Datasets and source codes for INFOCOM'23 (A Close Look at 5G in the Wild: Unrealized Potentials and Implications))
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############################################################################### # Datasets and source codes for INFOCOM'23 (A Close Look at 5G in the Wild: Unrealized Potentials and Implications) # ############################################################################### This README is used to introduce our released datasets and source codes by our INFOCOM'23 work: “A Close Look at 5G in the Wild: Unrealized Potentials and Implications”. If you use our datasets and/or codes in your publication, please cite our INFOCOM'23 paper, @inproceedings{liu2023close, title={A Close Look at 5G in the Wild: Unrealized Potentials and Implications}, author={Liu, Yanbing and Peng, Chunyi}, booktitle={IEEE International Conference on Computer Communications (INFOCOM’23)}, year={2023} } We have conducted 5G measurement study from April 2021 to Jan 2022 with 13 regions R1-R13 in two cities, Indianapolis and Chicago with three top-tier US carriers: AT&T, Verizon and T-Mobile. We run our experiments through MI-LAB testbed (http://milab.cs.purdue.edu/). We mainly run two types of experiments: (I) Heavy traffic: Repeatedly download bulky files (500MB each) from Google Cloud to measure downlink data speed. (II) Light traffic: Ping Google every second to make radio connection active throughout the experiment. Both heavy and light traffic experiments are performed via the mperf task in MI-LAB and was primarily performed from April 2021 to Jan 2022. 1) Structure of files ├── dataset │ ├── raw │ │ ├── cellset_thput │ │ │ └── {region}_gps_cellset_thput_0.1_taskround_list_{mccmcn}_{phone model}_{date range}.csv.csv │ │ ├── rss │ │ │ └── {region}_raw_rss_taskround_list_{mccmcn}_{phone model}_{date range}.csv.csv │ │ └── instance │ │ ├── cause_study │ │ │ └── instance_final_{date range}_taskround_list_{mccmcn}_{phone model}_all.csv.csv │ │ ├── disruption │ │ │ └── instance_final_{date range}_taskround_list_{mccmcn}_{phone model}_all_disruption.csv.csv │ │ └── delay │ │ └── instance_delay_{date range}_taskround_list_{mccmcn}_{phone model}_all.csv.csv │ ├── grid │ │ ├── {region}_connectivity_ratio_{phone model}_{date range}_{mccmcn}_{grid size}_0_0.csv │ │ ├── {region}_grid_cell_set_{phone model}_{date range}_{mccmcn}_{grid size}_0_0.csv │ │ └── {region}_rss_cell_{phone model}_{date range}_{mccmcn}_{grid size}_0_0.csv │ └── dataset_stat │ ├── basic_stat_{date range}_{region}.csv │ ├── cell_list_union_{date range}_{operator}.csv │ ├── cell_set_list_{date range}_{region}.csv │ └── channel_list_{date range}_{region}.csv │ └── figure └── ... Due to the space limit by Github, we compress and move dataset/raw folder to https://mssn3.cs.purdue.edu/owncloud/index.php/s/kbHH0YJhzV5BBi4 2) Dataset release and its Descriptions ------------------------------------------------------------------------------- dataset/raw/cellset_thput: Records the serving cellset, GPS, instant downlink throughput per 0.1 second. ------------------------------------------------------------------------------- dataset/raw/rss: Records RSRP/RSRQ measurement samples of serving cells or neighboring cells. ------------------------------------------------------------------------------- dataset/raw/instance/cause_study: Records instances with unchanged cellsets between handovers, and information of configuration and measurement reports during this instance for root cause study of missed 5G. ------------------------------------------------------------------------------- dataset/raw/instance/disruption: Records instances with unchanged cellsets between handovers, and information of disruption and impact time since last handover. ------------------------------------------------------------------------------- dataset/raw/instance/delay: Records instances with unchanged cellsets between handovers, and information of 5G cell addition time. ------------------------------------------------------------------------------- dataset/grid: Records coverage, 5G connectivity, cellset, and performance per grid. The size of each grid is 0.0005 × 0.0005 in latitude and longitude, approximately, 55m × 45m. ------------------------------------------------------------------------------- dataset/dataset_stat: Records dataset stats (duration, distance, channel/cell/cellset number, etc.) in each region. ------------------------------------------------------------------------------- figure: Includes plotting scripts (Pgfplots or MATLAB) and used input data of each figure in the paper. -------------------------------------------------------------------------------
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Datasets and source codes for INFOCOM'23 (A Close Look at 5G in the Wild: Unrealized Potentials and Implications))
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