{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,20]],"date-time":"2026-02-20T00:40:12Z","timestamp":1771548012740,"version":"3.50.1"},"publisher-location":"Cham","reference-count":25,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032017222","type":"print"},{"value":"9783032017239","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,8,17]],"date-time":"2025-08-17T00:00:00Z","timestamp":1755388800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,8,17]],"date-time":"2025-08-17T00:00:00Z","timestamp":1755388800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-01723-9_6","type":"book-chapter","created":{"date-parts":[[2025,8,16]],"date-time":"2025-08-16T14:43:34Z","timestamp":1755355414000},"page":"77-89","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["An Urban Data Analytics Approach to Explore the Relations Between Trends of Air Pollution and Crime in Mexico City"],"prefix":"10.1007","author":[{"given":"Daniel","family":"Gonz\u00e1lez - Ordo\u00f1ez","sequence":"first","affiliation":[]},{"given":"Edgar Armando","family":"Catal\u00e1n - Salgado","sequence":"additional","affiliation":[]},{"given":"Benjamin","family":"Luna - Benoso","sequence":"additional","affiliation":[]},{"given":"Rene Baltazar","family":"Jimenez - Ruiz","sequence":"additional","affiliation":[]},{"given":"Daniel","family":"Jim\u00e9nez - Alcantar","sequence":"additional","affiliation":[]},{"given":"Mario","family":"Aldape - Perez","sequence":"additional","affiliation":[]},{"given":"Abigail","family":"Garc\u00eda - Valerio","sequence":"additional","affiliation":[]},{"given":"Jasibe","family":"Benitez - Valerio","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,8,17]]},"reference":[{"key":"6_CR1","doi-asserted-by":"crossref","unstructured":"Kuo, P.-F., Putra, I.G.: Analyzing the relationship between air pollution and various types of crime. PLOS ONE 16(8) (2021). 10 M. Bondy, S. Roth, and L. Sager, \u201cCrime is in the air: The contemporaneous relationship between air pollution and crime,\u201d Journal of the Association of Environmental and Resource Economists, vol. 7, no. 3, pp. 555\u2013585, 2020. 11","DOI":"10.1086\/707127"},{"issue":"3","key":"6_CR2","doi-asserted-by":"publisher","first-page":"340","DOI":"10.1177\/0956797617735807","volume":"29","author":"JG Lu","year":"2018","unstructured":"Lu, J.G., Lee, J.J., Gino, F., Galinsky, A.D.: Polluted morality: air pollution predicts criminal activity and unethical behavior. Psychol. Sci. 29(3), 340\u2013355 (2018)","journal-title":"Psychol. Sci."},{"key":"6_CR3","doi-asserted-by":"crossref","unstructured":"Pi\u00f1a-Garc\u00eda, C.A., Ram\u00edrez-Ram\u00edrez, L.: Exploring crime patterns in Mexico City. J. Big Data 6(1) (2019). 120 Calvillo Salda\u00f1a, Yezm\u00edn, y \u201cEspacio y delincuencia: un caso de estudio del robo a transe\u00fante en el Centro Hist\u00f3rico de la ciudad de M\u00e9xico\u201d Espacialidades. Revista de temas contempor\u00e1neos sobre lugares, pol\u00edtica y cultura, vol. 4, no. 2, 2014, pp.112\u2013151. Redalyc, https:\/\/www.redalyc.org\/articulo.oa?id=419545122005. 121 A. Espinoza-Ram\u00edrez, M. Nakano,","DOI":"10.1186\/s40537-019-0228-x"},{"issue":"5","key":"6_CR4","doi-asserted-by":"publisher","first-page":"235","DOI":"10.4067\/S0718-07642018000500235","volume":"29","author":"G S\u00e1nchez-P\u00e9rez","year":"2018","unstructured":"S\u00e1nchez-P\u00e9rez, G., Arista-Jalife, A.: Sistemas de Informaci\u00f3n Geogr\u00e1fica y su an\u00e1lisis aplicado en zonas de delincuencia en la ciudad de m\u00e9xico. Informaci\u00f3n tecnol\u00f3gica 29(5), 235\u2013244 (2018)","journal-title":"Informaci\u00f3n tecnol\u00f3gica"},{"key":"6_CR5","doi-asserted-by":"crossref","unstructured":"Borrego-Hern\u00e1ndez, \u00d3., Garc\u00eda-Reynoso, J.A., Ojeda-Ram\u00edrez, M.M. and Su\u00e1rez-Lastra, M.: Retrospective health impact assessment for ozone pollution in Mexico city from 1991 to 2011. Atm\u00f3sfera 27(3), 261\u2013271 (2014)","DOI":"10.1016\/S0187-6236(14)71115-4"},{"key":"6_CR7","doi-asserted-by":"crossref","unstructured":"Carazo Fern\u00e1ndez, L., Fern\u00e1ndez Alvarez, R., Gonz\u00e1lez-Barcala, F.J., Rodr\u00edguez Portal, J.A.: Contaminaci\u00f3n del aire interior y su impacto en la patolog\u00eda respiratoria, Archivos de Bronconeumolog\u00eda 49(1), 22\u201327 (2013)","DOI":"10.1016\/j.arbres.2012.04.005"},{"issue":"5","key":"6_CR8","doi-asserted-by":"publisher","first-page":"317","DOI":"10.1016\/j.arbres.2020.05.031","volume":"57","author":"D Clofent","year":"2014","unstructured":"Clofent, D., Culebras, M., Loor, K., Cruz, M.J.: Contaminaci\u00f3n ambiental y C\u00e1ncer de Pulm\u00f3n: El poder Carcinog\u00e9nico del Aire Que respiramos. Arch. Bronconeumol. 57(5), 317\u2013318 (2014)","journal-title":"Arch. Bronconeumol."},{"key":"6_CR10","unstructured":"Bryshnikova, N.V., Wesselbaum, D., Davidson, S.F.: Does pollution affect crime? Evidence from US Cities, 2293. (2019). https:\/\/ourarchive.otago.ac.nz\/bitstream\/handle\/10523\/9813\/DP_1910.pdf?sequence=1"},{"key":"6_CR11","doi-asserted-by":"publisher","DOI":"10.1016\/j.jeem.2019.102267","volume":"98","author":"J Burkhardt","year":"2019","unstructured":"Burkhardt, J., et al.: The effect of pollution on crime: evidence from data on particulate Matter and ozone. J. Environ. Econ. Manag. 98, 102267 (2019)","journal-title":"J. Environ. Econ. Manag."},{"issue":"6","key":"6_CR12","doi-asserted-by":"publisher","first-page":"799","DOI":"10.1097\/EDE.0000000000001085","volume":"30","author":"JD Berman","year":"2019","unstructured":"Berman, J.D., Burkhardt, J., Bayham, J., Carter, E., Wilson, A.: Acute air pollution exposure and the risk of violent behavior in the United States. Epidemiology 30(6), 799\u2013806 (2019)","journal-title":"Epidemiology"},{"key":"6_CR15","doi-asserted-by":"crossref","unstructured":"Zeng, Y., Lin, R., Liu, L., Liu, Y., Li, Y.: Ambient air pollution exposure and risk of depression: a systematic review and meta-analysis of observational studies, Psychiatry Res. 276, 69\u201378 (2019) 132 \u201cIBM EDA\u201d. IBM - Deutschland | IBM. https:\/\/www.ibm.com\/case-studies\/ibm-eda. Accedido 3 mayo 2022","DOI":"10.1016\/j.psychres.2019.04.019"},{"key":"6_CR16","unstructured":"Chapman, P., et al.: CRISP-DM 1.0: Step-by-step data mining guide (2000)"},{"key":"6_CR17","unstructured":"Moro, S., Laureano, R.M.S., Cortez, P.: Using data mining for bank direct marketing: an application of the crisp-Dm methodology, Instituto Universit\u00e1rio de Lisboa, 2011. Accedido el 3 de mayo de (2022). http:\/\/hdl.handle.net\/1822\/14838"},{"key":"6_CR18","unstructured":"Cant\u00fa M.P, Contaminaci\u00f3n ambiental. M\u00e9xico: Diana, 1993: Extract, transform, and load (ETL) - Azure Architecture Center, Docs.microsoft.com (2022). https:\/\/docs.microsoft.com\/en-us\/azure\/architecture\/data-guide\/relational-data\/etl. [Accessed: 09- Mar- 2022]"},{"key":"6_CR19","unstructured":"PowerData,G.: Data warehouse: todo lo que necesitas saber sobre almacenamiento de datos\u201d, Powerdata.es, 2022. 46 \u201cIBM Docs\u201d, Ibm.com (2022). https:\/\/www.ibm.com\/docs\/es\/spss-modeler\/SaaS?topic=dm-crisp-help-overview. Accessed 09 Mar 2022"},{"issue":"6","key":"6_CR23","volume":"2","author":"JG Frye","year":"2019","unstructured":"Frye, J.G., Frontani, K.D., Garc\u00eda-Mart\u00ednez, M., Coulombe, D.B., Plantenga, M.L., Auchincloss, R.F.: Association between ambient air pollution and mental health service use among children and adolescents in Massachusetts. JAMA Netw. Open 2(6), e196014 (2019)","journal-title":"JAMA Netw. Open"},{"key":"6_CR24","unstructured":"\u201cGuide To K-means clustering algorithm in Python: Analytics India magazine (2022). https:\/\/analyticsindiamag.com\/guide-to-k-means-clustering-algorithm-in-python\/. Accessed 01 May 2022"},{"key":"6_CR25","unstructured":"\u201cGuide To BIRCH clustering algorithm (with python codes)\u201d, Analytics India magazine (2022). https:\/\/analyticsindiamag.com\/guide-to-birch-clustering-algorithmwith-python-codes\/. Accessed: 01 May 2022"},{"key":"6_CR26","doi-asserted-by":"publisher","unstructured":"What is exploratory data analysis? (s. f.). IBM - Deutschland | IBM. https:\/\/www.ibm.com\/cloud\/learn\/exploratory-data-analysis 137 Carrillo, P.E., Lopez-Luzuriaga, A., Malik, A.S.: Pollution or crime: the effect of driving restrictions on criminal activity. Journal of Public Economics, 164, 50\u201369 (2018). https:\/\/doi.org\/10.1016\/j.jpubeco.2018.05.007","DOI":"10.1016\/j.jpubeco.2018.05.007"},{"key":"6_CR29","unstructured":"What is Logistic Regression? - Logistic Regression - AWS. Amazon Web Services, Inc. https:\/\/aws.amazon.com\/what-is\/logistic-regression\/. Accedido el 20 de noviembre de 2022"},{"key":"6_CR31","doi-asserted-by":"publisher","unstructured":"Zagal Flores, R., et al.: A Geo-Social Characterization of Health Impact from Air Pollution in Mexico Valley. Mob. Inf. Syst. 2022, 1\u201319 (2022). https:\/\/doi.org\/10.1155\/2022\/5562317","DOI":"10.1155\/2022\/5562317"},{"key":"6_CR32","doi-asserted-by":"publisher","unstructured":"Hern\u00e1ndez, J., Jim\u00e9nez, D., Zagal, R., Mata, F., Leon Borges, J.A.: Analysis of the level of geographic criminal risk oriented to women. In: Mata-Rivera, M.F., Zagal-Flores, R., Barria-Huidobro, C. (eds.) WITCOM 2021, Communications in Computer and Information Science, vol. 1430, pp. 230\u2013245. Springer, Cham (2021). https:\/\/doi.org\/10.1007\/978-3-030-89586-0_19","DOI":"10.1007\/978-3-030-89586-0_19"},{"key":"6_CR33","doi-asserted-by":"publisher","unstructured":"Dockery, D.W., et al.: An association between air pollution and mortality in six U.S. cities. New England J. Med. 329(24), 1753\u20131759 (1993). https:\/\/doi.org\/10.1056\/NEJM199312093292401","DOI":"10.1056\/NEJM199312093292401"},{"key":"6_CR34","doi-asserted-by":"publisher","unstructured":"Moretti, E., Neidell, M.: Pollution, health, and avoidance behavior: evidence from the ports of Los Angeles. J. Hum. Res. 46(1), 154\u2013175 (2011). https:\/\/doi.org\/10.3368\/jhr.46.1.154","DOI":"10.3368\/jhr.46.1.154"},{"key":"6_CR35","doi-asserted-by":"publisher","unstructured":"Borrego Hern\u00e1ndez, \u00d3., Garc\u00eda Reynoso, J.A., Ojeda Ram\u00edrez, M.M., Su\u00e1rez Lastra, M.: Retrospective health impact assessment for ozone pollution in Mexico City from 1991 to 2011. Atm\u00f3sfera 27(3), 261\u2013271 (2014). https:\/\/doi.org\/10.1016\/S0187-6236(14)71115-4","DOI":"10.1016\/S0187-6236(14)71115-4"}],"container-title":["Lecture Notes in Computer Science","Web and Wireless Geographical Information Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-01723-9_6","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,9]],"date-time":"2025-09-09T15:06:11Z","timestamp":1757430371000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-01723-9_6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,17]]},"ISBN":["9783032017222","9783032017239"],"references-count":25,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-01723-9_6","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,8,17]]},"assertion":[{"value":"17 August 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"W2GIS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Symposium on Web and Wireless Geographical Information Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Mexico City","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Mexico","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 September 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"9 September 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"w2gis2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}