Acknowledgments

Bhuku rino rine chitsauko chose pamusoro pekubatana kukuru, asi iyo pachayo inobatana. Zviri nyore kuti bhuku iri raisazovapo dai risina kubatsirana nerupo rwevanhu vazhinji vakanaka uye masangano. Nokuda kweizvozvo, ndinotenda zvikuru.

Vanhu vazhinji vakapa mhinduro pamusoro peimwe kana zvikamu zvezvitsauko izvi kana kuti vakataurirana neni nezvebhuku. Nokuda kweshoko rinokosha, ini ndinotenda kuHunt Allcott, David Baker, Solon Baracas, Chico Bastos, Ken Benoit, Clark Bernier, Michael Bernstein, Megan Blanchard, Josh Blumenstock, Tom Boellstorff, Robert Bond, Moira Burke, Yo-Yo Chen, Dalton Conley, Shelley Correll, Jennifer Doleac, Don Dillman, Ethan Fast, Nick Feamster, Cybelle Fox, Maggie Frye, Alan Gerber, Sharad Goel, Don Green, Eitan Hersh, Jake Hofman, Greg Huber, Joanna Huey, Patrick Ishizuka, Ben Jones , Steve Kelling, Dawn Koffman, Sasha Killewald, Harrissa Lamothe, Andrés Lajous, David Lee, Amy Lerman, Meagan Levinson, Andrew Ledford, Kevin Lewis, Dai Li, Karen Levy, Ian Lundberg, Xiao Ma, Andrew Mao, John Levi Martin, Judie Miller, Arvind Naranyanan, Gina Neff, Cathy O'Neil, Nicole Pangborn, Ryan Parsons, Devah Pager, Arnout van de Rijt, David Rothschild, Bill Salganik, Laura Salganik, Christian Sandvig, Mattias Smångs, Sid Suri, Naomi Sugie, Brandon Stewart, Michael Szell, Sean Taylor, Florencia Torche, Rajan Vaish, Jan uye Vertesi, Taylor Winfield, Han Zhang, uye Simone Zhang. Ndinodawo kuonga vatatu vasingazivikanwi vanoongorora avo vakapa mhinduro dzinobatsira.

Ndakagamuchirawo mhinduro dzakanaka pane zvinyorwa zvemashoko kubva kune vatori vechikamu mubato re Open Review: akustov, benzavenbergen, bp3, cailinh, cc23, cfelton, chase171, danivos, DBLarremore, zvakasiyana-siyana, dmerson, dmf, efosse, fasiha, hrmas, huntr, jerkonnek, jtor, jernyonnek, juger, kerrymcc, leohavemann, LMZ, MMisra, Nick_Adams, nicolemarwell, nir, munhu, pkrafft, raminasotoudeh, rchew, rkharkar, sculliwag, sjk, Stephen_L_Morgan, sweissman, toz, uye vnemana. Ndinodawo kutenda Sloan Foundation naJosh Greenberg vachitsigira Open Review Toolkit. Kana uchida kuisa bhuku rako pachavo kuburikidza neWatch Review, tapota enda http://www.openreviewtoolkit.org.

Ndinodawo kuonga vatungamiri nevatori vechiitiko pane zviitiko zvinotevera apo ndave nemukana wokutaura nezvebhuku: Cornell Tech Connective Media Seminar; Princeton Centre yeChidzidzo cheDemocratic Politics Seminar; Stanford HCI Colloquium; Berkeley Sociology Colloquium; Russell Sage Foundation Boka Rokushanda paComputational Social Science; Princeton DeCamp Bioethics Seminar; Columbia Yakawanda Inzira Dzakadzika muScience Social Sokutaura Shona Series; Princeton Center for Information Technology Technology Policy uye Society Society Reading; Simons Institute for Theory of Computing Workshop paNew Directions muComputational Social Science & Data Science; Dhina uye Society Society Research Institute Workshop; University of Chicago, Sociology Colloquium; Musangano Wepasi Pese paComputational Social Science; Data Science Chikoro Chikoro paMicrosoft Research; Society for Industrial and Applied Mathematics (SIAM) Annual Meeting; Indiana University, iyo Karl F. Schuessler Kudzidza muMethodologies Social Research; Oxford Internet Institute; MIT, Sloan School of Management; AT & T Research 'Renaissance Technologies; University of Washington, Data Science Seminar; SocInfo 2016; Microsoft Research, Redmond; Johns Hopkins, Population Research Centre; New York City Data Science Seminar; uye ICWSM 2017.

Vadzidzi vakawanda pamusoro pemakore vakaumba pfungwa dziri mubhuku rino. Ndinoda chaizvo kuvonga vadzidzi muColology 503 (Ongororo uye Nzira dzeScience Science) muna Spring 2016 pakuverenga shanduro yekutanga yezvinyorwa, uye vadzidzi muColology 596 (Computational Social Science) muna Fall 2017 kuti vaongorore maziso zvinyorwa zvinyorwa izvi mune zvidzidzo.

Chimwe chinyorwa chemashoko akanaka chaiva bhuku rangu rekunyora mabhuku rakagadzirirwa nePrinceton's Center for the Study of Democratic Politics. Ndinoda kuonga Marcus Prior naMichele Epstein vachitsigira musangano. Uye ndinoda kuvonga vose vevatori vechikamu vakatora nguva kubva muupenyu hwavo hwakabatikana kundibatsira kuti ndivandudze bhuku: Elizabeth Bruch, Paul DiMaggio, Filiz Garip, Meagan Levinson, Karen Levy, Mor Naamani, Sean Taylor, Markus Prior, Jess Metcalf , Brandon Stewart, Duncan Watts, uye Han Zhang. Zvechokwadi raiva zuva rakanaka-rimwe remufaro uye rakakomborera webasa rose rangu-uye ndinovimba kuti ndakakwanisa kuisa humwe huchenjeri kubva mukamuri iyo muchikamu chekupedzisira.

Vamwe vashomanana vamwe vanofanirwa kukodzera kuvonga. Duncan Watts akanga ari mutungamiri wangu wekunyora, uye yaiva chinyorwa changu chakaita kuti ndinakidze nezvekutsvakurudza kwevanhu munharaunda ye digital; pasina ruzivo rwandakawana mukupedza chikoro bhuku iri raisazovapo. Paul DiMaggio ndiye munhu wokutanga kundikurudzira kunyora bhuku iri. Zvose zvakaitika mamwe masikati apo isu tose takanga takamirira kofi muWallace Hall, uye ini ndichiri kuyeuka izvozvo kusvikira panguva iyo, pfungwa yekunyora bhuku yakanga isati yambopfuura nepfungwa dzangu. Ndiri kumutenda zvikuru nokuda kwekundigutsikana kuti ndine chimwe chinhu chandingataura. Ndinodawo kuonga Karen Levy nekuverenga zvese zvezvitsauko zvemafomu avo ekutanga uye mahedheni; akandibatsira kuti ndione mufananidzo mukuru pandakanga ndakasungwa mumasora. Ndinoda kuvonga Arvind Narayanan nekundibatsira kutarisa nekugadzirisa nharo mubhuku pamusoro pemabiko akawanda akanaka. Brandon Stewart aigara achifara kutaurirana kana kutarisa zvitsauko, uye pfungwa dzake nekukurudzira zvakandibatsira kuti ndifambire mberi, kunyange pandakanga ndichitanga kufamba. Uye, pakupedzisira, ndinoda kuonga Marissa Mambo nokundibatsira kuti ndiuye nehurukuro yebhuku rino rimwe zuva masikati muNew Haven.

Pandainyora bhuku iri, ndakabatsirwa nekusimbiswa kwezvikwata zvitatu zvinoshamisa: Princeton University, Microsoft Research, uye Cornell Tech. Kutanga, kuPrinceton University, ndinotenda kuvashandi pamwe neni nevadzidzi muDhipatimendi reChishanu nokuda kwekusika nekuchengetedza tsika dzakasununguka uye dzinotsigira. Ndinodawo kuonga Centre yeInformation Technology Policy pakundipa ine imba yakanaka yechipiri yekudzidzira kwandinogona kudzidza zvakawanda nezvekuti masayendisiti masayendisiti anoona sei nyika. Zvikamu zvebhuku iri zvakanyorwa apo ndaive ndiri sabbatical kubva kuPrinceton, uye panguva iyo mashizha ndaive nerombo rakakwana kuti ndipedze nguva mumasangano maviri anonakidza anyanzvi. Chokutanga, ndinoda kuonga Microsoft Research New York City kuti ive musha wangu muna 2013-14. Jennifer Chayes, David Pennock, uye boka rose rekunyora mabhuku ezvemagariro evanhu vaive vakanaka zvikuru uye vashandi pamwe navo. Chechipiri, ndinoda kuonga Cornell Tech yekuva musha wangu muna 2015-16. Dan Huttenlocher, Mor Naaman, uye munhu wose muLiber Technologies Lab vakabatsira kuti Cornell Tech ive nzvimbo yakanaka kuti ndipedze bhuku rino. Nenzira dzakawanda, bhuku iri riri pamusoro pekubatanidza mazano kubva kune data data nesayenzi yehutano, uye Microsoft Research uye Cornell Tech ndiyo mienzaniso yemhando iyi yekutsvaga maruva.

Pandainyorera bhuku iri, ndaive nerubatsiro rwekutsvakurudza rubatsiro. Ndiri kuonga Han Zhang, kunyanya mubatsiro wake pakuita magrafu mubhuku rino. Ndiri kuonga kuna Yo-Yo Chen, kunyanya nokuda kwekubatsira kwake kunyora mabasa mubhuku rino. Pakupedzisira, ndinotenda Judie Miller naKristen Matlofsky kuti vabatsirwe marudzi ose.

Nzvimbo yewebhu yebhuku iri yakasikwa naLuke Baker, Paul Yuen, uye Alan Ritari weAgathon Group. Kushanda navo pabasa iri kwaifadza, sekugara. Ndinonyanya kufarira kuonga Ruka kuburikidza nekuvandudza nzira yekuvaka yebhuku rino uye kundibatsira kuti ndifambe mumakona erima eGit, pandoc, uye Make.

Ndinoda kuonga vanotora kumishonga inotevera yatakashandisa: Git, pandoc, pandoc-crossref, pandoc-citeproc, pandoc-citeproc-preamble, Hypothesis, Middleman, Bootstrap, Nokogiri, GNU Make, Vagrant, Ansible, LaTeX, uye Zotero. Mifananidzo yose iri mubhuku rino yakasikwa muR (R Core Team 2016) , uye yakashandisa zvikwata zvinotevera: ggplot2 (Wickham 2009) , dplyr (Hadley Wickham and Francois 2015) , reshape2 (Wickham 2007) , stringr (Hadley Wickham 2015) , motokari (Fox and Weisberg 2011) , cowplot (Wilke 2016) , png (Urbanek 2013) , grid (R Core Team 2016) , uye ggrepel (Slowikowski 2016) . Ndinodawo kuonga Kieran Healy nekuda kwebhuku rake rebhubhu iro rakanditanga ne pandoc.

Ndinoda kuvonga Arnout van de Rijt naDavid Rothschild mukupa ruzivo rwakashandiswa kuunganidzazve mamwe mairapu kubva pamapepa avo naJosh Blumenstock naRaj Chetty pamusana pekuita mafaira ekudzoka kwevanhu varipo.

KuPrinceton University Press, ndinoda kuonga Eric Schwartz uyo akatenda mubasa iri pakutanga, uye Meagan Levinson uyo akabatsira kuti zviitike. Meagan ndiye aiva mhariri wakanakisisa uyo munyori aigona kuva nawo; iye aigara aripo kutsigira basa iri, munguva dzakanaka uye munguva dzakaipa. Ndiri kunyanya kuonga kuti kutsigirwa kwaro kwakashanduka sei sezvo basa racho rachinja. Al Bertrand akaita basa rakakura munguva yekuenda kwaMeagan, uye Samantha Nader naKatrina Cioffi vakabatsira kutora bhuku iri mubhuku rechokwadi.

Pakupedzisira, ndinoda kuvonga shamwari neshamwari. Iwe wakatsigira basa iri nenzira dzakawanda, kazhinji nenzira dzausina kumboziva. Ndinoda chaizvo kuvonga vabereki vangu, Laura naBill, nevabereki vangu, Jim naCheryl, nokuda kwekunzwisisa kwavo apo basa iri rakaenderera mberi uye mberi. Ndinodawo kuonga vana vangu. Eri Theo, imi makandinzvera akabvunza kakawanda kudaro apo bhuku rangu pakupedzisira apedzwa. Zvakanaka, inopedzisa. Uye, zvinonyanya kukosha, ndinoda kuvonga mudzimai wangu Amanda. Ndine chokwadi chokuti newewo wakashamisika kana bhuku iri raizopedzisa, asi iwe hauna kumbozviratidza. Kwemakore andakashanda mubhuku rino, ndakanga ndisisipo zvakanyanya, zvose mumuviri nepfungwa. Ndiri kuonga kwazvo rubatsiro rwako rusingagumi uye rudo.