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record_id
large_string
country
large_string
facility_type
large_string
healthcare_system
large_string
medical_device
large_string
threat_vector
large_string
has_firewall
int64
has_ids
int64
has_antivirus
int64
encryption_at_rest
int64
encryption_in_transit
int64
has_backup
int64
backup_tested
int64
mfa_enabled
int64
password_policy
large_string
access_control
large_string
is_public_facing
int64
has_waf
int64
has_logging
int64
has_monitoring
int64
has_dlp
int64
is_medical_device_exposed
int64
default_credentials
int64
unpatched_os
int64
unpatched_app
int64
eol_system
int64
patient_records_exposed
int64
staff_count
int64
connected_devices
int64
has_ciso
int64
security_budget_pct
float64
last_audit_days
int64
incident_count_12m
int64
label
int64
is_synthetic
int64
network_defense
int64
full_encryption
int64
no_encryption
int64
partial_encryption
int64
has_valid_backup
int64
backup_score
int64
password_strength
int64
access_control_level
int64
strong_access
int64
public_secure
int64
exposed_public_no_waf
int64
observability_score
int64
device_risk
int64
patching_deficit
int64
is_unpatched
int64
has_data_exposure
int64
massive_exposure
int64
exposure_per_staff
float64
exposure_per_device
float64
is_large_facility
int64
is_small_facility
int64
devices_per_staff
float64
low_budget
int64
audit_overdue
int64
very_overdue
int64
has_incidents
int64
many_incidents
int64
is_public_hospital
int64
is_private_hospital
int64
is_clinic
int64
is_telemedicine
int64
is_medical_lab
int64
is_pharmacy
int64
is_teaching_hospital
int64
is_community_center
int64
is_specialized
int64
is_openmrs
int64
is_dhis2
int64
is_ihris
int64
is_mhealth
int64
is_emr
int64
is_telemedicine_app
int64
is_pacs
int64
threat_ransomware
int64
threat_breach
int64
threat_device_hijack
int64
threat_insider
int64
threat_supply_chain
int64
threat_phishing
int64
threat_ddos
int64
threat_credential
int64
threat_unpatched
int64
threat_misconfig
int64
threat_none
int64
is_west_africa
int64
is_east_africa
int64
is_southern_africa
int64
is_north_africa
int64
is_central_africa
int64
is_anglophone
int64
is_francophone
int64
is_lusophone
int64
security_posture_score
float64
vulnerability_score
float64
impact_score
float64
healthcare_risk_score
float64
REC001501
Algeria
Pharmacy Chain
eHealth Portal
Dialysis Machine
credential_theft
0
0
0
1
0
1
1
0
weak
none
1
0
0
0
0
0
1
1
1
0
100,692
525
13
0
1.3
685
16
1
1
0
0
0
1
1
2
0
0
0
0
1
0
1
2
1
1
1
191.79
7,745.54
1
0
0.02
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
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
4.5
15
15.01
13.1
REC002586
Algeria
Regional Health Center
Hospital Management System
Ventilator
ransomware
1
0
0
0
0
1
0
0
medium
role_based
0
0
0
0
0
0
0
0
0
0
83,740
308
463
0
0.93
519
9
1
1
1
0
1
0
0
1
1
1
0
0
0
0
0
0
0
1
0
271.88
180.86
0
0
1.5
1
1
1
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
0
0
0
0
0
1
0
0
1
0
2.5
6
8.84
7.44
REC002653
Zimbabwe
Teaching Hospital
iHRIS
Ultrasound
device_hijack
1
1
0
0
0
1
0
0
medium
role_based
0
0
0
0
1
1
0
1
1
1
36,533
1,146
228
0
1.36
679
14
1
1
2
0
1
0
0
1
1
1
0
0
0
1
1
3
1
1
0
31.88
160.23
1
0
0.2
1
1
1
1
1
0
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
1
0
0
1
0
0
4.5
14
9.37
10.45
REC001055
Mali
Regional Health Center
iHRIS
Dialysis Machine
device_hijack
0
1
0
0
0
0
0
0
medium
role_based
0
0
1
1
1
0
0
1
0
0
103,574
1,294
462
0
1.72
1,775
15
1
1
1
0
1
0
0
0
1
1
0
0
0
3
0
1
1
1
1
80.04
224.19
1
0
0.36
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
4
8
15.04
10.42
REC000705
Egypt
Clinic
Patient Portal
CT Scanner
device_hijack
0
0
0
0
1
1
1
0
medium
role_based
0
0
1
0
0
0
1
1
1
0
41,892
1,639
318
0
0.26
1,835
13
1
1
0
0
0
1
1
2
1
1
0
0
0
1
1
2
1
1
0
25.56
131.74
1
0
0.19
1
1
1
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
5.5
13
9.42
9.87
REC000106
Ethiopia
Pharmacy Chain
iHRIS
Infusion Pump
data_breach
0
0
1
0
0
0
0
1
weak
role_based
1
1
0
0
1
1
0
1
0
0
405,447
215
467
1
1.35
736
8
1
1
1
0
1
0
0
0
0
1
0
1
0
1
1
1
1
1
1
1,885.8
868.19
0
0
2.17
1
1
1
1
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
6
10
17.05
11.62
REC000589
Egypt
Private Hospital
DHIS2
Blood Gas Analyzer
credential_theft
1
1
0
0
0
0
0
1
weak
role_based
1
0
0
1
0
0
0
1
0
0
43,969
1,885
394
1
1.52
1,517
11
1
1
2
0
1
0
0
0
0
1
0
0
1
1
0
1
1
1
0
23.33
111.6
1
0
0.21
1
1
1
1
1
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
1
0
0
0
0
5
10
9.44
8.78
REC002468
Kenya
Private Hospital
mHealth Platform
Ultrasound
insider_threat
0
0
0
0
0
0
0
0
weak
role_based
0
0
1
0
1
1
1
1
1
1
120,776
6
394
0
0.03
1,774
14
1
1
0
0
1
0
0
0
0
1
0
0
0
2
2
3
1
1
1
20,129.33
306.54
0
1
65.67
1
1
1
1
1
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
2
20
14.21
15.28
REC002413
Tanzania
Private Hospital
Hospital Management System
Blood Gas Analyzer
insider_threat
0
1
1
0
1
1
1
0
weak
none
1
0
0
0
0
0
0
1
0
1
464,995
1,854
125
0
1.32
2,000
18
1
1
2
0
0
1
1
2
0
0
0
0
1
0
0
2
1
1
1
250.81
3,719.96
1
0
0.07
1
1
1
1
1
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
6.5
9
18.65
11.76
REC001600
Uganda
Specialized Hospital
Patient Portal
Ultrasound
credential_theft
0
1
1
0
0
0
0
0
weak
none
0
0
0
0
0
1
1
0
1
0
309,056
1,148
321
0
0.36
811
10
1
1
2
0
1
0
0
0
0
0
0
0
0
0
2
1
1
1
1
269.21
962.79
1
0
0.28
1
1
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
1
0
0
0
0
1
0
0
0
1
0
0
2
16
17.09
14.84
REC002464
Kenya
Community Health Center
DHIS2
Blood Gas Analyzer
device_hijack
0
1
0
0
0
0
0
1
medium
role_based
0
0
1
0
0
0
1
1
0
0
16,331
1,563
327
0
1.18
1,036
20
1
1
1
0
1
0
0
0
1
1
1
0
0
1
1
1
1
1
0
10.45
49.94
1
0
0.21
1
1
1
1
1
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
5
14
9.16
10.26
REC000228
Senegal
Community Health Center
OpenMRS
Infusion Pump
ddos
0
1
0
0
0
1
0
1
weak
none
0
0
1
0
1
1
0
1
1
0
339,829
1,149
370
0
1.12
919
5
1
1
1
0
1
0
0
1
0
0
0
0
0
2
1
2
1
1
1
295.76
918.46
1
0
0.32
1
1
1
1
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
0
0
1
0
0
0
0
0
1
0
4.5
12
14.4
11.66
REC000915
Uganda
Private Hospital
PACS
X-Ray Machine
supply_chain
0
1
1
0
0
0
0
1
weak
role_based
1
0
0
1
0
1
0
1
0
1
295,226
1,661
203
0
0.32
836
12
1
1
2
0
1
0
0
0
0
1
0
0
1
1
1
2
1
1
1
177.74
1,454.32
1
0
0.12
1
1
1
1
1
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
0
0
0
1
0
0
0
1
0
0
3
14
16.95
13.78
REC000794
Cote d'Ivoire
Regional Health Center
EMR System
Ultrasound
misconfiguration
0
0
0
0
1
1
0
0
weak
role_based
0
0
0
0
0
1
0
1
1
0
248,651
414
305
0
1.48
1,170
20
1
1
0
0
0
1
0
1
0
1
0
0
0
0
1
2
1
1
1
600.61
815.25
0
0
0.74
1
1
1
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
1
0
0
0
0
0
1
0
1.5
9
15.49
11.5
REC003021
Zambia
Telemedicine Platform
OpenMRS
Ventilator
ddos
0
1
1
1
0
0
0
0
medium
none
1
0
0
0
0
1
1
1
1
1
469,238
437
57
0
0.01
1,726
13
1
1
2
0
0
1
0
0
1
0
0
0
1
0
2
3
1
1
1
1,073.77
8,232.25
0
0
0.13
1
1
1
1
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
0
1
0
0
1
0
0
2
19
17.69
16.28
REC003543
Senegal
Community Health Center
Patient Portal
MRI Scanner
credential_theft
0
0
1
1
0
0
0
1
medium
role_based
0
0
1
0
0
0
0
1
0
1
15,100
1,990
73
0
1.15
1,399
7
1
1
1
0
0
1
0
0
1
1
1
0
0
1
0
2
1
1
0
7.59
206.85
1
0
0.04
1
1
1
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
1
0
0
0
1
0
0
0
0
0
1
0
5
7
9.15
7.46
REC001073
Senegal
Medical Lab
Telemedicine App
MRI Scanner
unpatched_system
0
1
0
1
1
1
1
0
medium
role_based
0
0
1
0
1
0
0
0
1
0
275,855
455
405
0
0.05
1,688
3
1
1
1
1
0
0
1
2
1
1
0
0
0
2
0
1
1
1
1
606.27
681.12
0
0
0.89
1
1
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
0
9.5
5
12.76
7.2
REC003351
Egypt
Teaching Hospital
Patient Portal
Patient Monitor
data_breach
0
0
0
0
0
0
0
0
weak
role_based
0
0
0
1
0
1
0
1
1
0
183,344
1,633
373
0
1.43
1,928
17
1
1
0
0
1
0
0
0
0
1
0
0
0
1
1
2
1
1
1
112.27
491.54
1
0
0.23
1
1
1
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
12
15.83
12.93
REC001744
Mozambique
Regional Health Center
Hospital Management System
Patient Monitor
device_hijack
0
0
1
0
0
0
0
0
medium
none
1
0
0
1
1
0
0
1
0
1
372,657
1,572
336
0
1.82
988
9
1
1
1
0
1
0
0
0
1
0
0
0
1
2
0
2
1
1
1
237.06
1,109.1
1
0
0.21
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
3
12
17.73
13.29
REC001084
Botswana
Teaching Hospital
mHealth Platform
ECG Machine
credential_theft
0
1
1
0
0
0
0
0
weak
none
0
0
1
0
1
0
0
1
1
0
89,244
1,893
57
0
0.57
676
12
1
1
2
0
1
0
0
0
0
0
0
0
0
2
0
2
1
1
0
47.14
1,565.68
1
0
0.03
1
1
1
1
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
4
10
9.89
9.16
REC000926
Nigeria
Medical Lab
Lab Information System
ECG Machine
device_hijack
0
0
1
0
1
0
0
0
weak
none
0
0
0
1
0
1
1
1
0
1
495,272
478
388
0
1.4
1,757
15
1
1
1
0
0
1
0
0
0
0
0
0
0
1
2
2
1
1
1
1,036.13
1,276.47
0
0
0.81
1
1
1
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
0
1
0
0
0
0
1
0
0
2
15
17.95
14.78
REC003049
Zambia
Teaching Hospital
PACS
Ultrasound
data_breach
0
0
0
0
0
1
0
0
medium
role_based
0
0
0
1
0
0
1
1
1
1
489,742
1,803
87
1
0.64
1,852
3
1
1
0
0
1
0
0
1
1
1
0
0
0
1
1
3
1
1
1
271.63
5,629.22
1
0
0.05
1
1
1
1
0
0
0
0
0
0
0
1
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
4.5
18
15.9
14.66
REC001117
Zambia
Private Hospital
PACS
Blood Gas Analyzer
ransomware
1
1
1
0
0
0
0
0
weak
none
0
0
0
0
0
1
1
0
1
1
314,118
979
467
0
1.82
1,283
6
1
1
3
0
1
0
0
0
0
0
0
0
0
0
2
2
1
1
1
320.86
672.63
1
0
0.48
1
1
1
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
3
18
17.14
15.46
REC000642
Mali
Medical Lab
iHRIS
Blood Gas Analyzer
ddos
0
0
1
1
0
0
0
0
weak
role_based
0
0
0
0
1
0
0
1
0
1
471,642
1,135
338
0
0.35
1,081
18
1
1
1
0
0
1
0
0
0
1
0
0
0
1
0
2
1
1
1
415.54
1,395.39
1
0
0.3
1
1
1
1
1
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
2
7
18.72
11.89
REC004767
South Africa
Specialized Hospital
iHRIS
Ultrasound
supply_chain
0
0
0
1
0
1
1
0
weak
role_based
0
0
1
0
0
0
1
0
1
0
189,639
1,016
108
0
0.69
1,229
9
1
1
0
0
0
1
1
2
0
1
0
0
0
1
1
1
1
1
1
186.65
1,755.92
1
0
0.11
1
1
1
1
1
0
0
0
0
0
0
0
0
1
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
5.5
11
15.9
11.66
REC000501
Egypt
Clinic
PACS
CT Scanner
ransomware
0
0
1
1
1
0
0
0
weak
role_based
1
1
0
1
0
1
1
1
1
0
44,569
1,820
199
0
0.35
1,778
10
1
1
1
1
0
0
0
0
0
1
0
1
0
1
2
2
1
1
0
24.49
223.96
1
0
0.11
1
1
1
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
6
15
9.45
10.58
REC004066
Senegal
Community Health Center
Hospital Management System
Ultrasound
misconfiguration
0
0
1
0
1
0
0
0
weak
role_based
0
0
1
0
0
1
0
0
1
0
24,408
495
41
0
1.69
1,217
6
1
1
1
0
0
1
0
0
0
1
0
0
0
1
1
1
1
1
0
49.31
595.32
0
0
0.08
1
1
1
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
1
0
1
0
0
0
0
0
1
0
2
7
8.24
7.7
REC000333
Cote d'Ivoire
Medical Lab
eHealth Portal
Dialysis Machine
unpatched_system
0
0
0
0
1
0
0
0
weak
none
0
0
0
0
0
0
1
1
1
1
423,806
1,795
15
0
1.35
1,996
5
1
1
0
0
0
1
0
0
0
0
0
0
0
0
1
3
1
1
1
236.1
28,253.73
1
0
0.01
1
1
1
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
1
0
0
1
0
0
0
0
0
1
0
0
15
15.24
14.1
REC004684
Morocco
Community Health Center
eHealth Portal
Defibrillator
ransomware
0
1
0
0
1
0
0
0
weak
role_based
0
0
0
0
0
0
0
1
0
0
295,592
1,467
45
0
1.24
1,674
20
1
1
1
0
0
1
0
0
0
1
0
0
0
0
0
1
1
1
1
201.49
6,568.71
1
0
0.03
1
1
1
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1
5
16.96
10.58
REC000486
Tunisia
Public Hospital
Patient Portal
Ventilator
data_breach
0
0
0
0
0
0
0
0
weak
role_based
0
0
0
0
1
0
1
0
1
0
457,230
1,404
477
0
1.2
1,675
6
1
1
0
0
1
0
0
0
0
1
0
0
0
1
1
1
1
1
1
325.66
958.55
1
0
0.34
1
1
1
1
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
0
0
0
0
1
0
0
1
0
1
14
18.57
14.83
REC001962
Ghana
Regional Health Center
Telemedicine App
ECG Machine
ddos
0
0
1
0
1
0
0
0
weak
role_based
0
0
0
0
0
1
1
1
1
1
320,445
1,963
231
0
1.32
1,298
16
1
1
1
0
0
1
0
0
0
1
0
0
0
0
2
3
1
1
1
163.24
1,387.21
1
0
0.12
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
0
1
17
17.2
15.48
REC000393
Morocco
Private Hospital
Patient Portal
CT Scanner
credential_theft
1
0
0
0
0
0
0
0
medium
none
0
0
0
0
0
0
1
1
1
0
484,206
361
174
0
1.4
1,273
5
1
1
1
0
1
0
0
0
1
0
0
0
0
0
1
2
1
1
1
1,341.29
2,782.79
0
0
0.48
1
1
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
1
16
14.84
14.14
REC004842
Egypt
Teaching Hospital
EMR System
Patient Monitor
insider_threat
1
0
1
1
0
0
0
0
weak
none
0
0
0
0
0
1
0
1
1
0
158,370
1,583
250
0
1.24
676
6
1
1
2
0
0
1
0
0
0
0
0
0
0
0
1
2
1
1
1
100.04
633.48
1
0
0.16
1
1
1
1
1
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
0
0
0
0
1
0
0
0
0
2
9
15.58
11.43
REC004866
Botswana
Private Hospital
iHRIS
Ventilator
credential_theft
0
0
1
1
1
0
0
0
weak
role_based
0
0
0
0
1
0
1
0
1
1
400,322
643
443
1
0.58
790
7
1
1
1
1
0
0
0
0
0
1
0
0
0
1
1
2
1
1
1
622.58
903.66
1
0
0.69
1
1
1
1
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
6
13
18
13.2
REC001755
Mali
Regional Health Center
PACS
Dialysis Machine
device_hijack
0
1
0
0
0
0
0
1
weak
role_based
0
0
1
1
1
1
0
1
0
1
441,504
912
57
0
1.04
1,668
12
1
1
1
0
1
0
0
0
0
1
0
0
0
3
1
2
1
1
1
484.11
7,745.68
1
0
0.06
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
4
12
18.42
13.37
REC002515
Rwanda
Pharmacy Chain
Telemedicine App
Ultrasound
ransomware
0
0
0
0
0
0
0
0
weak
role_based
0
0
0
0
1
0
1
1
0
1
114,798
228
417
0
0.95
1,017
19
1
1
0
0
1
0
0
0
0
1
0
0
0
1
1
2
1
1
1
503.5
275.29
0
0
1.83
1
1
1
1
1
0
0
0
0
0
1
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
0
1
0
0
1
16
14.15
13.86
REC003585
Ghana
Regional Health Center
OpenMRS
Defibrillator
misconfiguration
0
1
1
0
1
0
0
0
weak
role_based
0
0
0
0
0
1
1
1
1
0
149,875
248
248
0
0.02
1,516
3
1
1
2
0
0
1
0
0
0
1
0
0
0
0
2
2
1
1
1
604.33
604.33
0
0
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
1
0
0
2
15
11.5
12.2
REC004315
Zambia
Regional Health Center
EMR System
ECG Machine
ransomware
0
0
1
1
0
0
0
1
weak
role_based
1
0
1
0
1
0
1
1
0
1
132,628
1,828
144
0
0.47
1,358
13
1
1
1
0
0
1
0
0
0
1
0
0
1
2
1
2
1
1
1
72.55
921.03
1
0
0.08
1
1
1
1
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
1
0
0
1
0
0
3
15
15.33
13.53
REC004966
Ghana
Community Health Center
Telemedicine App
Infusion Pump
unpatched_system
0
0
0
0
0
0
0
0
weak
role_based
0
0
0
0
1
1
0
1
0
0
402,733
1,794
195
0
1.24
1,221
7
1
1
0
0
1
0
0
0
0
1
0
0
0
1
1
1
1
1
1
224.49
2,065.3
1
0
0.11
1
1
1
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
1
0
0
1
0
0
0
0
1
0
0
1
10
18.03
13.01
REC002099
Tanzania
Private Hospital
mHealth Platform
Ultrasound
insider_threat
0
0
1
0
0
1
0
1
medium
role_based
1
1
1
0
0
0
1
1
0
1
275,347
84
328
1
0.29
1,568
8
1
1
1
0
1
0
0
1
1
1
1
1
0
1
1
2
1
1
1
3,277.94
839.47
0
0
3.9
1
1
1
1
1
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
10.5
16
15.75
12.6
REC003599
Nigeria
Public Hospital
eHealth Portal
ECG Machine
ddos
0
1
0
0
1
1
0
1
weak
role_based
0
0
0
0
0
1
0
1
0
1
290,877
1,735
74
0
0.46
1,622
12
1
1
1
0
0
1
0
1
0
1
0
0
0
0
1
2
1
1
1
167.65
3,930.77
1
0
0.04
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
1
0
0
0
0
1
0
0
0
0
1
0
0
2.5
9
16.91
11.86
REC004121
Uganda
Private Hospital
Hospital Management System
CT Scanner
unpatched_system
0
0
0
0
0
1
0
1
weak
role_based
0
0
0
0
0
1
0
1
1
0
409,706
856
339
0
1.24
899
15
1
1
0
0
1
0
0
1
0
1
0
0
0
0
1
2
1
1
1
478.63
1,208.57
1
0
0.4
1
1
1
1
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
1
0
0
0
1
0
0
0
1
0
0
1.5
12
18.1
13.74
REC000029
Cameroon
Private Hospital
PACS
Ventilator
ddos
0
0
0
0
0
0
0
0
weak
role_based
1
0
1
0
0
1
0
0
1
1
432,499
7
346
1
0.92
611
7
1
1
0
0
1
0
0
0
0
1
0
0
1
1
1
2
1
1
1
61,785.57
1,250
0
1
49.43
1
1
1
1
1
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
1
1
0
0
3
14
17.32
13.93
REC000065
Egypt
Public Hospital
eHealth Portal
Dialysis Machine
misconfiguration
1
0
0
0
0
0
0
0
medium
role_based
1
0
1
0
0
1
1
1
0
0
305,840
727
34
0
0.56
1,723
16
1
1
1
0
1
0
0
0
1
1
0
0
1
1
2
1
1
1
1
420.69
8,995.29
1
0
0.05
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
0
1
0
0
0
0
1
0
0
0
0
2
18
17.06
15.62
REC000838
Ethiopia
Public Hospital
iHRIS
Ventilator
misconfiguration
0
1
0
1
0
0
0
0
weak
role_based
0
0
0
0
0
1
1
1
1
1
44
1,601
148
0
0.86
1,409
18
1
1
1
0
0
1
0
0
0
1
0
0
0
0
2
3
1
1
0
0.03
0.3
1
0
0.09
1
1
1
1
1
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
1
0
0
1
0
0
0
0
0
0
1
17
9
12.2
REC003906
Botswana
Telemedicine Platform
iHRIS
ECG Machine
ddos
0
1
1
0
0
1
0
0
medium
role_based
0
0
0
0
0
0
1
0
1
0
391,594
543
460
0
1.37
1,003
13
1
1
2
0
1
0
0
1
1
1
0
0
0
0
1
1
1
1
1
721.17
851.29
1
0
0.85
1
1
1
1
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
0
0
0
0
0
1
0
0
1
0
0
3.5
14
17.92
14.07
REC003773
Mozambique
Medical Lab
Lab Information System
Infusion Pump
phishing
1
0
0
1
0
0
0
0
weak
role_based
1
0
0
0
0
1
0
1
1
1
130,378
1,556
36
0
1.34
697
14
1
1
1
0
0
1
0
0
0
1
0
0
1
0
1
3
1
1
1
83.79
3,621.61
1
0
0.02
1
1
1
1
1
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
0
0
0
0
1
1
1
13
15.3
13.12
REC004635
Tunisia
Teaching Hospital
PACS
Infusion Pump
unpatched_system
0
0
0
0
0
0
0
0
weak
role_based
0
0
0
0
0
0
1
0
0
0
226,026
1,349
63
0
1.96
1,826
16
1
1
0
0
1
0
0
0
0
1
0
0
0
0
1
0
0
1
1
167.55
3,587.71
1
0
0.05
1
1
1
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
0
12
16.26
13.3
REC003161
Mozambique
Clinic
PACS
CT Scanner
data_breach
0
1
0
1
0
1
1
1
weak
role_based
0
0
1
0
1
1
0
1
1
1
441,856
1,526
163
1
1.09
1,990
1
1
1
1
0
0
1
1
2
0
1
0
0
0
2
1
3
1
1
1
289.55
2,710.77
1
0
0.11
1
1
1
1
0
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
1
0
0
0
0
1
1
9.5
11
15.42
10.67
REC002659
South Africa
Telemedicine Platform
Patient Portal
Ultrasound
ddos
0
0
1
0
0
0
0
1
weak
role_based
1
0
0
0
0
1
0
1
0
1
70,006
575
149
0
0.69
915
20
1
1
1
0
1
0
0
0
0
1
0
0
1
0
1
2
1
1
0
121.75
469.84
1
0
0.26
1
1
1
1
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
0
0
0
0
1
0
0
1
0
0
1
14
9.7
11.28
REC004615
Zimbabwe
Telemedicine Platform
mHealth Platform
CT Scanner
data_breach
0
0
0
0
0
1
0
0
weak
role_based
0
0
0
0
0
0
1
1
1
0
287,954
1,098
312
1
1.94
507
9
1
1
0
0
1
0
0
1
0
1
0
0
0
0
1
2
1
1
1
262.25
922.93
1
0
0.28
1
1
1
1
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
3.5
16
16.88
14.45
REC004628
Zimbabwe
Community Health Center
PACS
Blood Gas Analyzer
data_breach
1
0
1
0
0
1
0
0
weak
role_based
1
0
0
0
0
1
1
1
1
1
337,975
280
468
0
0.4
808
13
1
1
2
0
1
0
0
1
0
1
0
0
1
0
2
3
1
1
1
1,207.05
722.17
0
0
1.67
1
1
1
1
1
0
0
0
0
0
0
0
1
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
3.5
22
16.38
16.65
REC002451
Tanzania
Community Health Center
Patient Portal
Dialysis Machine
phishing
0
0
1
0
0
0
0
0
medium
role_based
1
1
1
0
0
1
1
1
1
0
499,743
1,255
409
0
0.62
1,595
16
1
1
1
0
1
0
0
0
1
1
0
1
0
1
2
2
1
1
1
398.2
1,221.87
1
0
0.33
1
1
1
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
4
18
19
16
REC002846
Cote d'Ivoire
Specialized Hospital
eHealth Portal
Dialysis Machine
ddos
1
0
1
0
0
0
0
0
medium
role_based
0
0
0
0
0
0
0
1
1
0
332,298
658
350
0
1.89
1,246
3
1
1
2
0
1
0
0
0
1
1
0
0
0
0
0
2
1
1
1
505.01
949.42
1
0
0.53
1
1
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
2
10
14.32
11.33
REC001144
Kenya
Pharmacy Chain
Lab Information System
Ventilator
misconfiguration
1
1
1
1
0
0
0
0
weak
role_based
1
1
0
0
0
1
0
0
1
0
295,250
1,459
333
0
0.89
1,115
17
1
1
3
0
0
1
0
0
0
1
0
1
0
0
1
1
1
1
1
202.36
886.64
1
0
0.23
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
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
5
7
16.95
10.58
REC003078
Algeria
Telemedicine Platform
OpenMRS
Ventilator
unpatched_system
0
0
0
1
0
0
0
0
weak
role_based
0
0
0
1
0
0
1
1
0
0
223,002
1,904
23
0
1.92
1,462
17
1
1
0
0
0
1
0
0
0
1
0
0
0
1
1
1
1
1
1
117.12
9,695.74
1
0
0.01
1
1
1
1
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
1
11
16.23
12.69
REC001103
Egypt
Telemedicine Platform
DHIS2
Ventilator
device_hijack
0
0
0
0
0
0
0
1
weak
role_based
1
1
0
1
1
1
0
1
1
0
366,706
1,747
375
0
0.99
1,328
6
1
1
0
0
1
0
0
0
0
1
0
1
0
2
1
2
1
1
1
209.91
977.88
1
0
0.21
1
1
1
1
1
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
0
1
0
0
0
0
4
12
17.67
13.07
REC000168
Ethiopia
Medical Lab
Hospital Management System
Ventilator
unpatched_system
1
1
1
0
1
1
0
0
weak
role_based
0
0
1
1
0
0
0
1
0
0
166,135
1,342
159
0
1.21
1,309
9
1
1
3
0
0
1
0
1
0
1
0
0
0
2
0
1
1
1
1
123.8
1,044.87
1
0
0.12
1
1
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
0
1
0
0
0
1
0
0
0
0
0
0
6.5
5
15.66
8.96
REC001670
Tunisia
Telemedicine Platform
DHIS2
ECG Machine
insider_threat
0
1
0
0
1
0
0
1
weak
role_based
0
0
0
0
0
0
1
1
0
1
459,422
778
374
0
0.42
577
18
1
1
1
0
0
1
0
0
0
1
0
0
0
0
1
2
1
1
1
590.52
1,228.4
1
0
0.48
1
1
1
1
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1
13
18.59
14.44
REC002570
South Africa
Teaching Hospital
mHealth Platform
Infusion Pump
insider_threat
0
1
0
0
1
1
0
0
medium
role_based
1
0
1
0
0
1
1
1
0
0
495,642
1,359
331
0
0.08
1,979
12
1
1
1
0
0
1
0
1
1
1
0
0
1
1
2
1
1
1
1
364.71
1,497.41
1
0
0.24
1
1
1
1
1
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
0
0
0
1
0
0
1
0
0
3.5
15
18.96
14.88
REC002377
Morocco
Clinic
DHIS2
MRI Scanner
phishing
1
1
1
0
0
0
0
0
weak
none
1
1
0
0
1
1
1
0
1
1
126,644
49
350
0
1.19
1,842
4
1
1
3
0
1
0
0
0
0
0
0
1
0
1
2
2
1
1
1
2,584.57
361.84
0
1
7.14
1
1
1
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
0
0
0
0
0
0
0
1
0
0
1
0
6
18
11.27
12.51
REC004395
Uganda
Community Health Center
EMR System
Infusion Pump
device_hijack
0
0
0
0
0
0
0
0
weak
role_based
0
0
0
0
0
0
0
1
1
0
418,845
202
109
0
1.04
1,045
6
1
1
0
0
1
0
0
0
0
1
0
0
0
0
0
2
1
1
1
2,073.49
3,842.61
0
0
0.54
1
1
1
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
10
17.19
12.88
REC004257
Morocco
Regional Health Center
DHIS2
Defibrillator
phishing
1
1
0
0
0
1
1
0
weak
role_based
0
0
0
1
1
0
1
0
1
0
481,418
1,271
202
0
0.85
1,142
2
1
1
2
0
1
0
1
2
0
1
0
0
0
2
1
1
1
1
1
378.77
2,383.26
1
0
0.16
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
1
0
8.5
14
15.81
12.22
REC003862
Tanzania
Clinic
DHIS2
Patient Monitor
data_breach
0
0
1
0
0
1
1
1
medium
role_based
1
1
0
1
0
1
1
1
1
1
183,927
1,246
138
0
1.77
1,492
6
1
1
1
0
1
0
1
2
1
1
1
1
0
1
2
3
1
1
1
147.61
1,332.8
1
0
0.11
1
1
1
1
1
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
1
0
0
0
0
0
0
11.5
20
15.84
14.04
REC000023
Nigeria
Community Health Center
mHealth Platform
CT Scanner
insider_threat
1
0
0
1
1
0
0
0
weak
role_based
0
0
1
0
0
1
0
1
1
1
180,227
876
391
1
0.66
1,939
15
1
1
1
1
0
0
0
0
0
1
0
0
0
1
1
3
1
1
1
205.74
460.94
1
0
0.45
1
1
1
1
1
0
0
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
1
0
0
0
0
1
0
0
6
11
15.8
11.52
REC002633
Senegal
Teaching Hospital
eHealth Portal
Defibrillator
phishing
0
0
0
1
0
1
0
0
weak
role_based
1
0
0
0
1
0
1
1
1
1
390,792
904
402
0
0.86
1,755
5
1
1
0
0
0
1
0
1
0
1
0
0
1
1
1
3
1
1
1
432.29
972.12
1
0
0.44
1
1
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
2.5
17
14.91
14.26
REC003340
Cameroon
Telemedicine Platform
Lab Information System
Ultrasound
unpatched_system
0
0
1
0
0
0
0
0
weak
role_based
0
0
0
0
0
0
0
0
1
0
141,985
1,299
160
0
1.69
765
3
1
1
1
0
1
0
0
0
0
1
0
0
0
0
0
1
1
1
1
109.3
887.41
1
0
0.12
1
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
0
0
1
0
0
0
0
0
0
1
1
0
0
1
8
12.42
9.97
REC002215
Mali
Private Hospital
mHealth Platform
X-Ray Machine
phishing
0
0
0
0
0
1
0
0
weak
role_based
0
0
1
0
0
0
0
0
0
0
390,287
1,725
400
0
0.6
1,056
10
1
1
0
0
1
0
0
1
0
1
0
0
0
1
0
0
0
1
1
226.25
975.72
1
0
0.23
1
1
1
1
1
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
2.5
6
17.9
11.06
REC003682
Senegal
Teaching Hospital
iHRIS
CT Scanner
credential_theft
0
0
0
1
1
1
1
0
weak
role_based
0
0
0
0
0
1
0
0
1
0
80,614
774
182
1
1.11
1,471
14
1
1
0
1
0
0
1
2
0
1
0
0
0
0
1
1
1
1
0
104.15
442.93
1
0
0.24
1
1
1
1
1
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
0
0
1
0
8.5
7
9.81
7.02
REC004724
Uganda
Telemedicine Platform
iHRIS
Dialysis Machine
data_breach
0
1
0
1
0
0
0
0
weak
role_based
1
0
0
0
1
0
1
0
1
0
452,460
1,045
202
1
0.96
612
5
1
1
1
0
0
1
0
0
0
1
0
0
1
1
1
1
1
1
1
432.98
2,239.9
1
0
0.19
1
1
1
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
0
0
0
0
0
1
0
0
0
1
0
0
4
13
15.52
12.61
REC001907
Uganda
Specialized Hospital
mHealth Platform
X-Ray Machine
ransomware
0
1
0
0
1
1
1
1
medium
none
0
0
1
0
0
1
1
1
1
0
253,813
1,449
365
0
1.77
939
1
1
1
1
0
0
1
1
2
1
0
0
0
0
1
2
2
1
1
1
175.16
695.38
1
0
0.25
1
1
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
6.5
15
13.54
12.12
REC000084
Egypt
Community Health Center
iHRIS
Patient Monitor
insider_threat
0
0
1
1
0
0
0
0
medium
role_based
0
0
0
0
0
0
1
1
1
1
249,563
119
336
0
1.41
669
16
1
1
1
0
0
1
0
0
1
1
0
0
0
0
1
3
1
1
1
2,097.17
742.75
0
0
2.82
1
1
1
1
1
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
0
0
1
0
0
0
0
1
15
15.5
14
REC000227
Tunisia
Public Hospital
Lab Information System
Patient Monitor
device_hijack
0
0
0
0
0
0
0
0
weak
role_based
1
1
0
1
1
0
1
1
0
0
328,629
955
370
0
1.72
644
13
1
1
0
0
1
0
0
0
0
1
0
1
0
2
1
1
1
1
1
344.11
888.19
1
0
0.39
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
4
14
17.29
13.72
REC000296
Cote d'Ivoire
Specialized Hospital
Lab Information System
CT Scanner
data_breach
0
0
0
0
1
1
0
0
medium
role_based
0
0
0
0
0
1
0
0
1
0
446,432
1,045
309
0
0.42
666
16
1
1
0
0
0
1
0
1
1
1
0
0
0
0
1
1
1
1
1
427.21
1,444.76
1
0
0.3
1
1
1
1
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
1
0
0
0
0
0
1
0
1.5
7
18.46
11.88
REC001001
Cameroon
Medical Lab
PACS
Patient Monitor
insider_threat
0
0
1
0
0
0
0
0
weak
role_based
0
0
0
0
0
1
0
1
0
0
487,599
1,842
392
0
1.83
962
17
1
1
1
0
1
0
0
0
0
1
0
0
0
0
1
1
1
1
1
264.71
1,243.88
1
0
0.21
1
1
1
1
1
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
0
0
1
1
0
0
1
10
18.88
13.35
REC002138
Zimbabwe
Regional Health Center
iHRIS
ECG Machine
supply_chain
0
0
1
0
0
1
0
0
medium
role_based
1
1
0
0
0
0
0
0
1
1
412,739
261
386
0
1.21
1,109
15
1
1
1
0
1
0
0
1
1
1
0
1
0
0
0
2
1
1
1
1,581.38
1,069.27
0
0
1.48
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
4.5
10
17.13
11.95
REC000711
Mozambique
Telemedicine Platform
eHealth Portal
Infusion Pump
misconfiguration
1
0
0
0
1
0
0
0
weak
role_based
0
0
0
0
1
0
1
1
0
1
350,752
1,679
282
1
1.17
1,052
4
1
1
1
0
0
1
0
0
0
1
0
0
0
1
1
2
1
1
1
208.91
1,243.8
1
0
0.17
1
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
0
0
0
1
0
0
1
0
0
0
0
1
1
4
13
14.51
12.2
REC002801
Algeria
Telemedicine Platform
Hospital Management System
CT Scanner
insider_threat
1
0
0
0
1
1
0
0
weak
none
1
0
1
1
0
1
0
1
1
0
355,703
1,268
99
1
1.18
1,884
5
1
1
1
0
0
1
0
1
0
0
0
0
1
2
1
2
1
1
1
280.52
3,592.96
1
0
0.08
1
1
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
6.5
11
14.56
10.92
REC002527
Tanzania
Private Hospital
Telemedicine App
CT Scanner
device_hijack
0
0
1
0
0
0
0
0
weak
role_based
0
0
0
1
1
1
1
0
0
1
294,460
1,834
177
0
0.82
588
20
1
1
1
0
1
0
0
0
0
1
0
0
0
2
2
1
1
1
1
160.56
1,663.62
1
0
0.1
1
1
1
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
3
16
16.94
14.58
REC003752
Ethiopia
Private Hospital
PACS
ECG Machine
ransomware
0
0
1
1
1
1
0
1
medium
role_based
1
1
0
0
0
0
1
1
1
0
282,459
661
237
0
1.91
1,989
9
1
1
1
1
0
0
0
1
1
1
1
1
0
0
1
2
1
1
1
427.32
1,191.81
1
0
0.36
1
1
1
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
9.5
13
16.82
12.03
REC003321
Ethiopia
Specialized Hospital
Hospital Management System
Ultrasound
unpatched_system
1
1
1
0
0
1
0
0
medium
role_based
0
0
0
0
0
0
0
1
0
0
403,989
1,829
241
0
1.81
856
14
1
1
3
0
1
0
0
1
1
1
0
0
0
0
0
1
1
1
1
220.88
1,676.3
1
0
0.13
1
1
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
0
1
0
0
0
1
0
0
0
0
0
0
4.5
8
18.04
11.52
REC003181
Tanzania
Community Health Center
DHIS2
ECG Machine
insider_threat
0
0
1
1
0
1
0
0
weak
role_based
0
0
1
1
0
0
0
0
1
0
356,306
879
430
1
1
1,424
19
1
1
1
0
0
1
0
1
0
1
0
0
0
2
0
1
1
1
1
405.35
828.62
1
0
0.49
1
1
1
1
1
0
0
0
0
0
0
0
1
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
6.5
5
17.56
9.72
REC004183
Ethiopia
Regional Health Center
Hospital Management System
Ultrasound
credential_theft
0
0
0
0
1
1
0
0
weak
role_based
0
0
0
0
0
0
1
1
0
1
29,026
1,811
67
1
1.86
1,004
8
1
1
0
0
0
1
0
1
0
1
0
0
0
0
1
2
1
1
0
16.03
433.22
1
0
0.04
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
1
0
0
0
0
1
0
0
0
0
0
0
3.5
13
9.29
10.22
REC001615
Ghana
Telemedicine Platform
EMR System
ECG Machine
ransomware
0
0
1
0
0
0
0
1
weak
role_based
0
0
0
0
1
1
1
0
0
1
18,798
1,921
248
0
0.29
1,505
6
1
1
1
0
1
0
0
0
0
1
0
0
0
1
2
1
1
1
0
9.79
75.8
1
0
0.13
1
1
1
1
1
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
0
0
0
0
1
0
0
2
16
9.19
11.68
REC003024
Morocco
Specialized Hospital
eHealth Portal
Ventilator
insider_threat
0
0
0
0
0
0
0
0
weak
role_based
0
0
0
0
0
1
0
1
1
1
390,694
1,466
153
0
0.34
1,004
9
1
1
0
0
1
0
0
0
0
1
0
0
0
0
1
3
1
1
1
266.5
2,553.56
1
0
0.1
1
1
1
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
0
0
0
1
0
0
1
0
0
14
17.91
14.76
REC001413
Senegal
Public Hospital
Hospital Management System
MRI Scanner
credential_theft
0
1
0
0
0
0
0
1
weak
role_based
0
0
0
0
0
0
1
0
1
0
314,758
818
426
0
1.58
990
18
1
1
1
0
1
0
0
0
0
1
0
0
0
0
1
1
1
1
1
384.79
738.87
1
0
0.52
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
1
0
0
0
1
0
0
0
0
0
1
0
1
14
17.15
14.26
REC000763
South Africa
Specialized Hospital
Hospital Management System
Patient Monitor
ddos
1
1
0
0
0
0
0
0
weak
none
0
0
1
1
0
0
0
0
1
0
71,597
688
499
1
1.93
553
15
1
1
2
0
1
0
0
0
0
0
0
0
0
2
0
1
1
1
0
104.07
143.48
1
0
0.73
1
1
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
1
0
0
0
0
0
0
1
0
0
1
0
0
6
8
9.72
7.89
REC000655
Uganda
Public Hospital
OpenMRS
ECG Machine
ddos
0
0
1
0
1
0
0
0
weak
none
0
0
0
0
0
1
0
1
1
1
357,654
1,930
327
0
0.9
1,315
7
1
1
1
0
0
1
0
0
0
0
0
0
0
0
1
3
1
1
1
185.31
1,093.74
1
0
0.17
1
1
1
1
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
1
11
17.58
13.23
REC004797
Kenya
Teaching Hospital
iHRIS
Ventilator
credential_theft
0
1
0
1
0
1
1
0
weak
role_based
0
0
0
0
0
1
0
1
1
1
120,865
1,939
214
1
0.47
1,463
5
1
1
1
0
0
1
1
2
0
1
0
0
0
0
1
3
1
1
1
62.33
564.79
1
0
0.11
1
1
1
1
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
7.5
11
12.21
9.78
End of preview. Expand in Data Studio

Healthcare Cybersecurity — Africa Cyber Threat Intelligence

Part of the Africa Cyber Threat Intelligence collection by electricsheepafrica.

  • Acquisition: SYNTHETIC
  • Rows: 10,000 (balanced 50/50)
  • Synthetic: All records synthetically generated (is_synthetic=1).

Usage

from datasets import load_dataset
dataset = load_dataset("electricsheepafrica/africa-healthcare-cyber-dataset")

Features

Column Type
record_id str
country str
facility_type str
healthcare_system str
medical_device str
threat_vector str
has_firewall int64
has_ids int64
has_antivirus int64
encryption_at_rest int64
encryption_in_transit int64
has_backup int64
backup_tested int64
mfa_enabled int64
password_policy str
access_control str
is_public_facing int64
has_waf int64
has_logging int64
has_monitoring int64
has_dlp int64
is_medical_device_exposed int64
default_credentials int64
unpatched_os int64
unpatched_app int64
eol_system int64
patient_records_exposed int64
staff_count int64
connected_devices int64
has_ciso int64
security_budget_pct float64
last_audit_days int64
incident_count_12m int64
label int64
is_synthetic int64
network_defense int64
full_encryption int64
no_encryption int64
partial_encryption int64
has_valid_backup int64
backup_score int64
password_strength int64
access_control_level int64
strong_access int64
public_secure int64
exposed_public_no_waf int64
observability_score int64
device_risk int64
patching_deficit int64
is_unpatched int64
has_data_exposure int64
massive_exposure int64
exposure_per_staff float64
exposure_per_device float64
is_large_facility int64
is_small_facility int64
devices_per_staff float64
low_budget int64
audit_overdue int64
very_overdue int64
has_incidents int64
many_incidents int64
is_public_hospital int64
is_private_hospital int64
is_clinic int64
is_telemedicine int64
is_medical_lab int64
is_pharmacy int64
is_teaching_hospital int64
is_community_center int64
is_specialized int64
is_openmrs int64
is_dhis2 int64
is_ihris int64
is_mhealth int64
is_emr int64
is_telemedicine_app int64
is_pacs int64
threat_ransomware int64
threat_breach int64
threat_device_hijack int64
threat_insider int64
threat_supply_chain int64
threat_phishing int64
threat_ddos int64
threat_credential int64
threat_unpatched int64
threat_misconfig int64
threat_none int64
is_west_africa int64
is_east_africa int64
is_southern_africa int64
is_north_africa int64
is_central_africa int64
is_anglophone int64
is_francophone int64
is_lusophone int64
security_posture_score float64
vulnerability_score float64
impact_score float64
healthcare_risk_score float64

Citation

@misc{electricsheepafrica2026africahealthcarecyberdataset,
  title = {Healthcare Cybersecurity (Africa)},
  author = {Electric Sheep Africa},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-healthcare-cyber-dataset}}
}

License: MIT

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