NordicDat: A Cross-Border Predictive QoS Dataset

NordicDat is a network QoS and mobility dataset, collected during our dedicated measurement campaign across three European countries i.e., Finland, Sweden and Norway. It comprises of a rich set of features that are related to a) physical layer properties e.g., signal strength, signal to noise ratio, b) network characteristics e.g., band, operator, c) user kinematics e.g., location, speed and d) (application-level) QoS value e.g., throughput, delay. The measurement area is set near each country’s border, to specifically capture the effect of roaming on QoS values. Our measurements capture traces from both LTE and 5G RAN. The dataset comprises of over 90K samples that are collected during driving runs with diverse speed patterns (speed, acceleration, direction), typically categorized under the speed profiles of highway driving. All sensitive information has been anonymized.Features included:

timestamp (s)RSRQ (dB)RSRP (dB)RSSI (dB)SINR (dB)band (string)RAN (string)serving cell ID (integer)delay/network ping) (ms)service status (boolean)operator_anonymized (integer)DL throughput/ifstat (kilobytes per sec)UL throughput/ifstat out (kilobytes per sec)latitude (degrees)longitude (degrees)elevation (m)GNSS mode (integer)heading (degrees)lateral acceleration (meters per second squared)longitudinal acceleration (meters per second squared)absolute acceleration (meters per second squared)absolute velocity (meters per second)longitudinal velocity (meters per second)