Kuvomereza

Bukhuli liri ndi mutu wonse wokhudzana ndi mchitidwe wambiri, koma ndizochita mgwirizano wambiri. Buku lokha basi lokha likanakhalapo sizinali chifukwa cha chithandizo chochuluka cha anthu komanso mabungwe ambiri odabwitsa. Kwa ichi, ndikuthokoza kwambiri.

Anthu ambiri amapereka ndemanga zokhudzana ndi mitu imodzi kapena iwiri kapena adayankhula nane za bukhuli. Ndimayamikira izi, ndikuyamikira Hunt 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, Erit 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 ndi Vertesi, Taylor Winfield, Han Zhang, ndi Simone Zhang. Ndikufuna kuthokoza anthu atatu osadziwika omwe amawongolera omwe amapereka ndemanga zothandiza.

Ndinalandilapo ndemanga zogwiritsira ntchito zolemba pamanja zomwe ndikulemba kuchokera kwa ophunzira mu ndondomeko yotsegulira: Akustov, benzavenbergen, bp3, cailinh, cc23, cfelton, chase171, danivos, DBLarremore, osiyana, magulu, mafosse, fosha, jetchu, jetch, jerknek, jerchonnek, jerchonnek, jerchonnek, jerchonnek, jerchonnek, jerkonnek, jerchonnek, jerkonnek, jerchonnek, toz, ndi vnemana. Ndikufuna kuyamika Sloan Foundation ndi Josh Greenberg pothandizira Openkit Toolkit. Ngati mukufuna kuika buku lanu kudzera mu Open Review, chonde pitani ku http://www.openreviewtoolkit.org.

Ndikufunanso kuyamika otsogolera ndi ophunzira pa zochitika zotsatirazi pamene ndinakhala ndi mwayi wokamba za bukuli: Cornell Tech Connective Media Seminar; Pulogalamu ya Princeton ya Phunziro la Democratic Politics Seminar; Stanford HCI Colloquium; Berkeley Socialology Colloquium; Russell Sage Foundation Gulu logwira ntchito pa Computational Social Science; Princeton DeCamp Yophunzitsa Mafilimu; Njira Zowonjezera za Columbia ku Sciences Social Society Sewerative Series; Pulogalamu ya Princeton ya Information Technology Policy ndi Society Society Reading; Simons Institute for Theory of Computing Workshop pa Machitidwe atsopano ku Computational Social Science & Data Science; Deta ndi Society Research Research Workshop; University of Chicago, Sociology Colloquium; Msonkhano wapadziko lonse pa Computational Social Science; Sukulu ya Sayansi Yoyera ku Microsoft Research; Msonkhano wa pachaka wa Society for Industrial and Applied Mathematics (SIAM); Yunivesite ya Indiana, Karl F. Schuessler Kuphunzira mu Methodology of Social Research; Oxford Internet Institute; MIT, Soloan School of Management; Research & AT Research 'Renaissance Technologies; Yunivesite ya Washington, Semina ya Data Science; SocInfo 2016; Microsoft Research, Redmond; Johns Hopkins, Malo Ofufuza Zakafukufuku; Sukulu Yophunzitsa Dera la New York City; ndi ICWSM 2017.

Ophunzira ambiri m'zaka zambiri apanga malingaliro omwe ali m'buku lino. Ndikufuna kuthokoza ophunzira a Sociology 503 (Spring and Methodist Social Science) mu Spring 2016 powerenga mapepala oyambirira, ndi ophunzira a Sociology 596 (Computational Social Science) mu Fall 2017 kuti ayesere kuyesa Mndandanda wa zolembedwera izi mu chigawo cha m'kalasi.

Chinthu chinanso cha mayankho ogwira mtima chinali buku langa lolembedwa pamanja lomwe linakhazikitsidwa ndi Pulogalamu ya Princeton ya Phunziro la Democratic Politics. Ndikufuna kuthokoza Marcus Prior ndi Michele Epstein kuti athandizire msonkhano. Ndikufuna kuthokoza anthu onse omwe adatenga nthawi kuchokera ku moyo wawo wotanganidwa kuti andithandize kukonza bukuli: Elizabeth Bruch, Paul DiMaggio, Filiz Garip, Meagan Levinson, Karen Levy, Mor Naaman, Sean Taylor, Markus Prior, Jess Metcalf , Brandon Stewart, Duncan Watts, ndi Han Zhang. Tsikuli linali tsiku losangalatsa kwambiri-ntchito yosangalatsa kwambiri komanso yopindulitsa pa ntchito yanga yonse-ndipo ndikuyembekeza kuti ndatha kugwiritsa ntchito nzeru zina kuchokera ku chipinda chimenecho ndikulemba pamanja.

Anthu ena ochepa amayenera kuyamikira chapadera. Watundu wa Duncan anali mlangizi wanga wotulutsira, ndipo ndizolemba kwanga komwe kunandichititsa chidwi kwambiri ndi kafukufuku wamtundu wa m'badwo wa digito; popanda chidziwitso chomwe ndinali nacho mu sukulu yamaliza buku ili likanakhalapo. Paul DiMaggio anali munthu woyamba kundilimbikitsa kuti ndilembe buku ili. Zonse zinachitika tsiku lina madzulo pamene ife tonse tinali kuyembekezera makina a khofi ku Wallace Hall, ndipo ndikukumbukira kuti mpaka nthawi imeneyo, lingaliro la kulemba buku silinayambe ngakhaleloloka m'maganizo mwanga. Ndimamuyamikira kwambiri chifukwa chondikakamiza kuti ndili ndi chinachake choyenera kunena. Ndikufunanso kuyamika Karen Levy powerenga pafupifupi mitu yonse m'mayendedwe awo oyambirira ndi amodzi; anandithandiza kuona chithunzi chachikulu pamene ndinkamanga namsongole. Ndikufuna kuthokoza Arvind Narayanan kuti andithandize kuganizira ndikukonzekera zokambirana mu bukhuli pamadyerero ambiri odabwitsa. Brandon Stewart nthawi zonse ankasangalala kulankhula kapena kuwona mitu, ndipo zidziwitso ndi chilimbikitso chake zinandithandiza kuti ndizisunthira, ngakhale pamene ndinali kuyamba kuyendayenda. Ndipo, potsiriza, ndikufuna ndikuthokoze Marissa King chifukwa chondithandiza kuti ndikhale ndi mutu wa buku lino madzulo masana ku New Haven.

Polemba bukuli, ndinapindula ndi chithandizo cha magulu atatu odabwitsa: University of Princeton, Microsoft Research, ndi Cornell Tech. Choyamba, ku yunivesite ya Princeton, ndikuthokoza kwa anzanga ndi ophunzira mu Dipatimenti ya Socialology poyambitsa ndi kusunga chikhalidwe chothandiza ndi chochirikiza. Ndikufuna kuyamikila Center for Information Technology Policy kuti andipatse ine nyumba yachiwiri yabwino yomwe ndingaphunzire zambiri za momwe asayansi akuwonera dziko lapansi. Zigawo za bukhuli zinalembedwa pamene ndinali sabata kuchokera ku Princeton, ndipo pa masamba amenewo ndinali ndi mwayi wokhala ndi nthawi ziwiri m'maganizo abwino. Choyamba, ndikufuna ndikuthokoze Microsoft Research New York City pokhala nyumba yanga mu 2013-14. Jennifer Chayes, David Pennock, ndi gulu lonse la computational social science gulu ndi anthu ogwira ntchito komanso ogwira nawo ntchito. Chachiwiri, ndikuthokoza Cornell Tech kuti ndikhale nyumba yanga mu 2015-16. Dan Huttenlocher, Mor Naaman, ndi aliyense mu Social Technologies Lab anathandiza Cornell Tech kukhala malo abwino kuti nditsirize bukhu ili. Bukuli likuphatikizapo mfundo zochokera ku sayansi ndi sayansi, ndipo Microsoft Research ndi Cornell Tech ndizo zitsanzo za mtundu uwu wa pollination.

Pamene ndinali kulemba bukuli, ndinali ndi maphunziro othandiza kwambiri. Ndikuyamikira Han Zhang, makamaka kuti athandize kupanga ma grafu m'buku lino. Ndikuthokoza kwambiri Yo-Yo Chen, makamaka kuti athandizidwe kulembetsa ntchito m'bukuli. Pomalizira pake, ndimayamikira Judie Miller ndi Kristen Matlofsky kuti athandize mitundu yonse.

Buku la webusaitiyi linalembedwa ndi Luke Baker, Paul Yuen, ndi Alan Ritari wa Agathon Group. Kugwira nawo ntchitoyi kunali zosangalatsa, monga nthawi zonse. Ndikufuna ndikuthokoza kwambiri Luke chifukwa ndikukonzanso njira yomangidwira buku lino ndikuthandizira kuyenda m'magulu a Git, pandoc, ndi Make.

Ndikufuna kuthokoza omwe amapereka nawo ntchito zotsatirazi zomwe tinagwiritsa ntchito: Git, pandoc, pandoc-crossref, pandoc-citeproc, pandoc-citeproc-preamble, Hypothesis, Middleman, Bootstrap, Nokogiri, GNU kupanga, Wachibale, Wosasamala, LaTeX, ndi Zotero. Magulu onse m'buku lino adalengedwa mu R (R Core Team 2016) , ndipo amagwiritsa ntchito mapepala awa: ggplot2 (Wickham 2009) , dplyr (Hadley Wickham and Francois 2015) , reshape2 (Wickham 2007) , stringr (Hadley Wickham 2015) , galimoto (Fox and Weisberg 2011) , cowplot (Wilke 2016) , png (Urbanek 2013) , grid (R Core Team 2016) , ndi ggrepel (Slowikowski 2016) . Ndikufunanso kuyamika Kieran Healy pamalo ake a blog omwe ndinayamba ndi pandoc.

Ndikufuna ndikuthokoze Arnout van de Rijt ndi David Rothschild kuti apereke ma data ogwiritsidwa ntchito polemba mapepala ena ndi Josh Blumenstock ndi Raj Chetty polemba maofesi a anthu obwereza.

Ku Princeton University Press, ndikufuna ndikuthokoze Eric Schwartz yemwe anakhulupirira polojekitiyi pachiyambi, ndipo Meagan Levinson amene anathandiza kuti zitheke. Meagan anali mkonzi wabwino kwambiri yemwe wolemba angakhale nawo; iye nthawizonse anali kumeneko kuti athandizire pulojekitiyi, mu nthawi zabwino ndi nthawi zovuta. Ndimayamikira kwambiri momwe thandizo lake lasinthira pamene polojekiti yasintha. Al Bertrand anagwira ntchito yayikulu panthawi ya kuchoka kwa Meagan, ndipo Samantha Nader ndi Kathleen Cioffi anathandiza kuti zolembedwazo zikhale buku lenileni.

Chotsatira, ndikufuna ndikuthokoze abwenzi ndi achibale anga. Wakhala mukuchirikiza polojekitiyi m'njira zambiri, nthawi zambiri m'njira zomwe simunadziwe. Ndikufuna kuti ndikuthokoze makolo anga, Laura ndi Bill, ndi apongozi anga, Jim ndi Cheryl, chifukwa cha kumvetsetsa kwawo pamene ntchitoyi ikupitirirabe. Ndikufuna kuthokoza ana anga. Eli ndi Theo, inu andifunsa ine nthawi zambiri pamene buku langa pamapeto pake anamaliza. Chabwino, potsirizira pake watsirizidwa. Ndipo, chofunika kwambiri, ndikufuna ndikuthokoze mkazi wanga Amanda. Ndikutsimikiza kuti inunso mwadabwa pamene bukuli lidzatsirizidwa, koma simunaliwonetse. Kwa zaka zomwe ndagwira ntchito pa bukhu lino, ndakhala ndikusowa kwambiri, mwathupi ndi m'maganizo. Ndimayamikira kwambiri chikondi ndi chikondi chanu chosatha.