Table 1 Details of the dataset.

From: Advanced artificial intelligence with federated learning framework for privacy-preserving cyberthreat detection in IoT-assisted sustainable smart cities

Class

Labels

No. of Instances

Normal

L-1

2500

RDOS

L-2

2500

Scanning_vulnerability

L-3

2500

Generic_scanning

L-4

2500

BruteForce

L-5

2500

MQTT_cloud_broker_subscription

L-6

2500

Discovering_resources

L-7

2500

Exfiltration

L-8

2500

insider_malcious

L-9

2500

Modbus_register_reading

L-10

2500

False_data_injection

L-11

2500

Dictionary

L-12

2500

Total Number of Instances

30,000