiliate
intermittent
ftp_sftp
bitcoin
15
1
1
0
1
0
0
0
1
1
0
0
0
1
0
1
1
0
0
18,735
1
9,201
0
0
6
6
407,208
5
7,275
556,986
0
0
0
1
156
backup_failure_alert
1
0
1
0
0
0
1
80
1
1
3
0
1
0
0
0
0
0
1
1
1
0
0
0
2
0
0
1
1
0
0
4.27
1
0
0
1
0
50.9
0
0
0
0
5.61
0
0
0
1
1
0
0
0
2
1
0
0
1
0
1
0
0
1
0
1
0
1
0
4
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
1
0
0
0
1
0
0
0
1
1
0
0
0
0
16
12
RAAS003585
Recorded Future Ransomware Analysis
https://www.recordedfuture.com/
Tanzania
Cactus
energy_mining
phishing_email
low_skill_affiliate
partial_selective
ftp_sftp
bitcoin
1
1
0
0
0
1
0
1
1
1
0
1
0
0
0
1
1
0
1
3,672
0
0
0
0
14
3,218
3,643,738
2
957
413,575
1
0
0
0
19
backup_failure_alert
1
1
1
0
1
0
1
171
1
1
3
0
1
0
0
0
0
1
1
1
1
0
1
0
3
1
0
1
1
0
1
3.56
1
0
0
0
0
0
0
0
1
1
6.56
1
0
0
0
1
1
0
0
10
0
1
0
1
1
1
0
0
0
1
1
0
1
1
4
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
0
1
1
0
1
0
0
0
30
13
RAAS004315
Recorded Future Ransomware Analysis
https://www.recordedfuture.com/
Nigeria
Cactus
logistics_transport
vpn_exploit
professional_affiliate
file_level
tor_hidden_service
bitcoin
0
0
0
1
0
0
0
1
1
1
0
0
0
1
0
1
1
0
1
69,328
1
28,934
0
0
36
7
45,224
853
44,506
95,909
0
0
0
0
151
network_anomaly
0
1
0
0
1
1
1
120
1
1
2
1
0
0
0
0
0
1
1
1
1
0
0
0
3
1
0
1
1
0
1
4.84
0
1
0
1
0
58.3
0
0
0
0
4.66
0
0
1
1
0
0
0
0
2
0
0
0
0
1
0
0
1
0
0
1
0
1
1
3
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
1
0
0
0
0
0
0
0
0
1
0
0
0
1
20
13
RAAS004966
Sophos State of Ransomware 2024
https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/
South Africa
unknown_new_variant
healthcare
insider_access
low_skill_affiliate
full_disk
mega_upload
bitcoin_tumbled
1
0
1
0
1
1
1
0
1
1
0
1
0
1
0
0
1
1
0
1,666,327
0
0
0
0
13
137
35,280
77
32
0
1
0
1
0
11
siem_alert
1
1
0
0
0
0
1
176
1
1
4
0
1
1
0
0
0
1
1
1
1
0
1
1
2
0
0
0
1
1
0
6.22
0
0
1
0
0
0
0
0
0
0
4.55
0
0
0
0
0
1
0
1
8
0
1
0
1
1
0
0
0
1
0
1
0
1
1
1
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
0
1
1
0
0
0
0
1
0
1
0
0
1
0
1
30
16
RAAS002099
Sophos State of Ransomware 2024
https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/
South Africa
LockBit_3.0
energy_mining
vpn_exploit
african_local_affiliate
full_disk
rclone
monero
113
0
0
1
1
1
0
0
1
1
0
1
0
0
1
1
1
0
0
1,182
0
0
0
0
11
443
30,396,060
0
2,512
465,015
0
0
0
0
31
backup_failure_alert
0
0
1
1
1
1
0
6
1
1
3
0
1
0
0
1
1
0
1
1
1
0
1
0
3
1
1
1
1
0
0
3.07
1
0
0
0
0
0
0
0
1
0
7.48
1
1
0
1
1
0
0
0
7
0
0
0
0
0
1
1
1
0
0
0
1
0
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
1
0
0
1
0
0
1
1
0
0
0
0
0
1
1
0
0
1
0
1
25.5
13
RAAS003599
Trend Micro RaaS Report 2024
https://www.trendmicro.com/vinfo/us/security/research-and-analysis/threat-reports
Uganda
ALPHV_BlackCat
government
vpn_exploit
professional_affiliate
partial_selective
custom_exfil_tool
mixed_crypto
26
1
1
0
1
1
0
0
1
0
0
0
0
0
0
0
1
0
0
27,752
0
0
0
0
62
163
3,918,204
90
1,102
200,625
1
0
0
0
168
siem_alert
0
0
1
0
1
1
1
64
1
1
4
0
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
4.44
0
1
0
0
0
0
1
0
0
0
6.59
1
0
0
1
1
1
0
0
10
0
0
0
0
0
1
0
1
0
0
1
0
1
0
5
0
0
0
1
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
1
0
0
0
1
0
0
1
0
1
0
0
0
25
5
RAAS004121
Trend Micro RaaS Report 2024
https://www.trendmicro.com/vinfo/us/security/research-and-analysis/threat-reports
South Africa
LockBit_3.0
healthcare
stolen_credentials
initial_access_broker
file_level
custom_exfil_tool
mixed_crypto
21
1
1
0
1
1
0
0
1
0
0
0
0
0
1
1
1
1
1
721,458
1
278,351
1
15
87
467
245,268
65
4
11,725
1
0
0
0
0
backup_failure_alert
1
1
0
0
0
0
0
155
1
1
4
0
1
0
0
0
0
0
0
1
0
0
0
0
5
1
1
1
1
1
1
5.86
0
0
1
1
1
61.4
1
1
1
0
5.39
0
0
0
0
0
1
0
0
9
0
1
0
1
1
0
0
0
1
0
0
0
1
1
-1
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
0
0
0
1
1
0
0
0
0
1
0
1
0
0
1
0
1
31.5
24
RAAS000029
Check Point Research Africa Ransomware 2024
https://www.checkpoint.com/cyber-hub/threat-prevention/cyber-attack-trends/
Kenya
Royal
education
phishing_email
professional_affiliate
file_level
no_exfiltration
monero
3
1
1
0
1
1
0
0
0
0
0
0
0
0
0
1
1
0
0
2,043,904
0
0
0
0
7
59
4,742,395
753
41,152
12,192
1
0
0
0
6
user_report
0
1
1
0
1
1
1
18
1
1
4
0
1
0
0
0
0
0
0
0
0
0
0
0
2
0
0
1
1
0
0
6.31
0
0
1
0
0
0
0
0
0
0
6.68
1
0
1
1
0
1
0
0
6
0
1
0
0
1
1
0
1
0
0
1
0
0
0
7
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
0
0
0
0
1
1
0
0
0
0
0
0
0
0
1
0
0
1
21
10
RAAS000065
Sophos State of Ransomware 2024
https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/
South Africa
Cl0p
healthcare
stolen_credentials
low_skill_affiliate
partial_selective
cloud_storage
bitcoin_tumbled
1
0
1
0
1
0
0
0
1
0
0
0
0
0
0
1
0
1
1
7,787
0
0
1
18
35
18
22,449
95
23
466,704
1
0
0
0
0
edr_alert
0
0
1
0
1
0
0
147
1
1
2
0
1
0
0
0
0
1
0
1
0
0
0
0
3
1
0
1
0
1
1
3.89
1
0
0
0
1
0
0
0
0
0
4.35
0
0
0
0
1
1
0
0
5
0
1
0
0
0
1
0
0
0
1
0
0
1
1
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
0
0
0
0
1
1
0
0
0
0
1
0
1
0
0
1
0
1
17.5
14
RAAS000838
Sophos State of Ransomware 2024
https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/
Egypt
INC_Ransom
financial_services
rdp_brute_force
professional_affiliate
partial_selective
ftp_sftp
not_paid
0
1
1
0
0
0
0
1
1
0
0
0
0
0
0
1
1
1
0
501,221
0
0
0
0
21
4,036
22,965
27
1,852
1,111
0
0
0
0
24
third_party_notification
1
0
1
0
1
0
1
17
1
1
3
0
0
0
0
0
0
1
0
1
0
0
0
0
3
1
0
1
1
1
0
5.7
0
0
1
0
0
0
0
0
1
1
4.36
0
0
0
1
0
0
0
0
4
0
1
0
1
0
1
0
0
0
1
1
0
0
0
6
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
0
0
0
0
0
0
0
1
1
0
0
0
1
0
0
0
1
1
18
16
RAAS003906
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
Morocco
Royal
energy_mining
phishing_email
unknown
vm_encryption
custom_exfil_tool
mobile_money_crypto_bridge
5
1
1
0
1
1
1
0
1
0
0
0
0
0
0
0
0
1
1
2,569,728
1
1,956,470
0
0
86
2,910
7,795,488
0
3,550
2,043
0
0
1
0
717
backup_failure_alert
1
1
0
0
1
0
0
14
1
1
5
0
1
1
1
0
0
0
0
1
0
0
0
0
2
0
0
0
0
1
1
6.41
0
0
1
1
0
23.9
1
1
1
1
6.89
1
0
0
1
0
0
0
1
12
0
0
1
1
1
0
0
0
0
1
0
0
0
0
2
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
1
0
0
0
0
1
1
0
0
0
1
0
35
12
RAAS003773
Check Point Research Africa Ransomware 2024
https://www.checkpoint.com/cyber-hub/threat-prevention/cyber-attack-trends/
DRC
Akira
financial_services
social_engineering_phone
initial_access_broker
file_level
rclone
bitcoin
1
0
1
0
1
1
1
0
1
1
0
1
0
0
1
0
1
0
1
838,347
1
322,656
0
0
41
488
40,578,529
64
3,236
631,688
1
0
0
0
15
user_report
1
1
0
0
1
1
0
4
1
1
4
0
1
1
0
0
0
1
1
1
1
0
1
0
3
1
1
0
1
0
1
5.92
0
0
1
1
0
61.5
0
0
1
0
7.61
1
1
0
1
1
1
0
0
10
0
1
0
1
1
0
0
1
0
0
0
1
0
0
7
0
1
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
1
0
0
0
1
0
0
0
1
0
0
1
0
0
35
11
RAAS004635
Trend Micro RaaS Report 2024
https://www.trendmicro.com/vinfo/us/security/research-and-analysis/threat-reports
Nigeria
8Base
manufacturing
social_engineering_phone
nation_state_moonlighter
intermittent
ftp_sftp
monero
10
0
0
0
1
0
0
1
1
1
0
1
0
1
0
0
1
1
0
240,094
1
87,411
0
0
14
451
139,728
65
10
0
0
0
0
1
80
third_party_notification
0
1
0
1
1
1
1
142
1
1
2
0
1
0
0
0
0
0
1
1
1
0
1
1
2
0
0
0
1
1
0
5.38
0
1
0
1
0
63.6
0
0
1
0
5.15
0
0
0
0
0
0
0
0
4
1
0
0
0
1
0
1
1
0
0
1
0
1
1
6
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
1
1
0
0
0
0
0
0
0
1
0
0
0
1
17
11
End of preview. Expand in Data Studio

Ransomware-as-a-Service Testing Grounds — 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-ransomware-as-a-service")

Overview

This dataset models Ransomware-as-a-Service (RaaS) operations targeting African organisations, with a specific focus on Africa as a "testing ground" for new ransomware variants before global deployment. Sophos reports 78% of African organisations were hit by ransomware in 2024, while Check Point identifies Africa as the most attacked continent for ransomware.

Africa-specific patterns captured:

  • South Africa: Most targeted — Transnet port/rail shutdown (2021), NHLS health labs, City of Johannesburg, JSE-listed corporates
  • Nigeria: Banking sector double-extortion, oil & gas targeting, NIBSS payment disruption
  • Kenya: M-Pesa ecosystem disruption attempts, government ministry attacks
  • Egypt: Suez logistics firms, critical infrastructure targeting
  • Testing ground dynamics: New RaaS variants deployed in Africa first — lower security, less law enforcement response, volume-over-value strategy
  • Low ransom economics: $5K-$50K demands vs $500K+ in the West — African-adjusted pricing
  • African affiliates: Low-skill attackers recruited via Telegram/dark web as RaaS affiliates
  • Mobile money bridge: Ransom payments via mobile money-to-crypto bridges unique to Africa
  • Recovery gap: <10% of African orgs have tested incident response plans, <30% have viable backups

RaaS Families Modelled

Family Description
LockBit_3.0 Dominant global RaaS, active in Africa
ALPHV_BlackCat Rust-based, double extortion
Akira Targeting African SMEs
Black_Basta Corporate targeting
Cl0p MOVEit exploitation, data theft focus
Play Government/healthcare targeting
Medusa African government victims
Rhysida Healthcare/education focus
RansomHub Emerging RaaS with African presence
unknown_new_variant New variants tested in Africa first

Initial Access Vectors

Vector Description
phishing_email Phishing as initial entry
exploited_public_vulnerability Unpatched vulnerabilities
rdp_brute_force RDP brute force (common in Africa)
stolen_credentials Purchased/stolen credentials
vpn_exploit VPN gateway exploitation
supply_chain_compromise Via vendor/supplier
insider_access Insider threat

Sources

  1. Sophos State of Ransomware Africa 2024
  2. Kaspersky Africa Ransomware Report 2024
  3. Check Point Research — Africa ransomware statistics 2024
  4. Trend Micro RaaS Ecosystem Report 2024
  5. INTERPOL Africa Cyberthreat Assessment 2025
  6. Dragos ICS/OT Ransomware Report 2024
  7. Group-IB Ransomware Uncovered 2024
  8. Recorded Future — African ransomware victim analysis 2024
  9. KnowBe4 Africa Threat Report 2024

Features

Column Type Description
record_id str Unique identifier
victim_country str African country (20 countries)
raas_family str RaaS family or "none"
victim_sector str Victim sector
initial_access_vector str How attackers gained access
affiliate_type str Type of RaaS affiliate
encryption_type str Encryption method
exfiltration_method str Data exfiltration method
payment_method str Ransom payment method
dwell_time_days int64 Days attacker was in network
lateral_movement int64 1 if lateral movement
privilege_escalation int64 1 if privilege escalation
domain_admin_achieved int64 1 if domain admin achieved
backup_destroyed int64 1 if backups destroyed
shadow_copies_deleted int64 1 if shadow copies deleted
security_tools_disabled int64 1 if security tools disabled
active_directory_compromised int64 1 if AD compromised
data_exfiltrated int64 1 if data exfiltrated
double_extortion int64 1 if double extortion
triple_extortion int64 1 if triple extortion
leak_site_posted int64 1 if posted on leak site
ddos_threat int64 1 if DDoS threatened
customer_notification_threat int64 1 if customer notification threat
is_new_variant_test int64 1 if new variant being tested
lower_ransom_than_global int64 1 if ransom lower than global average
targets_weak_security_posture int64 1 if targeting weak security
affiliate_recruited_africa int64 1 if affiliate recruited in Africa
uses_local_infrastructure int64 1 if using local infra
ransom_demanded_usd int64 Ransom demand (USD)
ransom_paid int64 1 if ransom paid
ransom_paid_usd int64 Amount paid (USD)
negotiation_occurred int64 1 if negotiation happened
negotiation_duration_days int64 Negotiation duration
systems_encrypted_pct int64 % of systems encrypted
downtime_hours int64 Hours of downtime
total_financial_impact_usd int64 Total financial impact (USD)
data_loss_gb int64 Data lost (GB)
employees_affected int64 Employees affected
customers_affected int64 Customers affected
critical_services_disrupted int64 1 if critical services hit
patient_care_affected int64 1 if patient care affected
mobile_money_disrupted int64 1 if mobile money disrupted
detected_before_encryption int64 1 if detected pre-encryption
time_to_detect_hours int64 Hours to detection
detected_by str Detection method
incident_response_activated int64 1 if IR activated
external_ir_hired int64 1 if external IR hired
law_enforcement_contacted int64 1 if law enforcement contacted
regulatory_notified int64 1 if regulator notified
had_backup int64 1 if backups existed
backup_viable int64 1 if backups were viable
full_recovery int64 1 if fully recovered
recovery_time_days int64 Days to recovery
label int64 1 = RaaS attack, 0 = legitimate
is_synthetic int64 1 = synthetic data

Extracted Features

Feature Description
attack_depth_score / full_domain_compromise / advanced_attack Attack sophistication
extortion_level / double_extortion / triple_extortion Extortion model
testing_ground_score / is_testing_ground / new_variant_test Africa testing ground
discounted_ransom / african_affiliate / local_infrastructure Africa exploitation
log_ransom_demanded / low_ransom / high_ransom Ransom economics
impact_severity_score / critical_disruption / mobile_money_impact Impact severity
resilience_score / early_detection / had_viable_backup Resilience
RaaS family one-hot family_lockbit, family_blackcat, family_akira, etc.
Initial access access_phishing, access_vuln_exploit, access_brute_force
Affiliate type professional_affiliate, low_skill_affiliate, african_affiliate_type
Sector sector_financial, sector_healthcare, sector_critical
Regional flags is_west_africa, high_target_country, etc.
raas_threat_score Composite RaaS threat severity
africa_exploitation_score Africa-as-testing-ground exploitation score

Intelligence Sources

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

Citation

@misc{electricsheepafrica2026raas,
  title = {Ransomware-as-a-Service Testing Grounds (Africa)},
  author = {Electric Sheep Africa},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-ransomware-as-a-service}}
}

License: MIT

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