This repository is accompanying the paper Integrative approach for neighbourhood sustainability assessment using publicly available traffic data by Š. Verovšek, M. Juvančič, S. Petrovčič, T. Zupančič, M. Svetina, M. Janež, Ž. Pušnik, N. Velikajne, and M. Moškon.
traffic_google_preprocess.ipynb: data validation, preprocessing and export for further analyses of travel time data.traffic_google_basic.ipynb: data import, validation, basic visualisation and some tests of travel time data.traffic_google_analyse_circadian.ipynb: circadian analyis of travel time data using the CosinorPy package (located in theCosinorPyfolder). Results are exported tocosinor_results*folders.traffic_counters_preprocess.ipynb: merge and preprocess the counter data.traffic_counters_basic.ipynb: basic analysis and validation of counter data.traffic_google_add_counters.ipynb: merge travel time data with counter data.pace_regression.ipynb: establish, evaluate and plot the regression functions for the assessment of travel time data using counter data.reliability_performance_measures.ipynb: plot the reliability performance measures graph on a selected route.partial_correlation_and_travel_indices.ipynb: calculate partial correlations between the observed variables; evaluate reliability performance measures, namely, travel time index (TTI) and planning time index (PTI).
data: input data and data produced by preprocessing and used by further analyses.cosinor_results*: result of the cosinor analysis.regression_results*: result of the regression analysis.figs: selected figures.