{"id":"https://openalex.org/W1960357965","doi":"https://doi.org/10.1140/epjds/s13688-015-0043-3","title":"Urban magnetism through the lens of geo-tagged photography","display_name":"Urban magnetism through the lens of geo-tagged photography","publication_year":2015,"publication_date":"2015-05-28","ids":{"openalex":"https://openalex.org/W1960357965","doi":"https://doi.org/10.1140/epjds/s13688-015-0043-3","mag":"1960357965"},"language":"en","primary_location":{"id":"doi:10.1140/epjds/s13688-015-0043-3","is_oa":true,"landing_page_url":"https://doi.org/10.1140/epjds/s13688-015-0043-3","pdf_url":"https://epjdatascience.springeropen.com/counter/pdf/10.1140/epjds/s13688-015-0043-3","source":{"id":"https://openalex.org/S2504380752","display_name":"EPJ Data Science","issn_l":"2193-1127","issn":["2193-1127"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Data Science","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://epjdatascience.springeropen.com/counter/pdf/10.1140/epjds/s13688-015-0043-3","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085818681","display_name":"Silvia Paldino","orcid":null},"institutions":[{"id":"https://openalex.org/I45204951","display_name":"University of Calabria","ror":"https://ror.org/02rc97e94","country_code":"IT","type":"education","lineage":["https://openalex.org/I45204951"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Silvia Paldino","raw_affiliation_strings":["Department of Physics, University of Calabria, Via Pietro Bucci, 87036 Arcavacata, Rende CS, Italy","Department of Physics, University of Calabria, Rende (CS), Italy"],"affiliations":[{"raw_affiliation_string":"Department of Physics, University of Calabria, Via Pietro Bucci, 87036 Arcavacata, Rende CS, Italy","institution_ids":["https://openalex.org/I45204951"]},{"raw_affiliation_string":"Department of Physics, University of Calabria, Rende (CS), Italy","institution_ids":["https://openalex.org/I45204951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044402671","display_name":"Iva Boji\u0107","orcid":"https://orcid.org/0000-0002-4664-3349"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Iva Bojic","raw_affiliation_strings":["SENSEable City Laboratory, Massachusetts Institute of Technology, 77 Massachusetts Avenue 9-209, Cambridge, MA, 02139, USA","SENSEable City Laboratory, Massachusetts Institute of Technology, Cambridge, USA"],"affiliations":[{"raw_affiliation_string":"SENSEable City Laboratory, Massachusetts Institute of Technology, 77 Massachusetts Avenue 9-209, Cambridge, MA, 02139, USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"SENSEable City Laboratory, Massachusetts Institute of Technology, Cambridge, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035756067","display_name":"Stanislav Sobolevsky","orcid":"https://orcid.org/0000-0001-6281-0656"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stanislav Sobolevsky","raw_affiliation_strings":["SENSEable City Laboratory, Massachusetts Institute of Technology, 77 Massachusetts Avenue 9-209, Cambridge, MA, 02139, USA","SENSEable City Laboratory, Massachusetts Institute of Technology, Cambridge, USA"],"affiliations":[{"raw_affiliation_string":"SENSEable City Laboratory, Massachusetts Institute of Technology, 77 Massachusetts Avenue 9-209, Cambridge, MA, 02139, USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"SENSEable City Laboratory, Massachusetts Institute of Technology, Cambridge, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103326255","display_name":"Carlo Ratti","orcid":null},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carlo Ratti","raw_affiliation_strings":["SENSEable City Laboratory, Massachusetts Institute of Technology, 77 Massachusetts Avenue 9-209, Cambridge, MA, 02139, USA","SENSEable City Laboratory, Massachusetts Institute of Technology, Cambridge, USA"],"affiliations":[{"raw_affiliation_string":"SENSEable City Laboratory, Massachusetts Institute of Technology, 77 Massachusetts Avenue 9-209, Cambridge, MA, 02139, USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"SENSEable City Laboratory, Massachusetts Institute of Technology, Cambridge, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111672074","display_name":"Marta C. Gonz\u00e1lez","orcid":"https://orcid.org/0000-0002-8482-0318"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marta C Gonz\u00e1lez","raw_affiliation_strings":["Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA, 02139, USA","Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, USA#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, MA, 02139, USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, USA#TAB#","institution_ids":["https://openalex.org/I63966007"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5085818681"],"corresponding_institution_ids":["https://openalex.org/I45204951"],"apc_list":{"value":1190,"currency":"GBP","value_usd":1459},"apc_paid":{"value":1190,"currency":"GBP","value_usd":1459},"fwci":31.5281,"has_fulltext":true,"cited_by_count":110,"citation_normalized_percentile":{"value":0.99649478,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"4","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11963","display_name":"Impact of Light on Environment and Health","score":0.9869999885559082,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","score":0.961899995803833,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/through-the-lens-metering","display_name":"Through-the-lens metering","score":0.5597333312034607},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.5596830248832703},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5148138403892517},{"id":"https://openalex.org/keywords/photography","display_name":"Photography","score":0.46868446469306946},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.44347310066223145},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.41530752182006836},{"id":"https://openalex.org/keywords/street-network","display_name":"Street network","score":0.41471296548843384},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.4124703109264374},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.40001899003982544},{"id":"https://openalex.org/keywords/regional-science","display_name":"Regional science","score":0.3551971912384033},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.34922903776168823},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3278454542160034},{"id":"https://openalex.org/keywords/lens","display_name":"Lens (geology)","score":0.22238677740097046},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.21129775047302246},{"id":"https://openalex.org/keywords/visual-arts","display_name":"Visual arts","score":0.20194661617279053},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.19098970293998718},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10901209712028503},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.10324695706367493}],"concepts":[{"id":"https://openalex.org/C43091099","wikidata":"https://www.wikidata.org/wiki/Q1067788","display_name":"Through-the-lens metering","level":3,"score":0.5597333312034607},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.5596830248832703},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5148138403892517},{"id":"https://openalex.org/C119657128","wikidata":"https://www.wikidata.org/wiki/Q11633","display_name":"Photography","level":2,"score":0.46868446469306946},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.44347310066223145},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.41530752182006836},{"id":"https://openalex.org/C2778625738","wikidata":"https://www.wikidata.org/wiki/Q358078","display_name":"Street network","level":2,"score":0.41471296548843384},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.4124703109264374},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.40001899003982544},{"id":"https://openalex.org/C148383697","wikidata":"https://www.wikidata.org/wiki/Q1781695","display_name":"Regional science","level":1,"score":0.3551971912384033},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.34922903776168823},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3278454542160034},{"id":"https://openalex.org/C15336307","wikidata":"https://www.wikidata.org/wiki/Q1766051","display_name":"Lens (geology)","level":2,"score":0.22238677740097046},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.21129775047302246},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.20194661617279053},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.19098970293998718},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10901209712028503},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.10324695706367493},{"id":"https://openalex.org/C78762247","wikidata":"https://www.wikidata.org/wiki/Q1273174","display_name":"Petroleum engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1140/epjds/s13688-015-0043-3","is_oa":true,"landing_page_url":"https://doi.org/10.1140/epjds/s13688-015-0043-3","pdf_url":"https://epjdatascience.springeropen.com/counter/pdf/10.1140/epjds/s13688-015-0043-3","source":{"id":"https://openalex.org/S2504380752","display_name":"EPJ Data Science","issn_l":"2193-1127","issn":["2193-1127"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Data Science","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1503.05502","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1503.05502","pdf_url":"https://arxiv.org/pdf/1503.05502","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:dspace.mit.edu:1721.1/101437","is_oa":true,"landing_page_url":"http://hdl.handle.net/1721.1/101437","pdf_url":null,"source":{"id":"https://openalex.org/S4306400425","display_name":"DSpace@MIT (Massachusetts Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I63966007","host_organization_name":"Massachusetts Institute of Technology","host_organization_lineage":["https://openalex.org/I63966007"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"EPJ Sciences","raw_type":"http://purl.org/eprint/type/JournalArticle"}],"best_oa_location":{"id":"doi:10.1140/epjds/s13688-015-0043-3","is_oa":true,"landing_page_url":"https://doi.org/10.1140/epjds/s13688-015-0043-3","pdf_url":"https://epjdatascience.springeropen.com/counter/pdf/10.1140/epjds/s13688-015-0043-3","source":{"id":"https://openalex.org/S2504380752","display_name":"EPJ Data Science","issn_l":"2193-1127","issn":["2193-1127"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Data Science","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7799999713897705,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322674","display_name":"Hrvatska Zaklada za Znanost","ror":"https://ror.org/03n51vw80"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1960357965.pdf","grobid_xml":"https://content.openalex.org/works/W1960357965.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1581809866","https://openalex.org/W1883704353","https://openalex.org/W1972631516","https://openalex.org/W1977142024","https://openalex.org/W1979081979","https://openalex.org/W1982300822","https://openalex.org/W2011542105","https://openalex.org/W2024220066","https://openalex.org/W2034636363","https://openalex.org/W2047888606","https://openalex.org/W2048505801","https://openalex.org/W2056284729","https://openalex.org/W2057206092","https://openalex.org/W2068160960","https://openalex.org/W2075552434","https://openalex.org/W2085009188","https://openalex.org/W2090978188","https://openalex.org/W2097225206","https://openalex.org/W2101954106","https://openalex.org/W2103388840","https://openalex.org/W2112150227","https://openalex.org/W2122991194","https://openalex.org/W2154056116","https://openalex.org/W2155431733","https://openalex.org/W2158804744","https://openalex.org/W2159448193","https://openalex.org/W2160806320","https://openalex.org/W2165598812","https://openalex.org/W2181683974","https://openalex.org/W2225223130","https://openalex.org/W2953145849","https://openalex.org/W2991861883","https://openalex.org/W3121776175","https://openalex.org/W4232197496","https://openalex.org/W4232473632","https://openalex.org/W4285719527","https://openalex.org/W4297778979","https://openalex.org/W4299526247"],"related_works":["https://openalex.org/W2366107444","https://openalex.org/W4388145910","https://openalex.org/W2381570729","https://openalex.org/W1976205134","https://openalex.org/W4248336175","https://openalex.org/W2031260042","https://openalex.org/W2391445434","https://openalex.org/W3009369890","https://openalex.org/W4312490297","https://openalex.org/W2062212388"],"abstract_inverted_index":{"There":[0],"is":[1,158],"an":[2,91],"increasing":[3],"trend":[4],"of":[5,24,34,68,117,176,189,195,200,202,225,242],"people":[6,36,97,107,160,203],"leaving":[7],"digital":[8,60],"traces":[9],"through":[10],"social":[11],"media.":[12],"This":[13],"reality":[14],"opens":[15],"new":[16],"horizons":[17],"for":[18,159],"urban":[19,28],"studies.":[20],"With":[21],"this":[22,87],"kind":[23],"data,":[25],"researchers":[26],"and":[27,40,51,70,119,138,152,185,228,239,258],"planners":[29],"can":[30,41,62,259],"detect":[31],"many":[32],"aspects":[33],"how":[35,44,96,154],"live":[37,55,75],"in":[38,76,121,205],"cities":[39,47,125,151,165,196,261],"also":[42],"suggest":[43],"to":[45,54,65,74,81,94,210,250],"transform":[46],"into":[48],"more":[49],"efficient":[50],"smarter":[52],"places":[53],"in.":[56],"In":[57,86],"particular,":[58],"their":[59,83,263],"trails":[61],"be":[63],"used":[64],"investigate":[66],"tastes":[67],"individuals,":[69],"what":[71],"attracts":[72],"them":[73],"a":[77,136,198,246,255],"particular":[78],"city":[79,157,207,213],"or":[80,170],"spend":[82],"vacation":[84],"there.":[85],"paper":[88],"we":[89,145,179,220],"propose":[90],"unconventional":[92],"way":[93],"study":[95,131,221,244],"experience":[98],"the":[99,114,128,142,147,167,174,181,187,190,211,217,222,230,240],"city,":[100],"using":[101],"information":[102],"from":[103,163,171],"geotagged":[104],"photographs":[105],"that":[106],"take":[108],"at":[109],"different":[110],"locations.":[111],"We":[112],"compare":[113],"spatial":[115,223],"behavior":[116],"residents":[118],"tourists":[120],"10":[122,148],"most":[123,149],"photographed":[124,150,231],"all":[126],"around":[127],"world.":[129],"The":[130,236],"was":[132],"conducted":[133],"on":[134],"both":[135],"global":[137,143],"local":[139,218],"level.":[140],"On":[141,216],"scale":[144],"analyze":[146],"measure":[153,186],"attractive":[155],"each":[156,193,234],"visiting":[161],"it":[162],"other":[164,212],"within":[166,254],"same":[168],"country":[169],"abroad.":[172],"For":[173],"purpose":[175],"our":[177,243],"analysis":[178],"construct":[180],"users\u2019":[182],"mobility":[183],"network":[184],"strength":[188],"links":[191],"between":[192],"pair":[194],"as":[197],"level":[199,219],"attraction":[201],"living":[204],"one":[206],"(i.e.,":[208,214],"origin)":[209],"destination).":[215],"distribution":[224],"user":[226],"activity":[227,253],"identify":[229],"hotspots":[232],"inside":[233],"city.":[235],"proposed":[237],"methodology":[238],"results":[241],"are":[245],"low":[247],"cost":[248],"mean":[249],"characterize":[251],"touristic":[252,264],"certain":[256],"location":[257],"help":[260],"strengthening":[262],"potential.":[265]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":11},{"year":2018,"cited_by_count":15},{"year":2017,"cited_by_count":14},{"year":2016,"cited_by_count":11},{"year":2015,"cited_by_count":8}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
