References

Anselin, Luc. 1988. Spatial Econometrics: Methods and Models. Springer Netherlands. https://doi.org/10.1007/978-94-015-7799-1.

———. 1989. “What Is Special about Spatial Data? Alternative Perspectives on Spatial Data Analysis (89-4).” National Center for Geographic Information and Analysis, University of California Santa Barbara.

———. 1995. “Local Indicators of Spatial Association-LISA.” Geographical Analysis 27: 93–115.

———. 2002. “Under the Hood Issues in the Specification and Interpretation of Spatial Regression Models.” Agricultural Economics 27 (3): 247–67. https://doi.org/10.1111/j.1574-0862.2002.tb00120.x.

———. 2003. “Spatial Externalities, Spatial Multipliers, and Spatial Econometrics.” International Regional Science Review 26 (2): 153–66. https://doi.org/10.1177/0160017602250972.

Anselin, Luc, and Sergio J. Rey. 2014. Modern Spatial Econometrics in Practice: A Guide to GeoDa, GeoDaSpace, and PySAL. GeoDa Press.

Arbia, Giuseppe. 2006. Spatial Econometrics: Statistical Foundations and Applications to Regional Convergence. Springer Science & Business Media.

Arraiz, Irani, David M. Drukker, Harry H. Kelejian, and Ingmar R. Prucha. 2010. “A Spatial Cliff-Ord-Type Model with Heteroskedastic Innovations: Small and Large Sample Results.” Journal of Regional Science 50 (2): 592–614.

Baddeley, Adrian, Ege Rubak, and Rolf Turner. 2015. Spatial Point Patterns: Methodology and Applications with r. CRC press.

Banerjee, Sudipto, Alan E. Gelfand, Andrew O. Finley, and Huiyan Sang. 2008. “Gaussian Predictive Process Models for Large Spatial Data Sets.” Journal of the Royal Statistical Society: Series B (Statistical Methodology) 70 (4): 825–48. https://doi.org/10.1111/j.1467-9868.2008.00663.x.

Berry, Brian J L. 1964. “Approaches to Regional Analysis: A Synthesis.” Annals of the Association of American Geographers 54: 2–11.

Boeing, Geoff, and Dani Arribas-Bel. 2020. “GIS and Computational Notebooks.” In The Geographic Information Science & Technology Body of Knowledge (1st Quarter 2021 Edition), edited by John P. Wilson. University Consortium for Geographic Information Science. https://doi.org/10.22224/gistbok/2021.1.2.

Bollen, K, J Cacioppo, R Kaplan, Jon Krosnick, and James Olds. 2015. “Social, Behaviorial, and Economic Sciences: Perspectives on Robust and Reliable Science.” Arlington, VA: National Science Foundation.

Box, George E P. 1976. “Science and Statistics.” Journal of the American Statistical Association 71 (356): 791–99. https://doi.org/10/108001621459.1976.10480949.

Brewer, Cynthia A, Alan M MacEachren, Linda W Pickle, and Douglas Herrmann. 1997. “Mapping Mortality: Evaluating Color Schemes for Choropleth Maps.” Annals of the Association of American Geographers 87 (3): 411–38.

Brodsky, Isaac. 2018. “H3: Uber’s Hexagonal Hierarchical Spatial Index.” Available from Uber Engineering Website: Https://Eng. Uber. Com/H3/[22 June 2019].

Brunsdon, Chris, A. Stewart Fotheringham, and Martin E. Charlton. 2010. “Geographically Weighted Regression: A Method for Exploring Spatial Nonstationarity.” Geographical Analysis 28 (4): 281–98. https://doi.org/10.1111/j.1538-4632.1996.tb00936.x.

Campello, Ricardo JGB, Davoud Moulavi, and Jörg Sander. 2013. “Density-Based Clustering Based on Hierarchical Density Estimates.” In Pacific-Asia Conference on Knowledge Discovery and Data Mining, 160–72. Springer.

Cliff, Andrew David, and J Keith Ord. 1981. Spatial Processes: Models & Applications. Taylor & Francis.

Cook, Joshua. 2017. Docker for Data Science. Apress. https://doi.org/10.1007/978-1-4842-3012-1.

Cörvers, Frank, and Ken Mayhew. 2021. “Regional Inequalities: Causes and Cures.” Oxford Review of Economic Policy 37 (1): 1–16.

Crüwell, Sophia, Johnny van Doorn, Alexander Etz, Matthew C Makel, Hannah Moshontz, Jesse C Niebaum, Amy Orben, Sam Parsons, and Michael Schulte-Mecklenbeck. 2019. “Seven Easy Steps to Open Science.” Zeitschrift für Psychologie.

Dawson, Teddy, J. S. Sandoval, Vasit Sagan, and Thomas Crawford. 2018. “A Spatial Analysis of the Relationship Between Vegetation and Poverty.” ISPRS International Journal of Geo-Information 7 (March): 83. https://doi.org/10.3390/ijgi7030083.

Dean, Nema, Guanpeng Dong, Aneta Piekut, and Gwilym Pryce. 2019. “Frontiers in Residential Segregation: Understanding Neighbourhood Boundaries and Their Impacts.” Tijdschrift Voor Economische En Sociale Geografie 110 (3): 271–88.

Donoho, David. 2017. “50 Years of Data Science.” Journal of Computational and Graphical Statistics 26 (4): 745–66. https://doi.org/10.1080/10618600.2017.1384734.

Duque, Juan C., Luc Anselin, and Sergio J. Rey. 2011. “The Max-p-Regions Problem.” Journal of Regional Science 52 (3): 397–419. https://doi.org/10.1111/j.1467-9787.2011.00743.x.

Duque, Juan Carlos, Raúl Ramos, and Jordi Suriñach. 2007. “Supervised Regionalization Methods: A Survey.” International Regional Science Review 30 (3): 195–220.

Economist, The. n.d. “Python Has Brought Computer Programming to a Vast New Audience.” https://www.economist.com/science-and-technology/2018/07/19/python-has-brought-computer-programming-to-a-vast-new-audience.

Efron, Bradley, and Trevor Hastie. 2016. Computer Age Statistical Inference. Vol. 5. Cambridge University Press.

Eicher, Cory L, and Cynthia A Brewer. 2001. “Dasymetric Mapping and Areal Interpolation: Implementation and Evaluation.” Cartography and Geographic Information Science 28 (2): 125–38.

Ester, Martin, Hans-Peter Kriegel, Jörg Sander, Xiaowei Xu, et al. 1996. “A Density-Based Algorithm for Discovering Clusters in Large Spatial Databases with Noise.” In Kdd, 96:226–31. 34.

Ezcurra, Roberto. 2019. “Interregional Inequality and Civil Conflict: Are Spatial Disparities a Threat to Stability and Peace?” Defence and Peace Economics 30 (7): 759–82. https://doi.org/10.1080/10242694.2018.1446621.

Fitzpatrick, Matthew C, Evan L Preisser, Adam Porter, Joseph Elkinton, Lance A Waller, Bradley P Carlin, and Aaron M Ellison. 2010. “Ecological Boundary Detection Using Bayesian Areal Wombling.” Ecology 91 (12): 3448–55.

Freedman, David, and Persi Diaconis. 1981. “On the Histogram as a Density Estimator: L 2 Theory.” Zeitschrift für Wahrscheinlichkeitstheorie Und Verwandte Gebiete 57 (4): 453–76.

Friedman, Jerome, Trevor Hastie, Robert Tibshirani, et al. 2001. The Elements of Statistical Learning. Vol. 1. 10. Springer series in statistics New York.

Gahegan, Mark. 1999. “Guest Editorial: What Is Geocomputation?” Transactions in GIS 3: 203–6.

Geary, Robert C. 1954. “The Contiguity Ratio and Statistical Mapping.” The Incorporated Statistician 5 (3): 115–46.

Gelman, Andrew, and Jennifer Hill. 2006. Data Analysis Using Regression and Multilevel Hierarchical Models. Cambridge University Press. https://doi.org/10.1017/cbo9780511790942.

Getis, Arthur. 2007. “Reflections on Spatial Autocorrelation.” Regional Science and Urban Economics 37 (4): 491–96.

Getis, Arthur, and JK Ord. 1992. “The Analysis of Spatial Association by Use of Distance Statistics.” Geographical Analysis 24 (3): 189–206.

Gibbons, Steve, Henry G. Overman, and Eleonora Patacchini. 2015. “Spatial Methods.” Handbook of Regional and Urban Economics, 115–68. https://doi.org/10.1016/b978-0-444-59517-1.00003-9.

Github. n.d. “Basic Writing and Formatting Syntax.” https://help.github.com/en/github/writing-on-github/basic-writing-and-formatting-syntax.

Gluschenko, Konstantin. 2018. “Measuring Regional Inequality: To Weight or Not to Weight?” Spatial Economic Analysis 13 (1): 36–59. https://doi.org/10.1080/17421772.2017.1343491.

Goodchild, Michael F. 2007. “Citizens as Sensors: The World of Volunteered Geography.” GeoJournal 69 (4): 211–21.

Goodchild, Michael F, May Yuan, and Thomas Cova. 2007. “Towards a General Theory of Geographic Representation in GIS.” International Journal of Geographical Information Science 21: 239–60.

Horn, David L, Charles R Hampton, and Anthony J Vandenberg. 1993. “Practical Application of District Compactness.” Political Geography 12: 103–20.

Ioannidis, John P. A. 2007. “Why Most Published Research Findings Are False: Author’s Reply to Goodman and Greenland.” PLoS Medicine 4 (6): e215. https://doi.org/10.1371/journal.pmed.0040215.

Jenks, George F., and Fred C. Caspall. 1971. “Error on Choroplethic Maps: Definition, Measurement, Reduction.” Annals of the Association of American Geographers 61 (2): 217–44. https://doi.org/10.1111/j.1467-8306.1971.tb00779.x.

Jiang, Bin. 2013. “Head/Tail Breaks: A New Classification Scheme for Data with a Heavy-Tailed Distribution.” The Professional Geographer 65 (3): 482–94. https://doi.org/10.1080/00330124.2012.700499.

Johnston, Ron, Michael Poulsen, and James Forrest. 2010. “The Intensity of Ethnic Residential Clustering: Exploring Scale Effects Using Local Indicators of Spatial Association.” Environment and Planning A 42 (April): 874–94. https://doi.org/10.1068/a42181.

Kluyver, Thomas, Benjamin Ragan-Kelley, Fernando Pérez, Brian Granger, Matthias Bussonnier, Jonathan Frederic, Kyle Kelley, et al. 2016. “Jupyter Notebooks - a Publishing Format for Reproducible Computational Workflows.” In Positioning and Power in Academic Publishing: Players, Agents and Agendas, edited by Fernando Loizides and Birgit Schmidt, 97–90. IOS Press.

Lu, Haolan, and Bradley P Carlin. 2005. “Bayesian Areal Wombling for Geographical Boundary Analysis.” Geographical Analysis 37 (3): 265–85.

Manz, Kirsi M., and Ulrich Mansmann. 2021. “Inequality Indices to Monitor Geographic Differences in Incidence, Mortality and Fatality Rates over Time During the COVID-19 Pandemic.” Edited by Simone Lolli. PLOS ONE 16 (5): e0251366. https://doi.org/10.1371/journal.pone.0251366.

McInnes, Leland, John Healy, and Steve Astels. 2017. “Hdbscan: Hierarchical Density Based Clustering.” Journal of Open Source Software 2 (11): 205.

Moran, Patrick AP. 1948. “The Interpretation of Statistical Maps.” Journal of the Royal Statistical Society. Series B (Methodological) 10 (2): 243–51.

Müller, Sebastian, and Lennart Schüler. 2021. “GeoStat-Framework/GSTools: V1.3.3 ’Pure Pink’.” Zenodo. https://doi.org/10.5281/zenodo.5169658.

Nielsen, Michael. 2020. Reinventing Discovery. Princeton University Press. https://doi.org/10.2307/j.ctvqsdst2.

Ord, Keith. 2010. “Spatial Autocorrelation: A Statistician’s Reflections.” In Perspectives on Spatial Data Analysis, edited by Luc Anselin and Sergio Rey. Advances in Spatial Science. Berlin-Heidelberg: Springer-Verlag.

Oshan, Taylor M, Ziqi Li, Wei Kang, Levi J Wolf, and A Stewart Fotheringham. 2019. “Mgwr: A Python Implementation of Multiscale Geographically Weighted Regression for Investigating Process Spatial Heterogeneity and Scale.” ISPRS International Journal of Geo-Information 8 (6): 269.

Piketty, T., and E. Saez. 2003. “Income Inequality in the United States, 1913-1998.” The Quarterly Journal of Economics 118 (1): 1–41. https://doi.org/10.1162/00335530360535135.

Rey, Sergio J. 2009. “Show Me the Code: Spatial Analysis and Open Source.” Journal of Geographical Systems 11 (2): 191–207. https://doi.org/10.1007/s10109-009-0086-8.

———. 2014. “Spatial Dynamics and Space-Time Data Analysis.” In Handbook of Regional Science, edited by Manfred M. Fischer and Peter Nijkamp, 1365–83. Berlin, Heidelberg: Springer Berlin Heidelberg. https://doi.org/10.1007/978-3-642-23430-9₇8.

Rey, Sergio J, and Julie Le Gallo. 2009. “Spatial Analysis of Economic Convergence.” In Palgrave Handbook of Econometrics, edited by Terry C. Mills and Kerry Patterson, 1251–90. Palgrave.

Rey, Sergio J., and Myrna L. Sastré-Gutiérrez. 2010. “Interregional Inequality Dynamics in Mexico.” Spatial Economic Analysis 5 (3): 277–98. https://doi.org/10.1080/17421772.2010.493955.

Rey, Sergio J., and Richard J. Smith. 2012. “A Spatial Decomposition of the Gini Coefficient.” Letters in Spatial and Resource Sciences 6 (2): 55–70. https://doi.org/10.1007/s12076-012-0086-z.

Ripley, Brian D. 1991. Statistical Inference for Spatial Processes. Cambridge University Press.

Rodríguez-Pose, Andrés. 2018. “The Revenge of the Places That Don’t Matter (and What to Do about It).” Cambridge Journal of Regions, Economy and Society 11 (1): 189–209. https://doi.org/10.1093/cjres/rsx024.

Rule, Adam, Amanda Birmingham, Cristal Zuniga, Ilkay Altintas, Shih-Cheng Huang, Rob Knight, Niema Moshiri, et al. 2019. “Ten Simple Rules for Writing and Sharing Computational Analyses in Jupyter Notebooks.” Edited by FranEditor Lewitter. PLOS Computational Biology 15 (7): e1007007. https://doi.org/10.1371/journal.pcbi.1007007.

Sauer, Jeffery, Taylor Oshan, Sergio Rey, and Levi John Wolf. 2021. “The Importance of Null Hypotheses: Understanding Differences in Local Moran’s Under Heteroskedasticity.” Geographical Analysis n/a (n/a). https://doi.org/https://doi.org/10.1111/gean.12304.

Shermer, Michael. 2008. “Patternicity: Finding Meaningful Patterns in Meaningless Noise.” Scientific American 299 (5): 48.

Shorrocks, Anthony, and Guanghua Wan. 2005. “Spatial Decomposition of Inequality.” Journal of Economic Geography 5 (1): 59–81. http://www.jstor.org/stable/26160606.

Silverman, Bernard W. 1986. Density Estimation for Statistics and Data Analysis. Vol. 26. CRC press.

Slocum, Terry A, Robert B McMaster, Fritz C Kessler, and Hugh H Howard. 2014. Thematic Cartography and Geovisualization. Pearson.

Tatem, Andrew J. 2017. “WorldPop, Open Data for Spatial Demography.” Scientific Data 4 (1): 170004. https://doi.org/10.1038/sdata.2017.4.

Tobler, Waldo R. 1970. “A Computer Movie Simulating Urban Growth in the Detroit Region.” Economic Geography 46 (sup1): 234–40.

Torres-Preciado, Víctor, Mayren Polanco-Gaytán, and Miguel Tinoco-Zermeno. 2014. “Technological innovation and regional economic growth in Mexico: a spatial perspective.” The Annals of Regional Science 52 (1): 183–200. https://doi.org/10.1007/s00168-013-0581-1.

Tukey, John W. 1977. Exploratory Data Analysis. Addison-Wesley.

Uitermark, Justus, and Michiel van Meeteren. 2021. “Geographical Network Analysis.” Tijdschrift Voor Economische En Sociale Geografie 112 (4): 337–50. https://doi.org/10.1111/tesg.12480.

Webber, Richard, and Roger Burrows. 2018. The Predictive Postcode: The Geodemographic Classification of British Society. Sage.

Wickham, Hadley et al. 2014. “Tidy Data.” Journal of Statistical Software 59 (10): 1–23.

Wong, David W. S. 2004. “The Modifiable Areal Unit Problem (MAUP).” In WorldMinds: Geographical Perspectives on 100 Problems: Commemorating the 100th Anniversary of the Association of American Geographers 1904, edited by Donald G. Janelle, Barney Warf, and Kathy Hansen, 571–75. Dordrecht: Springer Netherlands. https://doi.org/10.1007/978-1-4020-2352-1_93.

Wood, Simon N. 2006. Generalized Additive Models. Chapman; Hall/CRC. https://doi.org/10.1201/9781420010404.

Wu, AM, KK Kemp, and JP Wilson. 2019. “Global Measures of Spatial Association.” The Geographic Information Science & Technology Body of Knowledge, 1st Ed., UCGIS, New York, USA. DOI 10.

Zhang, Xi, Huaxiang Rao, Yuwan Wu, Yubei Huang, and Hongji Dai. 2020. “Comparison of Spatiotemporal Characteristics of the COVID-19 and SARS Outbreaks in Mainland China.” BMC Infectious Diseases 20 (1): 1–7.