Dataset Viewer
Auto-converted to Parquet Duplicate
record_id
large_string
country
large_string
ransomware_family
large_string
attack_vector
large_string
sme_sector
large_string
employee_count
int64
annual_revenue_usd
int64
has_backup
int64
backup_tested
int64
backup_offline
int64
backup_encrypted
int64
has_antivirus
int64
has_edr
int64
has_firewall
int64
has_email_filter
int64
has_patching_process
int64
has_cyber_insurance
int64
has_incident_response_plan
int64
ransom_demand_usd
int64
negotiated_down
int64
final_ransom_usd
int64
paid_ransom
int64
partial_payment
int64
data_exfiltrated
int64
data_leaked
int64
double_extortion
int64
triple_extortion
int64
recovery_days
int64
downtime_cost_usd
int64
is_load_shedding_region
int64
uses_msp
int64
has_generator
int64
label
int64
is_synthetic
int64
backup_maturity
int64
has_valid_backup
int64
backup_compromised
int64
no_backup
int64
backup_risk
int64
security_stack
int64
endpoint_protection
int64
network_protection
int64
process_maturity
int64
no_endpoint_protection
int64
no_network_protection
int64
no_process_maturity
int64
fully_protected
int64
has_ransom_demand
int64
high_ransom
int64
negotiated_discount
float64
paid_full
int64
paid_partial
int64
has_data_theft
int64
data_leaked_public
int64
multi_extortion
int64
extortion_severity
int64
has_downtime
int64
high_downtime_cost
int64
slow_recovery
int64
very_slow_recovery
int64
total_impact
int64
impact_per_employee
float64
is_micro
int64
is_small
int64
is_medium
int64
revenue_per_employee
float64
is_high_revenue
int64
vector_rdp
int64
vector_phishing
int64
vector_vpn
int64
vector_supply_chain
int64
vector_vulnerability
int64
vector_credentials
int64
vector_usb
int64
vector_insider
int64
no_vector
int64
is_lockbit
int64
is_blackcat
int64
is_clop
int64
is_play
int64
is_royal
int64
is_other_family
int64
no_family
int64
sector_healthcare
int64
sector_manufacturing
int64
sector_education
int64
sector_retail
int64
sector_professional
int64
sector_construction
int64
sector_hospitality
int64
sector_transport
int64
sector_agriculture
int64
sector_real_estate
int64
sector_legal
int64
sector_ngo
int64
load_shedding_region
int64
uses_msp.1
int64
has_generator.1
int64
infrastructure_risk
int64
msp_risk
int64
african_sme_risk
int64
is_west_africa
int64
is_east_africa
int64
is_southern_africa
int64
is_north_africa
int64
security_posture_score
float64
vulnerability_score
float64
ransomware_impact_score
int64
sme_risk_score
float64
RANS001501
Nigeria
RansomHub
rdp_exploit
Legal
90
3,778,830
0
0
0
0
0
0
0
1
1
0
1
35,402
0
35,402
0
0
0
0
0
0
1
39,060
0
1
0
1
1
0
0
0
1
2
2
0
1
2
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
74,462
827.36
0
0
1
41,987
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
1
0
0
0
5
7
3
5
RANS002586
Ghana
Akira
phishing
Manufacturing
86
4,235,500
0
0
0
0
1
0
1
0
0
0
0
328,024
0
328,024
0
0
0
0
0
0
6
34,572
0
1
0
1
1
0
0
0
1
2
2
1
1
0
0
0
1
0
1
1
0
0
0
0
0
0
0
1
0
0
0
362,596
4,216.23
0
0
1
49,250
1
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
1
0
1
0
0
0
3
6
3
5
RANS002653
Ethiopia
Mallox
rdp_exploit
Education
84
1,969,716
0
0
0
0
0
0
0
1
0
0
0
198,163
0
198,163
0
0
1
0
0
0
52
1,611,792
0
0
1
1
1
0
0
0
1
2
1
0
1
0
1
0
1
0
1
1
0
0
0
1
0
0
0
1
1
1
0
1,809,955
21,547.08
0
0
1
23,449
1
1
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
1.5
9
9
8.9
RANS001055
Morocco
Mallox
phishing
Manufacturing
28
833,000
1
0
0
0
1
1
1
1
0
1
0
8,315
0
8,315
1
1
1
0
0
0
9
96,768
1
1
0
1
1
1
0
1
0
1
4
2
2
1
0
0
0
0
1
0
0
0
1
1
0
0
0
1
0
0
0
105,083
3,752.96
0
1
0
29,750
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
1
1
0
1
1
1
0
0
0
1
11
1.5
5
2.4
RANS000705
South Africa
Royal
vpn_exploit
Healthcare
190
2,192,220
0
0
0
0
1
1
1
1
0
1
0
621,307
0
621,307
0
0
0
0
0
0
11
733,590
0
1
0
1
1
0
0
0
1
2
4
2
2
1
0
0
0
0
1
1
0
0
0
0
0
0
0
1
1
0
0
1,354,897
7,131.04
0
0
1
11,538
1
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
1
0
0
1
0
0
0
1
0
9
4
5
3.8
RANS000106
Ghana
BlackCat
vpn_exploit
Education
148
6,449,692
0
0
0
0
0
0
0
0
0
0
1
32,140
0
32,140
1
0
1
0
0
0
19
1,186,664
0
0
0
1
1
0
0
0
1
2
0
0
0
1
1
1
0
0
1
0
0
1
0
1
0
0
0
1
1
0
0
1,218,804
8,235.16
0
0
1
43,579
1
0
0
1
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
0
0
0
0
0
1
0
0
0
1
9
7
8.2
RANS000589
South Africa
Royal
rdp_exploit
Healthcare
110
563,750
0
0
0
0
1
0
1
1
0
1
1
617,446
0
617,446
1
1
0
0
0
0
195
8,451,300
0
0
1
1
1
0
0
0
1
2
3
1
2
2
0
0
0
0
1
1
0
0
1
0
0
0
0
1
1
1
1
9,068,746
82,443.15
0
0
1
5,125
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
0
0
1
0
0
0
0
0
1
0
8.5
4
7
4.7
RANS002468
Rwanda
Medusa
phishing
Healthcare
171
5,670,018
1
1
0
1
1
1
0
1
1
0
0
87,812
0
87,812
1
0
1
0
0
0
358
7,468,596
1
1
1
1
1
2
0
1
0
1
4
2
1
1
0
0
0
0
1
0
0
1
0
1
0
0
0
1
1
1
1
7,556,408
44,189.52
0
0
1
33,158
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
1
1
0
1
0
0
11
0
9
3.4
RANS002413
Nigeria
LockBit
exploited_vulnerability
Healthcare
9
250,983
1
0
1
0
1
0
1
0
0
0
1
161,438
1
134,555
0
0
1
1
0
0
89
231,489
1
1
0
1
1
2
0
0
0
1
2
1
1
1
0
0
0
0
1
1
0.17
0
0
1
1
0
0
1
1
1
0
392,927
43,658.56
1
0
0
27,887
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
1
1
1
0
0
0
8
1.5
13
6.2
RANS001600
Nigeria
LockBit
rdp_exploit
Manufacturing
10
411,820
0
0
0
0
1
0
1
0
0
0
0
41,113
0
41,113
1
0
0
0
0
0
12
8,880
0
0
0
1
1
0
0
0
1
2
2
1
1
0
0
0
1
0
1
0
0
1
0
0
0
0
0
1
0
0
0
49,993
4,999.3
1
0
0
41,182
0
1
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
0
0
0
0
0
0
0
1
0
0
0
3
6
3
5
RANS002464
Egypt
Clop
phishing
Legal
9
317,565
0
0
0
0
1
0
1
0
0
1
0
3,665
1
2,610
0
0
1
1
0
0
71
105,435
1
1
0
1
1
0
0
0
1
2
2
1
1
1
0
0
0
0
1
0
0.29
0
0
1
1
0
0
1
1
1
0
109,100
12,122.22
1
0
0
35,285
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
1
0
1
1
0
1
1
1
0
0
0
1
6
5.5
13
8.2
RANS000228
Ghana
BlackCat
rdp_exploit
Healthcare
7
224,378
0
0
0
0
1
0
0
0
0
0
1
988,938
0
988,938
0
0
0
0
0
0
123
55,104
1
0
0
1
1
0
0
0
1
2
1
1
0
1
0
1
0
0
1
1
0
0
0
0
0
0
0
1
0
1
1
1,044,042
149,148.86
1
0
0
32,054
0
1
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
1
0
0
1
0
0
1
0
0
0
2.5
7.5
5
6.5
RANS000915
Nigeria
Monti
phishing
Healthcare
27
656,289
1
1
0
0
1
0
0
0
0
0
1
18,919
0
18,919
1
0
1
1
0
0
63
285,768
0
1
0
1
1
2
1
1
0
0
1
1
0
1
0
1
0
0
1
0
0
1
0
1
1
0
0
1
1
1
0
304,687
11,284.7
0
1
0
24,307
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
0
0
0
0
0
1
0
0
1
0
1
0
0
0
6.5
2
13
6.7
RANS000794
Ethiopia
LockBit
vpn_exploit
Manufacturing
37
219,928
0
0
0
0
1
0
1
0
0
0
0
58,078
0
58,078
0
0
0
0
1
0
4
58,016
1
0
0
1
1
0
0
0
1
2
2
1
1
0
0
0
1
0
1
0
0
0
0
0
0
1
1
1
0
0
0
116,094
3,137.68
0
1
0
5,944
0
0
0
1
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
1
0
0
0
1
0
0
3
7.5
6
6.8
RANS003021
South Africa
LockBit
rdp_exploit
Manufacturing
33
807,939
1
0
1
0
1
0
1
0
0
0
0
2,153
0
2,153
0
0
0
0
0
0
5
20,625
0
1
0
1
1
2
0
0
0
1
2
1
1
0
0
0
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
22,778
690.24
0
1
0
24,483
0
1
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
0
0
1
0
0
1
0
0
0
1
0
7
2
3
2.6
RANS003543
Egypt
BlackCat
rdp_exploit
Construction
7
36,414
1
0
0
1
1
1
0
0
1
1
0
8,702
0
8,702
0
0
1
0
0
0
90
143,640
0
0
0
1
1
1
0
1
0
2
3
2
0
2
0
1
0
0
1
0
0
0
0
1
0
0
0
1
1
1
0
152,342
21,763.14
1
0
0
5,202
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
0
0
0
0
0
0
1
10.5
2
9
4.3
RANS001073
South Africa
Mallox
rdp_exploit
Hospitality
4
174,140
0
0
0
0
0
0
0
0
0
1
0
497,466
0
497,466
1
0
1
0
1
0
31
23,560
1
0
0
1
1
0
0
0
1
2
0
0
0
1
1
1
0
0
1
1
0
1
0
1
0
1
1
1
0
1
0
521,026
130,256.5
1
0
0
43,535
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
1
0
0
1
0
0
0
0
1
0
3
10.5
10
9.6
RANS003351
Kenya
Akira
phishing
Retail
11
73,293
0
0
0
0
1
1
1
0
0
1
0
84,657
0
84,657
1
0
0
0
0
0
322
1,338,876
0
1
0
1
1
0
0
0
1
2
3
2
1
1
0
0
0
0
1
0
0
1
0
0
0
0
0
1
1
1
1
1,423,533
129,412.09
0
1
0
6,663
0
0
1
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
0
0
1
0
0
1
0
0
1
0
0
7.5
4
7
4.9
RANS001744
Tanzania
Play
phishing
Construction
3
148,671
1
1
0
0
1
0
0
0
0
0
0
8,205
0
8,205
0
0
0
0
0
0
43
22,962
0
1
0
1
1
2
1
1
0
0
1
1
0
0
0
1
1
0
1
0
0
0
0
0
0
0
0
1
0
1
0
31,167
10,389
1
0
0
49,557
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
0
0
1
0
0
1
0
0
1
0
0
5.5
4
5
4.5
RANS001084
Kenya
Black Basta
rdp_exploit
Healthcare
17
605,642
1
0
0
0
1
0
0
1
1
0
0
2,367
0
2,367
1
1
1
1
0
0
5
18,700
0
1
1
1
1
1
0
1
0
1
3
1
1
1
0
0
0
0
1
0
0
0
1
1
1
0
0
1
0
0
0
21,067
1,239.24
0
1
0
35,626
0
1
0
0
0
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
1
1
0
1
0
0
1
0
0
7.5
0
9
4.1
RANS000926
South Africa
RansomHub
rdp_exploit
Professional Services
233
3,680,934
0
0
0
0
1
1
1
1
0
0
0
49,831
0
49,831
0
0
0
0
0
0
4
143,528
1
0
0
1
1
0
0
0
1
2
4
2
2
0
0
0
1
0
1
0
0
0
0
0
0
0
0
1
1
0
0
193,359
829.87
0
0
1
15,798
1
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
0
0
0
1
0
0
1
0
0
0
0
1
0
6
7.5
5
5.8
RANS003049
Uganda
Black Basta
rdp_exploit
Healthcare
8
85,424
1
0
0
0
1
0
0
1
0
0
1
1,659
1
779
0
0
1
0
0
0
3
8,736
1
0
1
1
1
1
0
1
0
1
2
1
1
1
0
0
0
0
1
0
0.53
0
0
1
0
0
0
1
0
0
0
10,395
1,299.38
1
0
0
10,678
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
1
0
0
6
0
5
2.8
RANS001117
Tanzania
Akira
rdp_exploit
Construction
6
258,870
0
0
0
0
0
0
0
0
1
1
0
331,912
0
331,912
0
0
0
0
1
0
68
53,448
0
1
0
1
1
0
0
0
1
2
1
0
0
2
1
1
0
0
1
1
0
0
0
0
0
1
1
1
0
1
0
385,360
64,226.67
1
0
0
43,145
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
0
5.5
9
8
7.7
RANS000642
Uganda
BlackCat
vpn_exploit
Hospitality
64
2,306,752
1
1
1
0
1
0
1
0
1
0
1
25,809
0
25,809
1
0
1
1
0
0
4
105,216
0
0
0
1
1
3
1
0
0
0
3
1
1
2
0
0
0
0
1
0
0
1
0
1
1
0
0
1
1
0
0
131,025
2,047.27
0
0
1
36,043
1
0
0
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
1
0
0
12.5
0
11
3.9
RANS004767
Tanzania
LockBit
vpn_exploit
Retail
25
1,112,375
1
0
0
1
0
1
0
1
0
0
0
131,408
0
131,408
0
0
0
0
1
1
3
16,275
1
1
0
1
1
1
0
1
0
2
2
1
1
0
0
0
1
0
1
1
0
0
0
0
0
1
3
1
0
0
0
147,683
5,907.32
0
1
0
44,495
1
0
0
1
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
1
1
0
1
1
1
0
1
0
0
5
3.5
6
4.8
RANS000501
Kenya
Black Basta
rdp_exploit
Healthcare
96
3,245,280
0
0
0
0
1
0
0
1
0
0
0
98,797
0
98,797
0
0
0
0
1
1
13
126,048
1
1
0
1
1
0
0
0
1
2
2
1
1
0
0
0
1
0
1
0
0
0
0
0
0
1
3
1
1
0
0
224,845
2,342.14
0
0
1
33,805
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
1
1
0
1
0
0
3
7.5
8
7.6
RANS004066
Ghana
Clop
supply_chain
Manufacturing
39
279,981
0
0
0
0
1
1
1
0
0
0
1
3,191
0
3,191
1
1
0
0
0
0
3
44,109
0
0
0
1
1
0
0
0
1
2
3
2
1
1
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
47,300
1,212.82
0
1
0
7,179
0
0
0
0
1
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
1
0
0
0
5.5
4
3
3.7
RANS000333
Tanzania
Mallox
rdp_exploit
Agriculture
8
185,984
0
0
0
0
1
0
0
0
0
0
1
6,494
0
6,494
0
0
1
0
1
0
2
2,800
0
1
1
1
1
0
0
0
1
2
1
1
0
1
0
1
0
0
1
0
0
0
0
1
0
1
1
1
0
0
0
9,294
1,161.75
1
0
0
23,248
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
1
0
0
0
0
1
1
0
1
0
0
1
0
0
2.5
6
8
7.1
RANS004684
Cameroon
Clop
rdp_exploit
Legal
1
7,866
0
0
0
0
1
0
1
1
0
0
0
6,607
0
6,607
0
0
1
0
0
0
23
4,025
0
0
0
1
1
0
0
0
1
2
3
1
2
0
0
0
1
0
1
0
0
0
0
1
0
0
0
1
0
0
0
10,632
10,632
1
0
0
7,866
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
1
0
0
0
0
0
0
0
0
0
0
0
4.5
6
5
5.5
RANS000486
Uganda
BlackCat
phishing
Retail
9
162,036
0
0
0
0
1
0
0
0
0
0
0
313,994
0
313,994
1
0
0
0
0
0
6
13,176
0
0
1
1
1
0
0
0
1
2
1
1
0
0
0
1
1
0
1
1
0
1
0
0
0
0
0
1
0
0
0
327,170
36,352.22
1
0
0
18,004
0
0
1
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
1
0
0
1.5
8
3
6.1
RANS001962
Rwanda
LockBit
phishing
Healthcare
13
274,820
1
0
1
1
1
0
1
1
0
0
0
2,527
0
2,527
0
0
0
0
0
0
151
416,156
1
0
0
1
1
2
0
1
0
2
3
1
2
0
0
0
1
0
1
0
0
0
0
0
0
0
0
1
1
1
1
418,683
32,206.38
0
1
0
21,140
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
1
0
0
8.5
3.5
7
4.5
RANS000393
Cameroon
Mallox
compromised_credentials
Real Estate
34
429,318
1
0
0
0
1
0
0
1
0
0
0
6,870
0
6,870
0
0
1
1
1
0
17
115,022
1
1
1
1
1
1
0
1
0
1
2
1
1
0
0
0
1
0
1
0
0
0
0
1
1
1
1
1
1
0
0
121,892
3,585.06
0
1
0
12,627
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
0
1
1
0
0
0
0
5
2
14
7.4
RANS004842
Cameroon
Clop
rdp_exploit
Education
166
3,937,188
0
0
0
0
0
0
0
0
0
0
0
421,771
1
370,989
0
0
1
0
1
0
337
6,601,156
0
1
1
1
1
0
0
0
1
2
0
0
0
0
1
1
1
0
1
1
0.12
0
0
1
0
1
1
1
1
1
1
7,022,927
42,306.79
0
0
1
23,718
1
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
0
0
0
1
1
0
1
0
0
0
0
0
0
11
12
11.2
RANS004866
Morocco
Royal
rdp_exploit
Education
148
4,078,140
1
0
0
0
0
0
0
0
0
0
0
8,016
0
8,016
0
0
0
0
0
0
43
1,941,020
0
0
0
1
1
1
0
1
0
1
0
0
0
0
1
1
1
0
1
0
0
0
0
0
0
0
0
1
1
1
0
1,949,036
13,169.16
0
0
1
27,555
1
1
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
0
0
0
0
0
0
0
0
0
0
0
1
2
7
7
7.2
RANS001755
Nigeria
LockBit
rdp_exploit
Healthcare
9
273,645
0
0
0
0
1
0
1
1
0
0
1
89,508
0
89,508
0
0
1
0
0
0
15
57,645
0
0
0
1
1
0
0
0
1
2
3
1
2
1
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
147,153
16,350.33
1
0
0
30,405
0
1
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
0
0
0
0
0
1
0
0
0
5.5
4
5
4.5
RANS002515
South Africa
Royal
vpn_exploit
Manufacturing
8
346,456
0
0
0
0
0
0
1
1
0
0
0
4,855
1
2,635
0
0
1
0
0
0
20
60,800
1
1
0
1
1
0
0
0
1
2
2
0
2
0
1
0
1
0
1
0
0.46
0
0
1
0
0
0
1
0
0
0
65,655
8,206.88
1
0
0
43,307
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
0
1
1
1
0
0
1
0
3
10.5
5
7.6
RANS003585
Uganda
Play
rdp_exploit
Education
9
321,543
0
0
0
0
1
0
1
1
0
0
0
749,501
0
749,501
1
1
0
0
0
0
41
62,730
1
0
0
1
1
0
0
0
1
2
3
1
2
0
0
0
1
0
1
1
0
0
1
0
0
0
0
1
0
1
0
812,231
90,247.89
1
0
0
35,727
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
1
0
0
1
0
0
0
1
0
0
4.5
7.5
5
6.1
RANS004315
South Africa
LockBit
compromised_credentials
Agriculture
100
3,204,600
1
0
0
1
1
1
1
0
0
0
0
211,599
0
211,599
0
0
1
0
0
0
16
310,400
1
1
0
1
1
1
0
1
0
2
3
2
1
0
0
0
1
0
1
1
0
0
0
1
0
0
0
1
1
0
0
521,999
5,219.99
0
0
1
32,046
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
1
0
0
0
1
1
0
1
1
1
0
0
1
0
6.5
3.5
7
4.9
RANS004966
Ghana
Medusa
phishing
Hospitality
86
2,024,698
1
0
0
0
0
0
1
1
1
1
0
3,148
1
2,211
0
0
0
0
0
0
51
451,758
1
1
1
1
1
1
0
1
0
1
3
0
2
2
1
0
0
0
1
0
0.3
0
0
0
0
0
0
1
1
1
0
454,906
5,289.6
0
0
1
23,543
1
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
1
1
1
0
1
1
1
0
0
0
10.5
3
7
3.9
RANS002099
Nigeria
Akira
rdp_exploit
Construction
38
392,654
0
0
0
0
0
0
0
0
0
1
0
441,296
0
441,296
0
0
1
0
0
0
248
2,469,088
0
0
0
1
1
0
0
0
1
2
0
0
0
1
1
1
0
0
1
1
0
0
0
1
0
0
0
1
1
1
1
2,910,384
76,589.05
0
1
0
10,333
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
3
9
9
8.6
RANS003599
Egypt
LockBit
supply_chain
Hospitality
54
2,492,424
1
1
0
0
1
1
0
1
0
1
0
7,530
0
7,530
1
0
1
1
0
0
5
44,550
1
1
0
1
1
2
1
1
0
0
3
2
1
1
0
0
0
0
1
0
0
1
0
1
1
0
0
1
0
0
0
52,080
964.44
0
0
1
46,156
1
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
0
0
0
1
1
0
1
1
1
0
0
0
1
11.5
1.5
9
3.9
RANS004121
Ghana
BlackCat
phishing
Retail
16
149,008
1
0
0
1
1
0
1
0
0
1
0
8,251
0
8,251
0
0
0
0
0
0
6
21,120
1
0
0
1
1
1
0
1
0
2
2
1
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
29,371
1,835.69
0
1
0
9,313
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
0
0
8
1.5
3
2.2
RANS000029
Algeria
Monti
vpn_exploit
Manufacturing
6
274,140
0
0
0
0
0
0
0
0
1
0
1
73,627
1
29,847
0
0
1
0
1
1
46
119,232
1
0
1
1
1
0
0
0
1
2
1
0
0
2
1
1
0
0
1
0
0.59
0
0
1
0
1
3
1
1
1
0
192,859
32,143.17
1
0
0
45,690
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
1
3.5
9
12
9.7
RANS000065
Algeria
BlackCat
compromised_credentials
Healthcare
17
355,266
1
0
1
0
1
0
1
1
1
1
0
737,727
1
264,965
1
0
0
0
0
0
20
19,720
1
1
1
1
1
2
0
0
0
1
4
1
2
2
0
0
0
0
1
1
0.64
1
0
0
0
0
0
1
0
0
0
757,447
44,555.71
0
1
0
20,898
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
1
1
0
0
0
1
14
0
3
0.4
RANS000838
Ethiopia
LockBit
rdp_exploit
Professional Services
231
8,050,581
0
0
0
0
1
1
0
0
0
0
0
25,125
0
25,125
0
0
1
0
0
0
133
6,421,107
1
1
1
1
1
0
0
0
1
2
2
2
0
0
0
1
1
0
1
0
0
0
0
1
0
0
0
1
1
1
1
6,446,232
27,905.77
0
0
1
34,851
1
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
1
1
1
0
1
1
0
1
0
0
3
8
9
8.2
RANS003906
Ethiopia
8Base
exploited_vulnerability
Hospitality
41
889,085
1
1
0
0
1
0
1
0
0
0
0
5,575
1
2,916
0
0
0
0
1
0
16
114,800
1
1
0
1
1
2
1
1
0
0
2
1
1
0
0
0
1
0
1
0
0.48
0
0
0
0
1
1
1
1
0
0
120,375
2,935.98
0
1
0
21,685
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
1
1
0
1
1
1
0
1
0
0
7
3.5
8
5.2
RANS003773
Nigeria
Akira
exploited_vulnerability
Retail
22
787,952
0
0
0
0
0
0
1
0
0
0
0
30,143
0
30,143
1
0
1
0
0
0
4
40,304
0
0
0
1
1
0
0
0
1
2
1
0
1
0
1
0
1
0
1
0
0
1
0
1
0
0
0
1
0
0
0
70,447
3,202.14
0
1
0
35,816
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
0
0
0
1
0
0
0
1.5
9
5
7.3
RANS004635
Ghana
Clop
phishing
Manufacturing
1
37,976
0
0
0
0
1
0
1
0
0
0
0
181,952
1
126,662
0
0
1
0
0
0
2
462
1
0
1
1
1
0
0
0
1
2
2
1
1
0
0
0
1
0
1
1
0.3
0
0
1
0
0
0
1
0
0
0
182,414
182,414
1
0
0
37,976
0
0
1
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
1
0
0
0
1
0
0
0
3
6
5
5.8
RANS003161
Kenya
BlackCat
phishing
Healthcare
8
88,480
0
0
0
0
1
0
1
0
0
0
0
276,167
1
113,421
0
0
1
0
0
0
22
44,176
1
1
0
1
1
0
0
0
1
2
2
1
1
0
0
0
1
0
1
1
0.59
0
0
1
0
0
0
1
0
0
0
320,343
40,042.88
1
0
0
11,060
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
1
1
0
1
1
1
0
1
0
0
3
7.5
5
6.4
RANS002659
Kenya
INC Ransom
rdp_exploit
Professional Services
45
1,693,620
1
0
0
0
0
0
1
1
1
1
0
326,422
0
326,422
0
0
0
0
0
0
350
7,812,000
1
1
0
1
1
1
0
1
0
1
3
0
2
2
1
0
0
0
1
1
0
0
0
0
0
0
0
1
1
1
1
8,138,422
180,853.82
0
1
0
37,636
1
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
0
0
0
1
1
0
1
1
1
0
1
0
0
10.5
4.5
7
4.5
RANS004615
Ethiopia
BlackCat
phishing
Manufacturing
34
1,685,006
1
1
0
0
1
0
1
1
0
0
0
18,266
0
18,266
0
0
1
1
0
0
33
77,418
0
1
1
1
1
2
1
1
0
0
3
1
2
0
0
0
1
0
1
0
0
0
0
1
1
0
0
1
0
1
0
95,684
2,814.24
0
1
0
49,559
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
1
0
0
8.5
2
11
5.5
RANS004628
South Africa
LockBit
rdp_exploit
Manufacturing
226
1,949,024
0
0
0
0
0
0
1
1
0
0
0
146,053
0
146,053
0
0
1
0
0
0
29
1,586,068
0
1
1
1
1
0
0
0
1
2
2
0
2
0
1
0
1
0
1
1
0
0
0
1
0
0
0
1
1
0
0
1,732,121
7,664.25
0
0
1
8,624
1
1
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
0
0
1
1
0
1
0
0
0
1
0
3
9
7
7.8
RANS002451
Egypt
Black Basta
vpn_exploit
Healthcare
24
203,928
0
0
0
0
0
0
0
0
1
0
0
49,216
1
18,806
0
0
0
0
1
0
2
13,152
0
0
0
1
1
0
0
0
1
2
1
0
0
1
1
1
0
0
1
0
0.62
0
0
0
0
1
1
1
0
0
0
62,368
2,598.67
0
1
0
8,497
0
0
0
1
0
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
0
0
0
0
0
0
0
1
2.5
9
6
7.5
RANS002846
Egypt
LockBit
phishing
Manufacturing
176
7,795,744
0
0
0
0
0
0
1
0
0
0
0
23,250
0
23,250
0
0
1
0
0
0
24
2,082,432
1
0
0
1
1
0
0
0
1
2
1
0
1
0
1
0
1
0
1
0
0
0
0
1
0
0
0
1
1
0
0
2,105,682
11,964.1
0
0
1
44,294
1
0
1
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
1
0
0
0
0
0
1
1.5
10.5
7
8.7
RANS001144
Kenya
Play
phishing
Healthcare
14
293,958
1
0
0
0
1
1
0
1
0
0
0
342,238
0
342,238
0
0
0
0
0
0
24
66,528
0
0
0
1
1
1
0
1
0
1
3
2
1
0
0
0
1
0
1
1
0
0
0
0
0
0
0
1
0
0
0
408,766
29,197.57
0
1
0
20,997
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
0
0
0
0
0
0
0
0
0
0
0
1
0
0
6.5
2
3
2.7
RANS003078
South Africa
LockBit
exploited_vulnerability
Education
8
254,784
0
0
0
0
0
0
1
1
0
1
1
46,691
0
46,691
0
0
0
0
0
0
62
43,152
0
1
1
1
1
0
0
0
1
2
2
0
2
2
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
1
0
89,843
11,230.38
1
0
0
31,848
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
1
0
1
0
0
0
1
0
7
7
5
5.4
RANS001103
Tanzania
Akira
rdp_exploit
Healthcare
19
401,394
0
0
0
0
1
0
0
0
1
1
0
39,414
1
33,153
0
0
1
0
1
0
123
217,341
1
0
0
1
1
0
0
0
1
2
2
1
0
2
0
1
0
0
1
0
0.16
0
0
1
0
1
1
1
1
1
1
256,755
13,513.42
0
1
0
21,126
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
7
7.5
12
8.4
RANS000168
Ghana
Play
supply_chain
Agriculture
1
5,055
1
0
0
0
0
0
1
1
1
0
0
35,006
0
35,006
1
0
0
0
1
0
18
3,546
0
0
0
1
1
1
0
1
0
1
3
0
2
1
1
0
0
0
1
0
0
1
0
0
0
1
1
1
0
0
0
38,552
38,552
1
0
0
5,055
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
1
0
0
0
0
0
0
0
0
0
1
0
0
0
7.5
3
6
4.1
RANS001670
Nigeria
Akira
rdp_exploit
Manufacturing
6
65,094
0
0
0
0
0
0
0
1
0
1
0
83,591
0
83,591
0
0
1
0
0
0
29
72,036
0
0
0
1
1
0
0
0
1
2
1
0
1
1
1
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
155,627
25,937.83
1
0
0
10,849
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
4.5
7
5
5.9
RANS002570
South Africa
Royal
phishing
Retail
7
72,030
1
0
0
1
0
0
0
0
0
1
0
9,339
1
7,410
1
0
0
0
0
0
29
89,523
0
0
1
1
1
1
0
1
0
2
0
0
0
1
1
1
0
0
1
0
0.21
1
0
0
0
0
0
1
0
0
0
98,862
14,123.14
1
0
0
10,290
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
5
5
3
4.2
RANS002377
Kenya
LockBit
rdp_exploit
Manufacturing
67
2,563,554
0
0
0
0
1
1
0
1
0
1
0
8,750
0
8,750
1
0
1
0
0
0
24
749,328
0
0
0
1
1
0
0
0
1
2
3
2
1
1
0
0
0
0
1
0
0
1
0
1
0
0
0
1
1
0
0
758,078
11,314.6
0
0
1
38,262
1
1
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
0
0
0
0
0
0
0
0
1
0
0
7.5
4
7
4.9
RANS004395
Egypt
Royal
exploited_vulnerability
Healthcare
22
916,630
1
0
0
0
1
0
1
0
0
0
0
650,330
0
650,330
1
0
1
0
0
0
5
52,250
1
1
0
1
1
1
0
1
0
1
2
1
1
0
0
0
1
0
1
1
0
1
0
1
0
0
0
1
0
0
0
702,580
31,935.45
0
1
0
41,665
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
1
1
0
0
0
1
5
3.5
5
4.4
RANS004257
South Africa
Mimic
supply_chain
Education
37
963,517
0
0
0
0
0
1
0
1
1
1
0
980,245
0
980,245
1
0
0
0
1
0
18
162,504
1
1
1
1
1
0
0
0
1
2
3
1
1
2
0
0
0
0
1
1
0
1
0
0
0
1
1
1
1
0
0
1,142,749
30,885.11
0
1
0
26,041
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
1
0
1
1
0
0
1
0
8.5
4
8
5.1
RANS003862
Egypt
Medusa
supply_chain
Healthcare
4
134,776
0
0
0
0
0
1
1
1
1
0
1
137,008
0
137,008
0
0
1
0
0
0
6
4,608
0
0
0
1
1
0
0
0
1
2
4
1
2
2
0
0
0
0
1
1
0
0
0
1
0
0
0
1
0
0
0
141,616
35,404
1
0
0
33,694
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
0
0
0
0
0
0
0
1
8
4
5
4
RANS000023
Ghana
LockBit
rdp_exploit
Construction
55
1,246,410
1
0
0
0
1
0
1
0
1
0
0
157,046
0
157,046
0
0
0
0
0
0
6
93,060
0
1
0
1
1
1
0
1
0
1
3
1
1
1
0
0
0
0
1
1
0
0
0
0
0
0
0
1
0
0
0
250,106
4,547.38
0
0
1
22,662
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
0
1
0
0
0
7.5
0
3
1.7
RANS002633
South Africa
Nokoyawa
rdp_exploit
NGO
205
8,665,760
0
0
0
0
1
0
1
1
0
0
0
133,114
1
107,251
0
0
0
0
1
0
321
10,462,995
0
0
1
1
1
0
0
0
1
2
3
1
2
0
0
0
1
0
1
1
0.19
0
0
0
0
1
1
1
1
1
1
10,596,109
51,688.34
0
0
1
42,272
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
0
4.5
6
10
7.5
RANS003340
Ghana
Royal
rdp_exploit
Education
38
1,300,398
1
0
0
0
0
0
1
0
0
0
0
42,523
0
42,523
0
0
0
0
0
0
191
674,994
0
0
1
1
1
1
0
1
0
1
1
0
1
0
1
0
1
0
1
0
0
0
0
0
0
0
0
1
1
1
1
717,517
18,882.03
0
1
0
34,221
1
1
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
0
0
0
0
1
0
0
0
1
0
0
0
3.5
5
7
6.1
RANS002215
Senegal
LockBit
rdp_exploit
Retail
17
674,237
0
0
0
0
0
1
1
0
0
0
0
102,141
0
102,141
0
0
1
0
0
0
190
1,395,360
0
0
0
1
1
0
0
0
1
2
2
1
1
0
0
0
1
0
1
1
0
0
0
1
0
0
0
1
1
1
1
1,497,501
88,088.29
0
1
0
39,661
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
0
0
0
0
0
0
0
0
1
0
0
0
3
6
9
7.4
RANS003682
Morocco
LockBit
phishing
Healthcare
37
990,823
0
0
0
0
1
0
0
1
1
0
0
152,986
0
152,986
0
0
1
0
0
0
4
53,280
1
1
0
1
1
0
0
0
1
2
3
1
1
1
0
0
0
0
1
1
0
0
0
1
0
0
0
1
0
0
0
206,266
5,574.76
0
1
0
26,779
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
1
0
1
1
1
0
0
0
1
5.5
5.5
5
5.1
RANS004724
Kenya
Medusa
vpn_exploit
Agriculture
3
54,375
0
0
0
0
1
0
0
0
1
0
0
864,291
0
864,291
1
0
0
0
0
0
266
68,628
0
0
1
1
1
0
0
0
1
2
2
1
0
1
0
1
0
0
1
1
0
1
0
0
0
0
0
1
0
1
1
932,919
310,973
1
0
0
18,125
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
0
0
4
6
5
5.6
RANS001907
Ghana
Play
rdp_exploit
Education
223
7,048,138
1
0
1
1
0
1
1
0
1
1
0
7,367
1
5,463
0
0
1
0
0
0
30
2,729,520
0
1
0
1
1
2
0
1
0
2
3
1
1
2
0
0
0
0
1
0
0.26
0
0
1
0
0
0
1
1
0
0
2,736,887
12,273.04
0
0
1
31,606
1
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
1
0
1
0
0
0
12.5
0
7
2.3
RANS000084
South Africa
LockBit
rdp_exploit
Healthcare
35
1,616,790
1
0
1
0
0
1
1
1
0
0
0
15,178
0
15,178
1
0
0
0
0
0
6
57,120
0
1
0
1
1
2
0
0
0
1
3
1
2
0
0
0
1
0
1
0
0
1
0
0
0
0
0
1
0
0
0
72,298
2,065.66
0
1
0
46,194
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
0
0
0
0
0
1
0
0
1
0
0
0
1
0
8.5
2
3
2.3
RANS000227
Ethiopia
INC Ransom
phishing
Healthcare
48
2,092,464
0
0
0
0
1
0
1
1
0
0
0
9,649
0
9,649
0
0
1
0
0
0
12
119,232
1
0
0
1
1
0
0
0
1
2
3
1
2
0
0
0
1
0
1
0
0
0
0
1
0
0
0
1
1
0
0
128,881
2,685.02
0
1
0
43,593
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
4.5
7.5
7
6.9
RANS000296
Morocco
Medusa
supply_chain
Professional Services
45
825,885
0
0
0
0
0
0
1
0
0
0
1
9,907
0
9,907
1
0
0
0
0
0
14
265,230
1
1
0
1
1
0
0
0
1
2
1
0
1
1
1
0
0
0
1
0
0
1
0
0
0
0
0
1
1
0
0
275,137
6,114.16
0
1
0
18,353
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
1
1
0
1
1
1
0
0
0
1
2.5
8.5
5
6.9
RANS001001
Morocco
Mallox
rdp_exploit
Hospitality
167
5,052,585
1
0
0
0
1
0
0
1
1
0
0
425,271
0
425,271
0
0
1
0
0
0
46
1,136,936
1
1
0
1
1
1
0
1
0
1
3
1
1
1
0
0
0
0
1
1
0
0
0
1
0
0
0
1
1
1
0
1,562,207
9,354.53
0
0
1
30,255
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
0
1
1
0
1
1
1
0
0
0
1
7.5
1.5
9
4.7
RANS002138
South Africa
Akira
exploited_vulnerability
Manufacturing
17
142,868
0
0
0
0
1
1
0
0
0
0
0
19,642
1
12,974
0
0
1
0
0
0
7
40,341
1
1
0
1
1
0
0
0
1
2
2
2
0
0
0
1
1
0
1
0
0.34
0
0
1
0
0
0
1
0
0
0
59,983
3,528.41
0
1
0
8,404
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
0
0
0
0
1
1
0
1
1
1
0
0
1
0
3
9.5
5
7.2
RANS000711
South Africa
LockBit
rdp_exploit
Retail
194
1,882,770
0
0
0
0
0
0
1
0
1
0
0
927,706
1
438,508
0
0
1
0
1
0
28
2,411,808
0
0
1
1
1
0
0
0
1
2
2
0
1
1
1
0
0
0
1
1
0.53
0
0
1
0
1
1
1
1
0
0
3,339,514
17,213.99
0
0
1
9,705
1
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
0
0
0
0
1
0
0
0
0
0
1
0
4
7
10
8
RANS002801
Kenya
Black Basta
rdp_exploit
Transportation
184
1,481,568
1
0
1
0
0
0
0
1
0
1
0
35,527
0
35,527
0
0
0
0
0
0
5
212,520
1
0
0
1
1
2
0
0
0
1
1
0
1
1
1
0
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
248,047
1,348.08
0
0
1
8,052
1
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
1
0
0
1
0
0
0
1
0
0
8.5
4.5
5
4.1
RANS002527
Cameroon
Clop
phishing
Manufacturing
32
354,368
1
0
1
0
0
0
0
0
0
0
1
157,141
1
83,030
0
0
1
1
1
0
47
545,952
1
0
1
1
1
2
0
0
0
1
0
0
0
1
1
1
0
0
1
1
0.47
0
0
1
1
1
1
1
1
1
0
703,093
21,971.66
0
1
0
11,074
0
0
1
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
1
0
0
0
0
0
0
0
5
5
16
9.4
RANS003752
Zimbabwe
Black Basta
phishing
Retail
9
230,643
1
0
0
0
0
1
1
0
1
0
1
809,058
1
286,137
0
0
0
0
0
0
15
42,795
1
0
0
1
1
1
0
1
0
1
3
1
1
2
0
0
0
0
1
1
0.65
0
0
0
0
0
0
1
0
0
0
851,853
94,650.33
1
0
0
25,627
0
0
1
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
0
1
0
0
1
0
0
0
0
1
0
8.5
1.5
3
2.1
RANS003321
Egypt
Royal
compromised_credentials
Education
48
575,136
0
0
0
0
0
0
1
0
0
0
0
105,171
0
105,171
1
0
0
0
1
0
53
1,221,120
0
1
0
1
1
0
0
0
1
2
1
0
1
0
1
0
1
0
1
1
0
1
0
0
0
1
1
1
1
1
0
1,326,291
27,631.06
0
1
0
11,982
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
1
0
0
1
0
0
0
0
1
1.5
9
10
9.3
RANS003181
Nigeria
Medusa
rdp_exploit
Healthcare
25
436,600
0
0
0
0
1
0
0
1
0
1
0
7,757
1
3,637
0
0
0
0
0
0
65
723,125
1
0
0
1
1
0
0
0
1
2
2
1
1
1
0
0
0
0
1
0
0.53
0
0
0
0
0
0
1
1
1
0
730,882
29,235.28
0
1
0
17,464
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
0
0
6
5.5
7
5.8
RANS004183
South Africa
Play
phishing
Education
105
2,968,350
0
0
0
0
1
1
0
0
0
0
0
8,045
0
8,045
0
0
1
0
0
0
12
417,060
1
0
0
1
1
0
0
0
1
2
2
2
0
0
0
1
1
0
1
0
0
0
0
1
0
0
0
1
1
0
0
425,105
4,048.62
0
0
1
28,270
1
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
1
0
0
1
0
0
0
0
1
0
3
9.5
7
8
End of preview. Expand in Data Studio

Ransomware Impact on African SMEs — 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-ransomware-dataset")

Features

Column Type
record_id str
country str
ransomware_family str
attack_vector str
sme_sector str
employee_count int64
annual_revenue_usd int64
has_backup int64
backup_tested int64
backup_offline int64
backup_encrypted int64
has_antivirus int64
has_edr int64
has_firewall int64
has_email_filter int64
has_patching_process int64
has_cyber_insurance int64
has_incident_response_plan int64
ransom_demand_usd int64
negotiated_down int64
final_ransom_usd int64
paid_ransom int64
partial_payment int64
data_exfiltrated int64
data_leaked int64
double_extortion int64
triple_extortion int64
recovery_days int64
downtime_cost_usd int64
is_load_shedding_region int64
uses_msp int64
has_generator int64
label int64
is_synthetic int64
backup_maturity int64
has_valid_backup int64
backup_compromised int64
no_backup int64
backup_risk int64
security_stack int64
endpoint_protection int64
network_protection int64
process_maturity int64
no_endpoint_protection int64
no_network_protection int64
no_process_maturity int64
fully_protected int64
has_ransom_demand int64
high_ransom int64
negotiated_discount float64
paid_full int64
paid_partial int64
has_data_theft int64
data_leaked_public int64
multi_extortion int64
extortion_severity int64
has_downtime int64
high_downtime_cost int64
slow_recovery int64
very_slow_recovery int64
total_impact int64
impact_per_employee float64
is_micro int64
is_small int64
is_medium int64
revenue_per_employee float64
is_high_revenue int64
vector_rdp int64
vector_phishing int64
vector_vpn int64
vector_supply_chain int64
vector_vulnerability int64
vector_credentials int64
vector_usb int64
vector_insider int64
no_vector int64
is_lockbit int64
is_blackcat int64
is_clop int64
is_play int64
is_royal int64
is_other_family int64
no_family int64
sector_healthcare int64
sector_manufacturing int64
sector_education int64
sector_retail int64
sector_professional int64
sector_construction int64
sector_hospitality int64
sector_transport int64
sector_agriculture int64
sector_real_estate int64
sector_legal int64
sector_ngo int64
load_shedding_region int64
uses_msp.1 int64
has_generator.1 int64
infrastructure_risk int64
msp_risk int64
african_sme_risk int64
is_west_africa int64
is_east_africa int64
is_southern_africa int64
is_north_africa int64
security_posture_score float64
vulnerability_score float64
ransomware_impact_score int64
sme_risk_score float64

Citation

@misc{electricsheepafrica2026africaransomwaredataset,
  title = {Ransomware Impact on African SMEs (Africa)},
  author = {Electric Sheep Africa},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-ransomware-dataset}}
}

License: MIT

Downloads last month
111

Collection including electricsheepafrica/africa-ransomware-dataset