Datasets:

electricsheepafrica
/

africa-cloud-misconfig-dataset

resource_id large_string	provider large_string	resource_type large_string	region large_string	is_public int64	has_encryption int64	encryption_at_rest int64	encryption_in_transit int64	has_logging int64	has_monitoring int64	has_backup int64	mfa_enabled int64	has_waf int64	least_privilege int64	has_dlp int64	password_policy_strong int64	network_segmentation int64	open_ports_count int64	exposed_credentials int64	outdated_runtime int64	has_vpn int64	has_private_link int64	public_ip_attached int64	auto_updates int64	unused_resources int64	overprovisioned int64	label int64	is_synthetic int64	is_aws int64	is_azure int64	is_gcp int64	is_storage int64	is_compute int64	is_network int64	is_iam int64	is_database int64	is_container int64	any_public int64	has_open_ports int64	many_open_ports int64	no_encryption int64	strong_access_control int64	network_secure int64	observability_score int64	well_maintained int64	resource_waste int64	has_unused int64	high_unused int64	exposure_score int64	defense_score int64	hygiene_score int64	misconfig_risk_score float64
RES01501	AWS	Lambda Function	Southeast Asia	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	1	0	0	0	6	0	1	1	1	0	0	0	1	0	0	0	0	1	1	0	1	0	0	1	0	6	1	1	7	1	3	7.6
RES02586	AWS	RDS Instance	ap-south-1	1	0	0	0	0	0	1	0	0	1	0	0	0	5	0	1	0	1	1	0	10	1	1	1	1	0	0	0	0	0	0	1	0	1	1	0	1	0	0	1	0	11	1	1	9	1	2	8.8
RES02653	AWS	Lambda Function	ap-south-1	1	0	0	0	0	1	1	0	0	0	0	0	1	1	0	0	0	0	0	0	2	1	1	1	1	0	0	0	1	0	0	0	0	1	1	0	1	0	0	2	0	3	1	0	7	2	2	7.5
RES01055	AWS	IAM User	North Europe	1	0	0	0	0	0	1	0	1	1	1	0	0	3	0	0	0	0	0	0	13	0	1	1	1	0	0	0	0	0	1	0	0	1	1	0	1	0	0	1	0	13	1	1	7	5	5	6
RES00705	AWS	EC2 Security Group	Southeast Asia	0	1	1	0	1	0	0	0	0	0	0	0	0	5	0	0	0	0	0	0	3	0	1	1	1	0	0	0	1	1	0	0	0	0	1	0	0	0	0	1	0	3	1	0	0	1	3	4.1
RES00106	AWS	VM Instance	sa-east-1	0	0	0	0	1	0	1	0	1	1	0	1	0	4	0	1	0	0	0	0	14	0	1	1	1	0	0	0	1	0	0	0	0	0	1	0	1	0	0	2	0	14	1	1	3	4	3	4.7
RES00589	AWS	Load Balancer	ap-south-1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	1	0	1	1	1	1	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	1	0	0	9	0	3	8.9
RES02468	Azure	Container Registry	europe-west1	1	0	0	1	1	1	1	0	0	1	0	0	1	4	0	0	0	1	1	0	12	0	1	1	0	1	0	0	0	0	0	0	1	1	1	0	0	0	1	3	0	12	1	1	6	5	5	5.5
RES02413	GCP	Lambda Function	us-east-1	1	1	0	0	0	0	0	0	1	0	1	0	1	1	1	0	0	0	0	0	6	0	1	1	0	0	1	0	1	0	0	0	0	1	1	0	0	0	0	0	0	6	1	1	9	4	3	7.7
RES01600	AWS	Function App	us-west-2	1	0	0	1	0	1	0	0	1	0	0	0	0	0	1	1	1	0	1	0	4	0	1	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	4	1	0	11	3	1	9.4
RES02464	AWS	Container Registry	europe-west1	1	1	1	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	4	0	1	1	1	0	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0	4	1	0	6	1	3	7.1
RES00228	AWS	Database	eu-west-1	1	0	1	1	0	0	0	0	0	1	1	0	0	2	1	0	0	1	0	0	2	1	1	1	1	0	0	0	0	0	0	1	0	1	1	0	0	0	0	0	0	3	1	0	9	2	4	8.1
RES00915	AWS	Function App	Southeast Asia	1	1	0	1	0	0	1	0	0	0	0	0	0	3	0	0	0	0	1	0	10	0	1	1	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	10	1	1	6	1	3	7.1
RES00794	Azure	VM Instance	asia-east1	1	0	1	0	0	1	0	0	0	0	0	0	0	0	1	0	1	0	1	1	6	1	1	1	0	1	0	0	1	0	0	0	0	1	0	0	0	0	0	1	1	7	1	1	11	3	4	8.8
RES03021	AWS	Function App	sa-east-1	1	0	0	1	0	1	1	0	0	1	0	1	0	4	0	0	0	0	0	0	12	1	1	1	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	2	0	13	1	1	4	2	4	5.6
RES03543	AWS	Kubernetes Cluster	australia-southeast1	1	0	0	0	1	1	1	1	0	0	0	1	0	3	0	0	0	0	1	0	5	0	1	1	1	0	0	0	0	0	0	0	1	1	1	0	1	0	0	3	0	5	1	0	9	3	3	8
RES01073	AWS	Function App	ap-south-1	0	0	0	0	1	1	0	0	0	0	0	0	0	1	0	1	0	0	0	0	8	0	1	1	1	0	0	0	0	0	0	0	0	0	1	0	1	0	0	2	0	8	1	1	3	2	1	5.7
RES03351	AWS	Function App	asia-east1	0	0	0	1	0	0	0	0	0	0	1	0	0	5	1	0	0	1	0	1	13	0	1	1	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	13	1	1	5	4	5	5.3
RES01744	AWS	Key Vault	ap-south-1	1	0	0	0	0	1	0	1	0	1	1	0	0	3	0	0	1	0	0	0	9	1	1	1	1	0	0	0	0	0	0	0	0	1	1	0	1	0	0	1	0	10	1	1	7	3	4	6.8
RES01084	Azure	Key Vault	us-west-2	1	1	1	0	1	0	0	0	0	1	0	0	1	3	0	0	0	0	1	1	6	1	1	1	0	1	0	0	0	0	0	0	0	1	1	0	0	0	0	1	1	7	1	1	6	3	6	5.9
RES00926	Azure	S3 Bucket	us-central1	0	0	0	1	0	0	0	0	0	1	1	0	0	4	0	1	0	0	1	0	12	1	1	1	0	1	0	1	0	0	0	0	0	1	1	0	0	0	0	0	0	13	1	1	2	2	2	5
RES03049	AWS	IAM Role	eu-west-1	1	0	0	1	0	0	0	0	0	1	0	1	0	0	0	0	0	0	1	0	13	1	1	1	1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	14	1	1	6	0	4	7.2
RES01117	Azure	Lambda Function	asia-east1	1	0	0	0	0	0	0	1	0	0	0	0	0	5	0	0	0	0	1	0	15	1	1	1	0	1	0	0	1	0	0	0	0	1	1	0	1	0	0	0	0	16	1	1	9	0	2	9.1
RES00642	AWS	Function App	us-central1	1	0	1	0	0	0	1	0	1	0	0	0	1	5	1	0	0	1	1	0	7	1	1	1	1	0	0	0	0	0	0	0	0	1	1	0	0	0	1	1	0	8	1	1	11	5	2	8.6
RES04767	AWS	S3 Bucket	West Europe	1	1	0	1	0	0	0	0	0	0	1	0	0	1	0	1	1	0	1	0	11	0	1	1	1	0	0	1	0	0	0	0	0	1	1	0	0	0	0	0	0	11	1	1	6	2	1	7.2
RES00501	AWS	S3 Bucket	North Europe	1	1	0	0	1	1	1	0	1	1	0	0	0	1	1	0	1	0	1	0	5	1	1	1	1	0	0	1	0	0	0	0	0	1	1	0	0	0	0	3	0	6	1	0	11	5	4	8.2
RES04066	AWS	Load Balancer	us-east-1	1	0	1	0	0	1	1	1	0	1	1	1	0	5	0	0	0	0	0	1	3	1	1	1	1	0	0	0	0	1	0	0	0	1	1	0	0	1	0	2	1	4	1	0	4	9	6	3.1
RES00333	Azure	Container Registry	Southeast Asia	1	1	0	1	0	0	0	0	0	1	0	0	0	2	0	0	0	0	0	0	3	0	1	1	0	1	0	0	0	0	0	0	1	1	1	0	0	0	0	0	0	3	1	0	4	0	5	6
RES04684	AWS	S3 Bucket	us-east-1	1	0	0	0	0	0	0	0	0	0	0	0	1	2	0	0	0	0	0	0	7	0	1	1	1	0	0	1	0	0	0	0	0	1	1	0	1	0	0	0	0	7	1	1	7	0	3	7.9
RES00486	GCP	EC2 Security Group	East US	0	0	0	0	1	0	0	0	0	0	0	0	0	14	1	0	0	1	1	1	13	1	1	1	0	0	1	0	1	1	0	0	0	1	1	1	1	0	0	1	1	14	1	1	13	3	4	9.8
RES01962	Azure	Cloud Storage	sa-east-1	0	0	1	0	0	0	0	0	0	1	0	0	0	2	1	0	0	0	1	0	10	0	1	1	0	1	0	1	0	0	0	0	0	1	1	0	0	0	0	0	0	10	1	1	7	0	5	7.5
RES00393	Azure	Function App	us-central1	1	0	0	1	1	1	0	1	1	0	1	0	1	4	1	0	0	0	1	0	6	0	1	1	0	1	0	0	0	0	0	0	0	1	1	0	0	0	0	2	0	6	1	1	11	6	3	8.1
RES04842	AWS	EC2 Security Group	asia-east1	0	0	0	0	0	0	1	0	0	0	0	0	0	16	1	1	1	0	1	0	10	1	1	1	1	0	0	0	1	1	0	0	0	1	1	1	1	0	0	1	0	11	1	1	13	1	0	11.2
RES04866	AWS	Key Vault	us-west-2	1	0	0	0	0	0	1	0	0	0	1	0	0	5	0	0	1	1	1	1	5	1	1	1	1	0	0	0	0	0	0	0	0	1	1	0	1	0	0	1	1	6	1	0	9	5	4	7.2
RES01755	AWS	Load Balancer	eu-west-1	1	0	1	1	1	0	1	0	0	1	0	0	1	3	1	0	0	1	0	0	10	1	1	1	1	0	0	0	0	1	0	0	0	1	1	0	0	0	1	2	0	11	1	1	9	4	4	7.5
RES02515	GCP	Container Registry	Southeast Asia	0	1	0	0	0	0	1	1	0	0	0	0	0	1	0	1	0	0	1	0	3	1	1	1	0	0	1	0	0	0	0	0	1	1	1	0	0	0	0	1	0	4	1	0	2	1	0	5.7
RES03585	AWS	S3 Bucket	us-central1	0	0	0	1	0	1	1	0	0	0	0	0	0	5	0	0	1	0	0	0	8	1	1	1	1	0	0	1	0	0	0	0	0	0	1	0	0	0	0	2	0	9	1	1	0	2	2	4
RES04315	Azure	Load Balancer	East US	1	0	0	0	0	0	0	0	0	0	0	1	0	5	0	1	0	0	1	0	12	0	1	1	0	1	0	0	0	1	0	0	0	1	1	0	1	0	0	0	0	12	1	1	9	0	1	9.3
RES04966	AWS	RDS Instance	North Europe	1	1	0	0	0	0	0	0	0	0	0	0	0	4	0	0	0	1	0	0	10	0	1	1	1	0	0	0	0	0	0	1	0	1	1	0	0	0	0	0	0	10	1	1	4	0	3	6.4
RES02099	GCP	Kubernetes Cluster	eu-west-1	0	0	0	0	0	1	1	1	1	0	0	1	1	4	0	0	0	0	1	0	11	1	1	1	0	0	1	0	0	0	0	0	1	1	1	0	1	0	0	2	0	12	1	1	5	4	2	5.9
RES03599	AWS	IAM Policy	us-west-2	0	0	0	0	0	1	1	1	1	0	0	0	0	3	0	0	0	0	1	0	2	1	1	1	1	0	0	0	0	0	1	0	0	1	1	0	1	0	0	2	0	3	1	0	5	4	2	5.9
RES04121	AWS	Key Vault	Southeast Asia	1	0	0	0	0	1	0	0	1	0	0	0	1	3	0	0	1	0	0	0	15	1	1	1	1	0	0	0	0	0	0	0	0	1	1	0	1	0	1	1	0	16	1	1	7	5	2	6.6
RES00029	Azure	Key Vault	us-west-2	1	0	0	0	0	0	0	0	1	0	1	1	1	2	1	1	0	0	1	0	6	0	1	1	0	1	0	0	0	0	0	0	0	1	1	0	1	0	0	0	0	6	1	1	14	4	1	10.6
RES00065	AWS	Function App	us-west-2	1	0	0	0	0	0	0	0	0	1	1	0	1	2	0	0	0	1	1	0	2	1	1	1	1	0	0	0	0	0	0	0	0	1	1	0	1	0	1	0	0	3	1	0	9	4	4	7.5
RES00838	AWS	RDS Instance	australia-southeast1	1	0	1	1	0	1	0	1	0	0	0	0	0	1	1	0	1	0	0	0	15	0	1	1	1	0	0	0	0	0	0	1	0	1	1	0	0	0	0	1	0	15	1	1	9	1	3	8.6
RES03906	Azure	S3 Bucket	australia-southeast1	1	0	0	1	0	1	0	0	1	0	0	0	1	4	0	0	0	0	1	0	6	0	1	1	0	1	0	1	0	0	0	0	0	1	1	0	0	0	0	1	0	6	1	1	6	3	3	6.5
RES03773	Azure	Function App	Southeast Asia	1	0	0	0	1	0	0	0	0	1	0	0	0	5	0	1	0	0	1	0	12	1	1	1	0	1	0	0	0	0	0	0	0	1	1	0	1	0	0	1	0	13	1	1	9	1	2	8.8
RES04635	Azure	Lambda Function	us-east-1	0	1	0	0	0	0	0	0	0	0	0	0	1	3	0	0	0	0	0	1	0	0	1	1	0	1	0	0	1	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	2	6	3.2
RES03161	AWS	RDS Instance	us-central1	1	0	1	1	0	1	1	1	0	0	0	0	0	1	0	1	0	0	1	1	9	1	1	1	1	0	0	0	0	0	0	1	0	1	1	0	0	0	0	2	0	10	1	1	6	2	2	7
RES02659	AWS	IAM User	australia-southeast1	1	0	0	0	0	1	0	1	0	1	0	0	0	5	1	0	1	0	1	1	1	1	1	1	1	0	0	0	0	0	1	0	0	1	1	0	1	0	0	1	1	2	1	0	14	3	6	9.9
RES04615	Azure	Lambda Function	us-central1	1	0	0	1	0	0	1	0	1	1	1	0	0	1	0	0	1	0	0	0	5	0	1	1	0	1	0	0	1	0	0	0	0	1	1	0	0	0	0	1	0	5	1	0	4	5	5	4.5
RES04628	GCP	S3 Bucket	North Europe	1	0	0	0	0	1	0	0	0	0	0	1	0	5	0	0	0	0	0	1	6	1	1	1	0	0	1	1	0	0	0	0	0	1	1	0	1	0	0	1	1	7	1	1	7	3	4	6.8
RES02451	Azure	Database	North Europe	1	0	1	1	1	0	0	1	1	1	0	0	0	3	0	1	0	0	1	0	11	0	1	1	0	1	0	0	0	0	0	1	0	1	1	0	0	0	0	1	0	11	1	1	6	3	3	6.5
RES02846	Azure	Kubernetes Cluster	australia-southeast1	1	0	0	0	1	0	1	1	0	0	0	0	0	0	0	0	0	0	1	0	13	0	1	1	0	1	0	0	0	0	0	0	1	1	0	0	1	0	0	2	0	13	1	1	9	2	3	8.3
RES01144	AWS	EC2 Security Group	europe-west1	0	0	0	0	0	0	0	0	0	0	0	0	0	17	0	0	0	0	1	1	10	1	1	1	1	0	0	0	1	1	0	0	0	1	1	1	1	0	0	0	1	11	1	1	8	2	4	7.6
RES03078	AWS	Database	East US	1	1	0	0	0	0	1	0	0	0	0	0	0	1	1	0	0	0	0	0	5	0	1	1	1	0	0	0	0	0	0	1	0	1	1	0	0	0	0	1	0	5	1	0	9	1	3	8.6
RES01103	Azure	IAM Role	us-central1	1	1	0	0	1	1	0	0	0	0	0	0	1	3	0	0	0	1	0	0	0	0	1	1	0	1	0	0	0	0	1	0	0	1	1	0	0	0	1	2	0	0	0	0	4	4	4	5
RES00168	AWS	EC2 Security Group	australia-southeast1	1	1	0	0	0	0	0	0	1	0	0	0	0	3	0	0	0	0	1	1	10	1	1	1	1	0	0	0	1	1	0	0	0	1	1	0	0	0	0	0	1	11	1	1	6	4	4	6
RES01670	AWS	VM Instance	europe-west1	0	1	0	0	0	0	1	0	0	1	0	0	1	1	0	1	0	1	1	0	11	0	1	1	1	0	0	0	1	0	0	0	0	1	1	0	0	0	1	1	0	11	1	1	2	3	3	4.5
RES02570	AWS	Database	East US	1	0	0	1	1	0	0	0	0	0	0	0	1	5	0	0	0	0	0	0	3	1	1	1	1	0	0	0	0	0	0	1	0	1	1	0	0	0	0	1	0	4	1	0	4	1	2	6.3
RES02377	AWS	Load Balancer	australia-southeast1	0	1	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0	0	6	1	1	1	1	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	7	1	1	0	4	2	3.4
RES04395	AWS	IAM Role	us-west-2	1	0	0	0	1	1	0	1	0	0	1	1	0	1	0	0	0	1	1	0	10	0	1	1	1	0	0	0	0	0	1	0	0	1	1	0	1	0	0	2	0	10	1	1	9	4	3	7.7
RES04257	Azure	Cloud Storage	us-west-2	1	0	1	0	1	0	0	0	0	0	0	1	0	1	0	0	0	0	0	1	1	0	1	1	0	1	0	1	0	0	0	0	0	1	1	0	0	0	0	1	1	1	1	0	4	3	5	5.1
RES03862	GCP	VPC Network	asia-east1	1	0	0	1	0	0	0	1	0	0	0	0	0	12	0	0	0	0	1	0	15	0	1	1	0	0	1	0	0	1	0	0	0	1	1	1	0	0	0	0	0	15	1	1	9	0	3	8.9
RES00023	AWS	S3 Bucket	us-central1	1	0	0	1	0	1	0	0	0	0	0	0	0	2	0	0	0	1	1	0	2	0	1	1	1	0	0	1	0	0	0	0	0	1	1	0	0	0	0	1	0	2	1	0	6	1	3	7.1
RES02633	AWS	Load Balancer	Southeast Asia	1	0	1	0	0	0	1	0	0	1	1	0	0	0	0	0	0	0	1	0	7	1	1	1	1	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	0	8	1	1	6	3	4	6.3
RES03340	AWS	Database	Southeast Asia	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	1	1	0	4	1	1	1	1	0	0	0	0	0	0	1	0	1	1	0	1	0	0	0	0	5	1	0	9	0	4	8.7
RES02215	Azure	IAM User	us-central1	0	0	1	0	0	0	0	0	0	0	0	1	0	4	1	0	1	0	1	1	2	1	1	1	0	1	0	0	0	0	1	0	0	1	1	0	0	0	0	0	1	3	1	0	7	2	4	7.1
RES03682	AWS	VPC Network	East US	1	0	0	0	1	0	1	0	0	0	1	1	0	14	0	0	0	0	1	0	10	0	1	1	1	0	0	0	0	1	0	0	0	1	1	1	1	0	0	2	0	10	1	1	12	4	3	9.2
RES04724	Azure	RDS Instance	asia-east1	1	0	1	0	0	1	1	0	0	0	1	0	0	5	1	0	0	0	1	1	11	0	1	1	0	1	0	0	0	0	0	1	0	1	1	0	0	0	0	2	1	11	1	1	11	6	5	7.7
RES01907	AWS	IAM Policy	sa-east-1	1	0	0	1	0	1	0	0	0	0	0	0	0	1	0	0	0	0	1	0	15	0	1	1	1	0	0	0	0	0	1	0	0	1	1	0	0	0	0	1	0	15	1	1	6	1	3	7.1
RES00084	AWS	RDS Instance	us-east-1	1	0	0	0	0	1	0	0	0	1	0	1	0	3	0	1	1	0	1	1	9	0	1	1	1	0	0	0	0	0	0	1	0	1	1	0	1	0	0	1	0	9	1	1	9	1	5	8.2
RES00227	AWS	IAM Policy	West Europe	1	0	1	0	0	0	0	1	0	1	0	0	1	0	0	0	1	1	0	0	4	1	1	1	1	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	5	1	0	4	2	4	5.6
RES00296	Azure	Load Balancer	eu-west-1	1	0	0	1	0	1	0	1	0	0	0	1	1	0	0	0	0	0	1	0	0	0	1	1	0	1	0	0	0	1	0	0	0	1	0	0	0	0	0	1	0	0	0	0	6	1	4	6.9
RES01001	Azure	Lambda Function	sa-east-1	1	1	0	0	1	0	0	0	0	0	1	0	1	0	0	0	0	1	0	1	4	1	1	1	0	1	0	0	1	0	0	0	0	1	0	0	0	0	1	1	1	5	1	0	4	7	4	4.1
RES02138	Azure	Cloud Storage	West Europe	1	0	0	0	1	0	0	0	0	0	0	1	0	2	0	0	0	1	1	0	11	1	1	1	0	1	0	1	0	0	0	0	0	1	1	0	1	0	0	1	0	12	1	1	9	1	2	8.8
RES00711	AWS	Load Balancer	East US	1	0	0	0	0	0	1	0	1	0	0	0	0	5	0	0	0	0	1	0	10	0	1	1	1	0	0	0	0	1	0	0	0	1	1	0	1	0	0	1	0	10	1	1	9	3	3	8
RES02801	Azure	IAM Role	us-west-2	0	0	1	1	0	1	0	0	0	0	1	0	0	5	0	1	1	1	0	1	8	1	1	1	0	1	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	9	1	1	0	3	2	3.7
RES02527	AWS	IAM User	us-west-2	0	0	1	0	0	0	1	1	0	0	1	1	0	5	0	1	0	0	0	0	8	1	1	1	1	0	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	9	1	1	0	3	0	4.1
RES03752	Azure	Key Vault	europe-west1	1	1	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	1	0	0	15	1	1	1	0	1	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	16	1	1	9	1	2	8.8
RES03321	Azure	Database	europe-west1	1	0	1	1	0	1	1	0	0	1	1	1	0	2	0	0	0	0	1	1	5	1	1	1	0	1	0	0	0	0	0	1	0	1	1	0	0	0	0	2	1	6	1	0	6	6	6	5
RES03181	AWS	Load Balancer	australia-southeast1	1	0	1	0	0	1	0	0	0	0	0	0	0	2	0	0	0	0	0	1	0	0	1	1	1	0	0	0	0	1	0	0	0	1	1	0	0	0	0	1	1	0	0	0	4	3	6	4.9
RES04183	Azure	S3 Bucket	eu-west-1	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	1	1	0	5	1	1	1	0	1	0	1	0	0	0	0	0	1	0	0	1	0	0	2	0	6	1	0	5	2	2	6.5
RES01615	Azure	Key Vault	Southeast Asia	1	1	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	12	0	1	1	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	12	1	1	4	1	3	6.1
RES03024	GCP	S3 Bucket	West Europe	1	0	0	1	1	0	0	0	0	0	0	0	0	5	0	0	0	0	1	1	0	0	1	1	0	0	1	1	0	0	0	0	0	1	1	0	0	0	0	1	1	0	0	0	6	3	6	5.9
RES01413	AWS	Load Balancer	West Europe	1	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	1	0	1	0	8	1	1	1	1	0	0	0	0	1	0	0	0	1	0	0	1	0	0	1	0	9	1	1	9	3	2	8.2
RES00763	Azure	IAM Role	East US	1	0	0	1	1	0	1	0	1	0	0	0	0	3	1	0	0	1	1	0	15	0	1	1	0	1	0	0	0	0	1	0	0	1	1	0	0	0	0	2	0	15	1	1	11	4	3	8.7
RES00655	Azure	Cloud Storage	West Europe	1	0	1	0	0	0	1	0	0	1	0	0	0	3	0	0	0	0	1	0	11	1	1	1	0	1	0	1	0	0	0	0	0	1	1	0	0	0	0	1	0	12	1	1	6	1	4	6.9
RES04797	AWS	EC2 Security Group	europe-west1	0	0	1	0	1	1	0	0	0	0	0	1	0	4	1	0	0	0	0	0	3	1	1	1	1	0	0	0	1	1	0	0	0	0	1	0	0	0	0	2	0	4	1	0	5	2	2	6.5
RES03849	Azure	Key Vault	europe-west1	1	0	0	0	0	1	0	0	0	0	0	0	0	4	0	0	0	0	1	1	4	1	1	1	0	1	0	0	0	0	0	0	0	1	1	0	1	0	0	1	1	5	1	0	9	3	4	7.8
RES04153	AWS	Load Balancer	sa-east-1	1	0	0	0	0	0	1	1	0	1	0	0	0	5	0	0	0	0	0	0	5	0	1	1	1	0	0	0	0	1	0	0	0	1	1	0	1	0	0	1	0	5	1	0	7	1	5	7.2
RES00468	AWS	VPC Network	North Europe	1	0	0	0	0	1	0	0	0	0	0	0	0	16	0	0	0	0	1	1	7	1	1	1	1	0	0	0	0	1	0	0	0	1	1	1	1	0	0	1	1	8	1	1	12	3	4	9.3
RES00157	AWS	Key Vault	eu-west-1	1	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	1	1	1	0	15	0	1	1	1	0	0	0	0	0	0	0	0	1	0	0	1	0	1	0	0	15	1	1	14	4	3	10.2
RES01295	AWS	IAM Policy	us-central1	1	0	0	1	0	0	1	0	1	0	0	0	1	5	0	1	0	0	0	0	14	0	1	1	1	0	0	0	0	0	1	0	0	1	1	0	0	0	0	1	0	14	1	1	4	3	1	5.9
RES00497	AWS	S3 Bucket	australia-southeast1	1	0	0	0	1	1	1	0	0	0	0	0	0	1	0	0	1	1	1	0	12	1	1	1	1	0	0	1	0	0	0	0	0	1	1	0	1	0	0	3	0	13	1	1	9	3	2	8.2
RES04740	AWS	IAM User	eu-west-1	1	0	0	0	0	1	0	0	0	0	0	0	0	5	0	1	1	0	1	0	14	1	1	1	1	0	0	0	0	0	1	0	0	1	1	0	1	0	0	1	0	15	1	1	9	1	0	9.2
RES02940	AWS	IAM Role	us-central1	0	0	0	1	0	1	1	0	0	0	0	0	0	4	1	0	1	0	1	0	12	1	1	1	1	0	0	0	0	0	1	0	0	1	1	0	0	0	0	2	0	13	1	1	7	2	2	7.5
RES03456	GCP	VPC Network	North Europe	0	0	1	1	1	0	0	0	0	0	0	0	1	9	1	1	0	0	1	0	2	1	1	1	0	0	1	0	0	1	0	0	0	1	1	1	0	0	0	1	0	3	1	0	10	1	0	9.7
RES00373	AWS	VPC Network	us-central1	0	0	0	1	0	0	1	1	0	1	1	0	1	0	1	0	0	1	1	0	7	0	1	1	1	0	0	0	0	1	0	0	0	1	0	0	0	0	1	1	0	7	1	1	7	5	5	6
RES00079	GCP	Key Vault	ap-south-1	1	0	0	0	0	1	1	1	0	0	0	0	0	0	0	1	0	1	0	0	0	0	1	1	0	0	1	0	0	0	0	0	0	1	0	0	1	0	0	2	0	0	0	0	7	2	2	7.5

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Cloud Misconfiguration — 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-cloud-misconfig-dataset")

Features

Column	Type
`resource_id`	str
`provider`	str
`resource_type`	str
`region`	str
`is_public`	int64
`has_encryption`	int64
`encryption_at_rest`	int64
`encryption_in_transit`	int64
`has_logging`	int64
`has_monitoring`	int64
`has_backup`	int64
`mfa_enabled`	int64
`has_waf`	int64
`least_privilege`	int64
`has_dlp`	int64
`password_policy_strong`	int64
`network_segmentation`	int64
`open_ports_count`	int64
`exposed_credentials`	int64
`outdated_runtime`	int64
`has_vpn`	int64
`has_private_link`	int64
`public_ip_attached`	int64
`auto_updates`	int64
`unused_resources`	int64
`overprovisioned`	int64
`label`	int64
`is_synthetic`	int64
`is_aws`	int64
`is_azure`	int64
`is_gcp`	int64
`is_storage`	int64
`is_compute`	int64
`is_network`	int64
`is_iam`	int64
`is_database`	int64
`is_container`	int64
`any_public`	int64
`has_open_ports`	int64
`many_open_ports`	int64
`full_encryption`	int64
`no_encryption`	int64
`strong_access_control`	int64
`network_secure`	int64
`observability_score`	int64
`well_maintained`	int64
`resource_waste`	int64
`has_unused`	int64
`high_unused`	int64
`exposure_score`	int64
`defense_score`	int64
`hygiene_score`	int64
`misconfig_risk_score`	float64

Citation

@misc{electricsheepafrica2026africacloudmisconfigdataset,
  title = {Cloud Misconfiguration (Africa)},
  author = {Electric Sheep Africa},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-cloud-misconfig-dataset}}
}

License: MIT

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Collection including electricsheepafrica/africa-cloud-misconfig-dataset

Africa · Cyber Threat Intelligence

Collection

A curated collection of machine-learning ready datasets for cybersecurity threat detection, intelligence, and research. • 57 items • Updated 15 days ago