Pharos Data

IntroductionThis data repository includes the cleaned dataset for the Pharos application 2023-2024 data collection period (May 2023-March 2024). This dataset includes the full recurring network measurement (RNM), landmark (LM) datasets, as well as the county geographies used for the study catchment area. Also included in this dataset are the necessary software files to clean and visualize the collected data replicating the methods used in our published analysis.Figures Generated by This RepositoryRunning the Python scripts in this repository generates the following manuscript figures:Figure 2 - Upload/download success counts and duration distributions by carrierFigure 5 (top panel) - Count of datapoints per county (log scale)Figure 5 (bottom panel) - Temporal trends for Kisumu county (radar plots by carrier)Figure S2A - Temporal trends for Siaya countyFigure S2B - Temporal trends for Migori countyFigure S2C - Temporal trends for Homa Bay countySetup and Execution Instructions for ReproductionPrerequisitesPython 3.9.16 (likely compatible, but untested with Python >3.7)pip (Python package installer)Files Included_main.py - Main execution script_clean_df.py - Data cleaning module_make_viz.py - Visualization module_clean_lms.csv - Landmark data_clean_rnms.csv - Recurring network measurement data_Counties_WesternKenya.json - Geographic boundaries for Western Kenya countiesrequirements.txt - Python package dependenciesArcGIS Figures Reproducibility Steps.pdf/.docx - Instructions for reproducing ArcGIS-generated figuresInstallation and ExecutionCreate a virtual environment (recommended, but not required)python3 -m venv venvActivate the virtual environment (recommended, but not required)source venv/bin/activateInstall required packagespip install -r requirements.txtRun the analysispython _main.pyThe script will generate PNG files for Figures 2, 5, S2A, S2B, and S2C at 300 DPI resolution, suitable for publication.Deactivate virtual environment when done (if used)deactivateReproducing Other Manuscript FiguresOther figures in the manuscript (Figure 4, Figure 6, Figure 7, Figure S1, Figure S3, and Figure S4) were created using ArcGIS Pro with the same RNM and LM datasets included in this repository. Step-by-step instructions for reproducing these ArcGIS-generated figures are provided in the included files: ArcGIS Figures Reproducibility Steps.pdf and ArcGIS Figures Reproducibility Steps.docx.