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Reproducible Python pipeline using open StatsFin data to test how vehicle activity and electricity demand relate to road-transport GHG emissions. Result: Vehicle activity is the dominant driver of emission levels; electricity demand is not a significant direct predictor. Post-2015 shows decoupling consistent with efficiency + early electrification.