******************************************************************************************************************************************** The present dataset is open-sourced with the paper "A Standard-compliant Assessment of Beyond-eMBB QoS/QoE in 5G Networks" The paper is authored by Giuseppe Caso, Mohammad Rajiullah, Anna Brunstrom, Luca De Nardis, Ozgu Alay, and Marco Neri  If you use the dataset, please consider citing the paper as follows: G. Caso et al., "A Standard-compliant Assessment of Beyond-eMBB QoS/QoE in 5G Networks," in the Proceedings of the IEEE Conference on Standards for Communications and Networking (IEEE CSCN'24), pp. 1-7, 2024. @inproceedings{caso2024standard,   title={{A Standard-compliant Assessment of Beyond-eMBB QoS/QoE in 5G Networks}},   author={Caso, Giuseppe and Rajiullah, Mohammad and Brunstrom, Anna, and De Nardis, Luca and Alay, Ozgu and Neri, Marco},   booktitle={Proceedings of the IEEE Conference on Standards for Communications and Networking (IEEE CSCN'24)},   pages={1--7},   year={2024} } Notes: - A detailed description of the dataset is provided in the paper.  - Contact Giuseppe Caso (giuseppe.caso@kau.se) for more information on the dataset and potential access to additional data.  ******************************************************************************************************************************************** General info on the dataset: - The dataset is a collection of .csv files, where each file contains the results of measurement tests. - The filename identifies the characteristics under which the measurements tests were executed. The filename format is "sweden_location_x_scenario_interactivity_pattern_server_tt_tti_y.csv" - "x": identifier of the location, e.g., “1” - "scenario": identifier of the measurement scenario, e.g., “is” (indoor static), “ow” (outdoor walking) and “od” (outdoor driving) - "pattern": identifier of the service (traffic pattern), e.g., “egaming” (eGaming service), “vr” (AR/VR service), “process_automation” (Industrial Process Automation service) - "server": identifier of the server, e.g., “ch” (Switzerland), “se-k” (Sweden - Karlstad), “se-s” (Sweden - Stockholm), “it” (Italy - Rome) - "y": repetition counter Examples of filenames: - sweden_location_1_is_interactivity_egaming_ch_tt_tti_0.csv - sweden_location_2_ow_interactivity_egaming_se-s_tt_tti_lte_only_1.csv Notes: - the additional tag “lte_only” in the filename highlights that the tests were executed by forcing the devices to connect to LTE. - If the “lte_only” tag is not present, the tests were executed in 5G NSA connectivity mode (see paper for more details). Each file includes the features listed below. - Features tagged with “[1]” are collected by running the tests on the network of the 1st mobile network operator in Sweden (denoted in the paper as Op1) - Features tagged with “[2]” are collected by running the tests on the network of the 2nd mobile network operator in Sweden (denoted in the paper as Op2) Timestamp [hh:mm:ss.ss] QoS Tester\Ping Result\Ping Start Time [ms] : [1] QoS Tester\Ping Result\Ping End Time [ms] : [1] QoS Tester\Ping Response\RTT [ms] : [1] QoS Tester\QP Interactivity Progress\Cur. Packets Lost Ratio [%] : [1] QoS Tester\QP Interactivity Progress\Cur. Round-trip Latency (median) [ms] : [1] QoS Tester\QP Interactivity Progress\Cur. Round-trip Latency (10th percentile) [ms] : [1] QoS Tester\QP Interactivity Progress\Cur. Packet Delay Variation (median) [ms] : [1] QoS Tester\QP Interactivity Progress\Cur. Packet Delay Variation (99.9th percentile) [ms] : [1] QoS Tester\QP Interactivity Progress\Cur. Throughput UL [MBit/s] : [1] QoS Tester\QP Interactivity Progress\Cur. Throughput DL [MBit/s] : [1] QoS Tester\QP Interactivity Progress\Cur. Interactivity Score [%] : [1] QoS Tester\QP Interactivity Result\Packets Lost Ratio [%] : [1] QoS Tester\QP Interactivity Result\Packets Discarded Ratio [%] : [1] QoS Tester\QP Interactivity Result\Total Packet Error Ratio [%] : [1] QoS Tester\QP Interactivity Result\Round-trip Latency (median) [ms] : [1] QoS Tester\QP Interactivity Result\Round-trip Latency (10th percentile) [ms] : [1] QoS Tester\QP Interactivity Result\Packet Delay Variation (median) [ms] : [1] QoS Tester\QP Interactivity Result\Packet Delay Variation (99.9th percentile) [ms] : [1] QoS Tester\QP Interactivity Result\Throughput UL [MBit/s] : [1] QoS Tester\QP Interactivity Result\Throughput DL [MBit/s] : [1] QoS Tester\QP Interactivity Result\Interactivity Score [%] : [1] QoS Tester\QP Interactivity Result\Interactivity Result : [1] QoS Tester\Ping Result\Ping Start Time [ms] : [2] QoS Tester\Ping Result\Ping End Time [ms] : [2] QoS Tester\Ping Response\RTT [ms] : [2] QoS Tester\QP Interactivity Progress\Cur. Packets Lost Ratio [%] : [2] QoS Tester\QP Interactivity Progress\Cur. Round-trip Latency (median) [ms] : [2] QoS Tester\QP Interactivity Progress\Cur. Round-trip Latency (10th percentile) [ms] : [2] QoS Tester\QP Interactivity Progress\Cur. Packet Delay Variation (median) [ms] : [2] QoS Tester\QP Interactivity Progress\Cur. Packet Delay Variation (99.9th percentile) [ms] : [2] QoS Tester\QP Interactivity Progress\Cur. Throughput UL [MBit/s] : [2] QoS Tester\QP Interactivity Progress\Cur. Throughput DL [MBit/s] : [2] QoS Tester\QP Interactivity Progress\Cur. Interactivity Score [%] : [2] QoS Tester\QP Interactivity Result\Packets Lost Ratio [%] : [2] QoS Tester\QP Interactivity Result\Packets Discarded Ratio [%] : [2] QoS Tester\QP Interactivity Result\Total Packet Error Ratio [%] : [2] QoS Tester\QP Interactivity Result\Round-trip Latency (median) [ms] : [2] QoS Tester\QP Interactivity Result\Round-trip Latency (10th percentile) [ms] : [2] QoS Tester\QP Interactivity Result\Packet Delay Variation (median) [ms] : [2] QoS Tester\QP Interactivity Result\Packet Delay Variation (99.9th percentile) [ms] : [2] QoS Tester\QP Interactivity Result\Throughput UL [MBit/s] : [2] QoS Tester\QP Interactivity Result\Throughput DL [MBit/s] : [2] QoS Tester\QP Interactivity Result\Interactivity Score [%] : [2] QoS Tester\QP Interactivity Result\Interactivity Result : [2]