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Human Sensors

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Part of the book series: Understanding Complex Systems ((UCS))

Abstract

This chapter provides an overview of how humans can themselves act as sensors—human sensing—for data collection by considering a variety of scenarios. We start by providing a survey of literature, followed by proposed guidelines, and lastly discussing case studies which exemplify using humans for sensing and data collection. We present human sensing in three technical domains:

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References

  • Abel, F., Hauff, C., Houben, G.-J., Stronkman, R., Tao, K.: Semantics + filtering + search = twitcident. Exploring information in social web streams. In: HT’12: Proceedings of the 23rd ACM Conference on Hypertext and Social Media, pp. 285–294. ACM (2012). doi:10.1145/2309996.2310043

  • Alt, F., Memarovic, N., Elhart, I., Bial, D., Schmidt, A., Langheinrich, M., Harboe, G., Huang, E., Scipioni, M.P.: Designing shared public display networks: implications from today’s paper-based notice areas. In: Pervasive’11: Proceedings of the 9th International Conference on Pervasive Computing, pp. 258–275. Springer-Verlag, Berlin, Heidelberg (2011). doi:10.1007/978-3-642-21726-5_17

  • Alt, F., Shirazi, A.S., Schmidt, A., Kramer, U., Nawaz, Z.: Location-based crowdsourcing: extending crowdsourcing to the real world. In: NordiCHI’10: Proceedings of the 6th Nordic Conference on Human-Computer Interaction: Extending Boundaries, pp. 13–22. ACM (2010). doi:10.1145/1868914.1868921

  • Ananny, M., Strohecker, C.: TexTales: creating interactive forums with urban publics. In: Foth, M. (ed.) Handbook of Research on Urban Informatics: The Practice and Promise of the Real-Time City. IGI Global, Hershey, PA (2009). doi:10.4018/978-1-60566-152-0.ch005

    Google Scholar 

  • Arslan, M.Y., Singh, I., Singh, S., Madhyastha, H.V., Sundaresan, K., Krishnamurthy, S.V.: Computing while charging: Building a distributed computing infrastructure using smartphones. In: CoNEXT’12: Proceedings of the 8th International Conference on Emerging Networking Experiments and Technologies, pp. 193–204. ACM (2012). doi:10.1145/2413176.2413199

  • Battino Viterbo, P., Barsotti, V., Vande Moere, A.: Situated & social feedback in the city. In: Workshop on Large Displays in Urban Life from Exhibition Halls to Media Facades (2011)

    Google Scholar 

  • Beenen, G., Ling, K., Wang, X., Chang, K., Frankowski, D., Resnick, P., Kraut, R.E.: Using social psychology to motivate contributions to online communities. In: CSCW’04: Proceedings of the 2004 ACM Conference on Computer Supported Cooperative Work, pp. 212–221. ACM (2004). doi:10.1145/1031607.1031642

  • Bollen, J., Mao, H., Zeng, X.: Twitter mood predicts the stock market. J. Comput. Sci. 2(1), 1–8 (2011). doi:10.1016/j.jocs.2010.12.007

    Article  Google Scholar 

  • Brignull, H., Rogers, Y.: Enticing people to interact with large public displays in public spaces. In: Proceedings of the INTERACT, vol. 3, pp. 17–24. (2003)

    Google Scholar 

  • Brown, B., Reeves, S., Sherwood, S.: Into the wild: challenges and opportunities for field trial methods. In: CHI’11: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 1657–1666. ACM (2011). doi:10.1145/1978942.1979185

  • Burke, J.A., Estrin, D., Hansen, M., Parker, A., Ramanathan, N., Reddy, S., Srivastava, M.B.: Participatory sensing. In: First Workshop on World-Sensor-Web: Mobile Device Centric Sensory Networks and Applications at Sensys’06 (2006)

    Google Scholar 

  • Cameron, M.A., Power, R., Robinson, B., Yin, J.: Emergency situation awareness from twitter for crisis management. In: WWW’12 Companion: Proceedings of the 21st International Conference Companion on World Wide Web, pp. 695–698. ACM (2012). doi:10.1145/2187980.2188183

  • Chandler, D., Kapelner, A.: Breaking monotony with meaning: motivation in crowdsourcing markets. J. Econ. Behav. Organ. 90, 123–133 (2013). doi:10.1016/j.jebo.2013.03.003

    Article  Google Scholar 

  • Charikar, M.S.: Similarity estimation techniques from rounding algorithms. In: STOC’02: Proceedings of the Thiry-Fourth Annual ACM Symposium on Theory of Computing, pp. 380–388. ACM (2002). doi:10.1145/509907.509965

  • De Cindio, F., Di Loreto, I., Peraboni, C.A.: Moments and modes for triggering civic participation at the urban level. In: Foth, M. (ed.) Handbook of Research on Urban Informatics: The Practice and Promise of the Real-Time City, pp. 97–113. IGI Global, Hershey, PA (2008). doi:10.4018/978-1-60566-152-0.ch007

    Google Scholar 

  • Clary, E.G., Snyder, M.: Community involvement: opportunities and challenges in socializing adults to participate in society. J. Soc. Issues 58(3), 581–591 (2002). doi:10.1111/1540-4560.00277

    Article  Google Scholar 

  • Cosley, D., Frankowski, D., Kiesler, S., Terveen, L., Riedl, J.: How oversight improves member-maintained communities. In: CHI’05: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 11–20. ACM (2005). doi:10.1145/1054972.1054975

  • Dalsgaard, P., Halskov, K.: Designing urban media facades: cases and challenges. In CHI’10: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 2277–2286. ACM (2010). doi:10.1145/1753326.1753670

  • Day, N., Sas, C., Dix, A., Toma, M., Bevan, C., Clare, D.: Breaking the campus bubble: informed, engaged, connected. In: BCS-HCI’07: Proceedings of the 21st British HCI Group Annual Conference on People and Computers: HCI…But Not as We Know It, vol. 2, pp. 133–136. British Computer Society (2007)

    Google Scholar 

  • Deci, E.: Intrinsic Motivation. Plenum, New York (1975)

    Book  Google Scholar 

  • Downs, A.: An economic theory of democracy. In: An Economic Theory of Democracy. Harper & Row, New York (1957)

    Google Scholar 

  • Dugas, A.F., Hsieh, Y.-H., Levin, S.R., Pines, J.M., Mareiniss, D.P., Mohareb, A., Gaydos, C.A., Perl, T.M., Rothman, R.E.: Google flu trends: Correlation with emergency department influenza rates and crowding metrics. Clin. Infect. Dis. 54(4), 463–469 (2012). doi:10.1093/cid/cir883

  • Eagle, N.: Txteagle: mobile crowdsourcing. In: IDGD’09: Proceedings of the 3rd International Conference on Internationalization, Design and Global Development: Held as Part of HCI International 2009, pp. 447–456. Springer, Berlin, Heidelberg (2009). doi:10.1007/978-3-642-02767-3_50

  • EMM NewsBrief.: EMM newsbrief. [Web page]. Retrieved from http://press.jrc.it (n.d.)

  • Etzioni, A.: Modern Organizations. Prentice-Hall, Englewood Cliffs, NJ (1971)

    Google Scholar 

  • Gibbons, R.: Incentives and careers in organizations. In: Kreps, D., Wallis, K. (eds.) Advances in economic theory and econometrics, vol. II, pp. 1–37. Cambridge University Press, Cambridge (1997)

    Google Scholar 

  • Ginsberg, J., Mohebbi, M.H., Patel, R.S., Brammer, L., Smolinski, M.S., Brilliant, L.: Detecting influenza epidemics using search engine query data. Nature 457(7232), 1012–1014 (2009). doi:10.1038/nature07634

    Article  ADS  Google Scholar 

  • Gneezy, U., Rustichini, A.: Pay enough or don’t pay at all. Q. J. Econ. 115(3), 791–810 (2000). doi:10.1162/003355300554917

    Article  Google Scholar 

  • Goel, S., Hofman, J.M., Lahaie, S., Pennock, D.M., Watts, D.J.: Predicting consumer behavior with web search. Proc. Natl. Acad. Sci. 107(41), 17486–17490 (2010). doi:10.1073/pnas.1005962107

    Article  ADS  Google Scholar 

  • Goncalves, J., Ferreira, D., Hosio, S., Liu, Y., Rogstadius, J., Kukka, H., Kostakos, V.: Crowdsourcing on the spot: Altruistic use of public displays, feasibility, performance, and behaviours. In: UbiComp’13: Ubicomp, pp. 753–762. ACM (2013). doi:10.1145/2493432.2493481

  • Goncalves, J., Kostakos, V., Hosio, S., Karapanos, E., Lyra, O.: IncluCity: Using contextual cues to raise awareness on environmental accessibility. In: ASSETS’13: ASSETS, pp. 17:1–17:8. ACM (2013). doi:10.1145/2513383.2517030

  • Goncalves, J., Kostakos, V., Karapanos, E., Barreto, M., Camacho, T., Tomasic, A., Zimmerman, J.: Citizen motivation on the go: the role of psychological empowerment. Inter. Comput. (n.d.) doi:10.1093/iwc/iwt035

    Google Scholar 

  • Greenfield, A., Shepard, M.: Situated Technologies Pamphlets 1: Urban Computing and Its Discontents. The Architectural League of New York, New York (2007)

    Google Scholar 

  • Gupta, A., Thies, W., Cutrell, E., Balakrishnan, R.: MClerk: enabling mobile crowdsourcing in developing regions. In: CHI’12: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 1843–1852. ACM (2012). doi:10.1145/2207676.2208320

  • Harper, F.M., Raban, D., Rafaeli, S., Konstan, J.A.: Predictors of answer quality in online Q&A sites. In: CHI’08: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 865–874. ACM (2008). doi:10.1145/1357054.1357191

  • Harper, R.: Texture: Human Expression in the Age of Communications Overload. MIT, Cambridge (2010)

    Google Scholar 

  • Heer, J., Bostock, M.: Crowdsourcing graphical perception: using mechanical turk to assess visualization design. In: CHI’10: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 203–212. ACM (2010). doi:10.1145/1753326.1753357

  • Horton, J.J., Rand, D.G., Zeckhauser, R.J.: The online laboratory: conducting experiments in a real labor market. Exp. Econ. 14(3), 399–425 (2011). doi:10.1007/s10683-011-9273-9

    Article  Google Scholar 

  • Hosio, S., Goncalves, J., Kostakos, V., Riekki, J.: Exploring civic engagement on public displays. In: User-Centric Technology Design for Nonprofit and Civic Engagements, pp. 91–1119. Springer (2014). doi:10.1007/978-3-319-05963-1_7

  • Hosio, S., Kostakos, V., Kukka, H., Jurmu, M., Riekki, J., Ojala, T.: From school food to skate parks in a few clicks: using public displays to bootstrap civic engagement of the young. In: Pervasive, pp. 425–442. Springer (2012). doi:10.1007/978-3-642-31205-2_26

  • Hosio, S., Kukka, H., Jurmu, M., Ojala, T., Riekki, J.: Enhancing interactive public displays with social networking services. In: MUM’10: Proceedings of the 9th International Conference on Mobile and Ubiquitous Multimedia, pp. 23:1–23:9. ACM (2010). doi:10.1145/1899475.1899498

  • Huang, E.M., Mynatt, E.D., Trimble, J.P.: When design just isn’t enough: the unanticipated challenges of the real world for large collaborative displays. Pers. Ubiquit. Comput. 11(7), 537–547 (2007). doi:10.1007/s00779-006-0114-3

    Article  Google Scholar 

  • Hubbard, R.G., Palia, D.: Executive pay and performance evidence from the US banking industry. J. Financ. Econ. 39(1), 105–130 (1995). doi:10.1016/0304-405X(94)00816-J

    Article  Google Scholar 

  • Introducing the Standby Task Force: Introducing the standby task force. [Web page]. Retrieved from http://blog.standbytaskforce.com/about/introducing-the-standby-task-force/ (n.d.)

  • Kindberg, T., Spasojevic, M., Fleck, R., Sellen, A.: The ubiquitous camera: an in-depth study of camera phone use. IEEE Pervasive Comput. 4(2), 42–50 (2005). doi:10.1109/MPRV.2005.42

    Article  Google Scholar 

  • Kostakos, V., Juntunen, T., Goncalves, J., Hosio, S., Ojala, T.: Where am I? Location archetype keyword extraction from urban mobility patterns. PloS One 8(5), e63980 (2013). doi:10.1371/journal.pone.0063980

    Article  ADS  Google Scholar 

  • Kuikkaniemi, K., Jacucci, G., Turpeinen, M., Hoggan, E., Müller, J.: From space to stage: how interactive screens will change urban life. Computer 44(6), 40–47 (2011). doi:10.1109/MC.2011.135

    Article  Google Scholar 

  • Laput, G., Lasecki, W.S., Wiese, J., Xiao, R., Bigham, J.P., Harrison, C.: Zensors: Adaptive, rapidly deployable, human-intelligent sensor feeds. In: CHI’15: Proceedings of the International ACM Conference on Human Factors in Computing Systems, pp. 1935–1944. (2015). doi:10.1145/2702123.2702416

  • Lazear, E.P.: Performance pay and productivity. Am. Econ. Rev. 90(5), 1346–1361 (2000). doi:10.1257/aer.90.5.1346

    Article  Google Scholar 

  • Mashhadi, A.J., Capra, L.: Quality control for real-time ubiquitous crowdsourcing. In: UbiCrowd’11: Proceedings of the 2nd International Workshop on Ubiquitous Crowdsouring, pp. 5–8. ACM (2011). doi:10.1145/2030100.2030103

  • Mason, W., Watts, D.J.: Financial incentives and the “performance of crowds”. In: HCOMP’09: Proceedings of the ACM SIGKDD Workshop on Human Computation, pp. 77–85. ACM (2009). doi:10.1145/1600150.1600175

  • McCullough, M.: Digital Ground: Architecture, Pervasive Computing, and Environmental Knowing. MIT, Cambridge (2004)

    Google Scholar 

  • Mohammadi, S.H., Norazizan, S., Shahvandi, A.R.: Civic engagement, citizen participation and quality of governance in iran. J. Hum. Ecol. 36(3), 211–216 (2011)

    Google Scholar 

  • Munson, S.A., Rosengren, E., Resnick, P.: Thanks and tweets: comparing two public displays. In: CSCW’11: Proceedings of the ACM 2011 Conference on Computer Supported Cooperative Work, pp. 331–340. ACM (2011). doi:10.1145/1958824.1958875

  • Müller, J., Alt, F., Michelis, D., Schmidt, A.: (2010). Requirements and design space for interactive public displays. In: MM’10: Proceedings of the International Conference on Multimedia, pp. 1285–1294. ACM. doi:10.1145/1873951.1874203

  • Narula, P., Gutheim, P., Rolnitzky, D., Kulkarni, A., Hartmann, B.: MobileWorks: a mobile crowdsourcing platform for workers at the bottom of the pyramid. In: AAAI Workshop on Human Computation, pp. 121–123. (2011)

    Google Scholar 

  • Nguyen, D.H., Marcu, G., Hayes, G.R., Truong, K.N., Scott, J., Langheinrich, M., Roduner, C.: Encountering sensecam: personal recording technologies in everyday life. In: Ubicomp’09: Proceedings of the 11th International Conference on Ubiquitous Computing, pp. 165–174. ACM (2009). doi:10.1145/1620545.1620571

  • Nonnecke, B., Preece, J.: Lurker demographics: Counting the silent. In: CHI’00: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 73–80. ACM (2000). doi:10.1145/332040.332409

  • O’Hara, K., Glancy, M., Robertshaw, S.: Understanding collective play in an urban screen game. In: CSCW’08: Proceedings of the 2008 ACM Conference on Computer Supported Cooperative Work, pp. 67–76. ACM (2008). doi:10.1145/1460563.1460576

  • Ojala, T., Kostakos, V., Kukka, H., Heikkinen, T., Linden, T., Jurmu, M., Hosio, S., Kruger, F., Zanni, D.: Multipurpose interactive public displays in the wild: three years later. Computer 45(5), 42–49 (2012). doi:10.1109/MC.2012.115

  • Ojala, T., Kruger, F., Kostakos, V., Valkama, V.: Two field trials on the efficiency of unsolicited bluetooth proximity marketing. In: MUM’12: MUM, pp. 38:1–38:4. ACM (2012). doi:10.1145/2406367.2406414

  • Paolacci, G., Chandler, J., Ipeirotis, P.: Running experiments on amazon mechanical turk. Judgment Decis. Mak. 5(5), 411–419 (2010)

    Google Scholar 

  • Paulos, E., Honicky, R.J., Hooker, B.: Citizen science: enabling participatory urbanism. In: Foth, M. (ed.) Handbook of Research on Urban Informatics: The Practice and Promise of the Real-Time City, pp. 414–436. IGI Global, Hershey, PA (2008). doi:10.4018/978-1-60566-152-0.ch028

    Google Scholar 

  • Peltonen, P., Kurvinen, E., Salovaara, A., Jacucci, G., Ilmonen, T., Evans, J., Oulasvirta, A., Saarikko, P.: It’s mine, don’t touch!: Interactions at a large multi-touch display in a city centre. In: CHI’08: CHI, pp. 1285–1294. (2008). Retrieved from http://portal.acm.org/citation.cfm?id=1357054.1357255

  • Perttunen, M., Mazhelis, O., Cong, F., Kauppila, M., Leppänen, T., Kantola, J., Collin, J., Pirttikangas, S., Haverinen, J., Ristaniemi, T., Riekki, J.: Distributed road surface condition monitoring using mobile phones. In: Ubiquitous Intelligence and Computing, pp. 64–78. Springer, Berlin Heidelberg (2011). doi:10.1007/978-3-642-23641-9_8

  • Petrovic, S., Osborne, M., Lavrenko, V.: Streaming first story detection with application to twitter. In: HLT’10: Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics, pp. 181–189. Association for Computational Linguistics, Stroudsburg (2010)

    Google Scholar 

  • Polgreen, P.M., Chen, Y., Pennock, D.M., Nelson, F.D., Weinstein, R.A.: Using internet searches for influenza surveillance. Clin. Infect. Dis. 47(11), 1443–1448 (2008). doi:10.1086/593098

    Article  Google Scholar 

  • Preece, J., Nonnecke, B., Andrews, D.: The top five reasons for lurking: improving community experiences for everyone. Comput. Hum. Behav. 20(2), 201–223 (2004). doi:10.1016/j.chb.2003.10.015

    Article  Google Scholar 

  • Qin, C., Bao, X., Roy Choudhury, R., Nelakuditi, S.: TagSense: A smartphone-based approach to automatic image tagging. In: MobiSys’11: Proceedings of the 9th International Conference on Mobile Systems, Applications, and Services, pp. 1–14. ACM (2011). doi:10.1145/1999995.1999997

  • Rogers, Y., Connelly, K., Tedesco, L., Hazlewood, W., Kurtz, A., Hall, R.E., Hursey, J., Toscos, T.: Why it’s worth the hassle: the value of in-situ studies when designing Ubicomp. In: UbiComp’07: Proceedings of the 9th International Conference on Ubiquitous Computing, pp. 336–353. Springer, Berlin, Heidelberg (2007). doi:10.1007/978-3-540-74853-3_20

  • Rogstadius, J., Kostakos, V., Kittur, A., Smus, B., Laredo, J., Vukovic, M.: An assessment of intrinsic and extrinsic motivation on task performance in crowdsourcing markets. In: AAAI Conference on Weblogs and Social Media, pp. 321–328. Barcelona, Spain (2011)

    Google Scholar 

  • Rogstadius, J., Kostakos, V., Laredo, J., Vukovic, M.: A real-time social media aggregation tool: Reflections from five large-scale events. In: ECSCW Workshop CSCWSmart. Aarhus, Denmark (2011)

    Google Scholar 

  • Rogstadius, J., Teixeira, C., Karapanos, E., Kostakos, V.: An introduction for system developers to volunteer roles in crisis response and recovery. In: International Conference on Information Systems for Crisis Response and Management, pp. 874–883. Baden-Baden, Germany (2013)

    Google Scholar 

  • Rogstadius, J., Teixeira, C., Vukovic, M., Kostakos, V., Karapanos, E., Laredo, J.: CrisisTracker: crowdsourced social media curation for disaster awareness. IBM J. Res. Dev. 57(5), 4:1–4:13 (2013). doi:10.1147/JRD.2013.2260692

  • Rui, H., Liu, Y., Whinston, A.: Whose and what chatter matters? The effect of tweets on movie sales. Decis. Support Syst. 55(4), 863–870 (2013). doi:10.1016/j.dss.2012.12.022

    Article  Google Scholar 

  • Sahana Foundation: Sahana foundation. [Web page]. Retrieved from http://sahanafoundation.org/ (n.d.)

  • Schroeter, R., Foth, M., Satchell, C.: People, content, location: Sweet spotting urban screens for situated engagement. In: DIS’12: Proceedings of the Designing Interactive Systems Conference, pp. 146–155. ACM (2012). doi:10.1145/2317956.2317980

  • Sharp, R., Rehman, K.: The 2005 UbiApp workshop: what makes good application-led research? IEEE Pervasive Comput. 4(3), 80–82 (2005). doi:10.1109/MPRV.2005.69

    Article  Google Scholar 

  • Steinberger, R., Pouliquen, B., Van Der Goot, E.: An introduction to the Europe media monitor family of applications. (2013). ArXiv:1309.5290

    Google Scholar 

  • Ushahidi: Ushahidi. [Web page]. Retrieved from http://ushahidi.org (n.d.)

  • Ushahidi Haiti Project Evaluation Final Report: [Web page]. Retrieved from http://blog.ushahidi.com/2011/04/19/ushahidi-haiti-project-evaluation-final-report/

  • Uslaner, E.M., Brown, M.: Inequality, trust, and civic engagement. Am. Pol. Res. 33(6), 868–894 (2005). doi:10.1177/1532673X04271903

    Article  Google Scholar 

  • Van House, N.A.: Flickr and public image-sharing: Distant closeness and photo exhibition. In: CHI EA’07: CHI’07 Extended Abstracts on Human Factors in Computing Systems, pp. 2717–2722. ACM (2007). doi:10.1145/1240866.1241068

  • Väätäjä, H., Vainio, T., Sirkkunen, E., Salo, K.: Crowdsourced news reporting: Supporting news content creation with mobile phones. In: MobileHCI’11: Proceedings of the 13th International Conference on Human Computer Interaction with Mobile Devices and Services, pp. 435–444. ACM (2011). doi:10.1145/2037373.2037438

  • VirtualAgility WorkCenter: VirtualAgility workcenter. [Web page]. Retrieved from http://www.virtualagility.com/ (n.d.)

  • Vukovic, M., Kumara, S., Greenshpan, O. Ubiquitous crowdsourcing. In: Ubicomp’10 Adjunct: Proceedings of the 12th ACM International Conference Adjunct Papers on Ubiquitous Computing—Adjunct, pp. 523–526. ACM (2010). doi:10.1145/1864431.1864504

  • Wheelmap: Wheelmap. [Web page]. Retrieved from http://wheelmap.org/ (n.d.)

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Acknowledgments

This work is partially funded by the Academy of Finland (Grants 276786-AWARE, 285062-iCYCLE, 286386-CPDSS, 285459-iSCIENCE), the European Commission (Grants PCIG11-GA-2012-322138 and 645706-GRAGE), an IBM Open Collaboration Research Award, and by the Portuguese Foundation for Science and Technology (Grant CMU-PT/SE/0028/2008).

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Kostakos, V., Rogstadius, J., Ferreira, D., Hosio, S., Goncalves, J. (2017). Human Sensors. In: Loreto, V., et al. Participatory Sensing, Opinions and Collective Awareness. Understanding Complex Systems. Springer, Cham. https://doi.org/10.1007/978-3-319-25658-0_4

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