ACKNOWLEDGMENTS

Phau ntawv no muaj ib tug tag nrho tshooj nyob rau loj sib koom tes, tab sis qhov no phau ntawv yog nws tus kheej ib tug loj kev sib koom tes. Heev tsuas phau ntawv no yuav tsis muaj nyob yog tsis rau lub dav them nyiaj yug ntawm ntau yam zoo cov neeg thiab cov koom haum. Rau cov uas, Kuv tsis tshua muaj neeg xav thov ua tsaug.

Muaj coob tus neeg muab tswv yim txog ib tug los yog ntau tshaj ntawm cov tshooj los sis tau ncua kev sib tham nrog kuv hais txog rau hauv phau ntawv. Kuv xav thov ua tsaug rau Solon Baracas, Tom Boellstorff, Clark Bernier, Michael Bernstein, Megan Blanchard, Josh Blumenstock, Dalton Conley, Yo-Yo Chen, Ethan Fast, Nick Feamster, Cybelle hma liab, Maggie Frye, Sharad Goel, Jake Hoffman, Joanna Huey , Patrick Ishizuka, Ben Jones, Kaj ntug Koffman, Sasha Killewald, Harrissa Lamothe, Andrés Lajous, David Lee, Amy Lerman, Meagan Levinson, Andrew Ledford, 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, Brandon Stewart, Michael Szell, Sean Taylor, Florencia Torche, Rajan Vaish, Taylor Winfield, Han Zhang, thiab Simone Zhang. Kuv kuj xav ua tsaug rau cov menyuam kawm ntawv nyob rau hauv Sociology 503 nyob rau hauv lub caij nplooj ntoos hlav 2016 rau kev nyeem ntawv ib tug thaum ntxov version ntawm tus ntawv sau, thiab cov menyuam kawm ntawv nyob rau hauv kuv kawm ntau lub xyoo uas tau pab zoo ntau ntawm cov tswv yim nyob rau hauv phau ntawv no.

Kuv muaj ib tug amazing phau ntawv sau Rhiav uas tau raug tsa ntawm tuav los ntawm Princeton lub Center rau txoj kev tshawb ntawm kev ywj pheej Txoj. Kuv xav ua tsaug rau Marcus Ua ntej thiab Michele Epstein kev txhawb nqa lub rooj sib tham. Thiab, kuv xav ua tsaug rau tag nrho cov neeg koom uas coj lub sij hawm los ntawm lawv cov tibneeg hu tauj coob lub neej los pab kuv txhim kho phau ntawv: Elizabeth Bruch, Paul DiMaggio, Filiz Garip, Meagan Levinson, Karen Levy, Mor Na-amas, Sean Taylor, Markus Ua ntej, Jess Metcalf, Brandon Stewart, Duncan Watts, thiab Han Zhang. Nws yeej yog ib tug zoo kawg nkaus hnub, thiab kuv vam thiab cia siab hais tias kuv twb tau channel ib co ntawm lub tswv yim los hais tias chav tsev mus rau hauv lub kawg sau.

A ob peb lwm tus neeg tsim nyog tshwj xeeb tsaug. Duncan Watts yog kuv dissertation adviser, thiab nws yog kuv dissertation kev tshawb fawb uas ua rau kuv twb paub lawm yuav ua li cas exciting qhov no zoo ntawm cov kev tshawb fawb yuav tsum tau; tsis muaj cov kev uas kuv muaj nyob rau hauv kawm tiav lub tsev kawm ntawv hauv phau ntawv no yuav tsis muaj nyob. Paul DiMaggio yog tus thawj tus neeg los txhawb kom kuv sau phau ntawv no. Nws tag nrho cov tshwm sim ib tav su thaum peb ob tos rau lub kas fes tshuab nyob rau hauv Wallace Hall, thiab kuv tseem nco ntsoov hais tias li kom txog thaum uas lub sij hawm, lub tswv yim ntawm kev sau ntawv ib phau ntawv tsis tau hla kuv lub siab. Tej zaum thaum kuv tau ua tau sau ntawv hauv phau ntawv no kuv foom phem Paul rau nws suggestion, tab sis tam sim no kuv lub siab heev thov ua tsaug rau nws rau convincing kuv hais tias kuv puas tau nyob rau hauv qhov tseeb muaj ib yam dab tsi hais thiab hais tias cov neeg yuav xav. Kuv xav kuj xav ua tsaug rau Karen Levy rau kev nyeem ntawv ze li ntawm tag nrho cov tshooj nyob rau hauv lawv cov earliest thiab messiest ntaub ntawv; nws pab kuv saib cov duab loj loj thaum kuv daig nyob rau hauv cov nroj tsuag. Kuv xav ua tsaug rau Arvind Narayanan kev pab kuv tsom thiab kho cov nqe lus nyob rau hauv cov phau ntawv li ntau yam zoo noj sus. Brandon Stewart yog ib txwm zoo siab mus tham los yog saib cov tshooj, thiab nws insights thiab kev txhawb zog cia kuv mus rau pem suab, txawm tias thaum kuv twb pib mus deb sideways. Thiab, thaum kawg, kuv xav ua tsaug rau Marissa King kev pab rau kuv los nrog lub npe rau hauv phau ntawv no yog ib hnub tshav ntuj tav su nyob rau hauv New Haven.

Thaum sau ntawv hauv phau ntawv no, kuv pab tau los ntawm cov nyiaj them yug ntawm peb lub amazing tsev. Ua ntej, thaum Princeton University, kuv xav thov ua tsaug rau kuv lug txhawb cov miv thiab cov menyuam kawm nyob rau hauv lub Department of Sociology rau cov tsim thiab tswj ib tug sov so thiab txhawb nqa kab lis kev cai. Kuv kuj xav ua tsaug rau cov Center rau Information Technology Tsab Cai rau ua pov thawj rau kuv ib tug zoo kawg nkaus kev txawj ntse ob lub tsev nyob qhov twg kuv yuav kawm tau ntau ntxiv txog yuav ua li cas lub computer zaum saib lub ntiaj teb no. Feem ntawm phau ntawv no qhov twg sau thaum kuv yog nyob rau sabbatical los ntawm Princeton. Ua ntej, Kuv xav ua tsaug rau Microsoft kev tshawb fawb, New York City rau ua kuv lub tsev nyob rau hauv xyoo 2013-14. Jennifer Chayes, David Pennock, thiab tag nrho computational social science pab pawg neeg twb zoo fwjchim luj kawg nkaus thiab lug txhawb cov miv. Thib ob, kuv xav ua tsaug rau Cornell Tech rau ua kuv lub tsev nyob rau hauv xyoo 2015-16. Dan Huttenlocher, Mor Na-amas, thiab txhua leej txhua tus nyob rau hauv lub Social yees Lab pab ua Cornell Tech qhov zoo tagnrho ib puag ncig rau kuv kom tas phau ntawv no. Nyob rau hauv ntau txoj kev uas phau ntawv no yog hais txog combining tswv yim los ntawm cov ntaub ntawv science thiab social science, thiab kuv xav hais tias ob qho tag nrho Microsoft kev tshawb fawb thiab Cornell Tech yog cov qauv ntawm cov qhov no zoo ntawm kev txawj ntse tus ntoo khaub lig-pollination.

Thaum sau ntawv hauv phau ntawv no, kuv muaj zoo heev kev tshawb fawb kev pab los ntawm peb cov neeg. Kuv xav thov ua tsaug rau Han Zhang, tshwj xeeb tshaj yog rau nws pab ua rau lub graphs nyob rau hauv phau ntawv no. Kuv xav thov ua tsaug rau Yo-Yo Chen, tshwj xeeb tshaj yog rau cov kev pab nws drafting cov kev ua ub nyob rau hauv phau ntawv no. Thaum kawg, kuv xav thov ua tsaug rau Judie Miller, tshwj xeeb tshaj yog rau cov kev pab nws proofreading thiab nrhiav down tag nrho cov hom ntawm cov khoom los ntawm lub tsev qiv ntawv.

Kuv tau txais yuav pab tau tswv yim rau cov tswv yim nyob rau hauv phau ntawv no ntawm ib tug xov tooj ntawm cov lus hais. Kuv xav ua tsaug rau cov organizers thiab koom nyob rau nram qab no cov txheej xwm: Cornell Tech Connective Media Seminar, Princeton Center rau txoj kev tshawb ntawm kev ywj pheej Txoj Seminar, Stanford HCI Colloquium, Berkeley Sociology Colloquium, Russell Sage Foundation ua hauj lwm pab pawg neeg nyob rau hauv Computational Social Science, Princeton DeCamp Bioethics Seminar, Columbia ntau txoj kev nyob rau hauv lub Social Sciences Mus Xyuas tom Tsev lus Series, Princeton Center rau Information Technology Tsab cai Technology thiab Society Nyeem Ntawv Group, Simons koom haum rau lub Theory ntawm xam Rhiav tshiab qhia nyob rau hauv Computational Social Science & cov ntaub ntawv Science, cov ntaub ntawv thiab Society Rhiav, University of Chicago, Sociology Colloquium, International sablaj nyob rau hauv Computational Social Science, cov ntaub ntawv Science lub caij ntuj sov lub tsev kawm ntawv ntawm Microsoft kev tshawb fawb, thiab cov Society rau Industrial thiab Applied Mathematics (SIAM) xyoos twg sib tham.

Lub web version ntawm phau ntawv no yog tsim los ntawm Lukas Baker, Paul Yuen, thiab Alan Ritari ntawm lub Agathon Group. Ua hauj lwm nrog lawv nyob rau qhov project no yog ib tug Library, raws li ib txwm. Ib tug ntawm kuv nyiam tej yam uas hais txog peb tej yaam num ua ke yog hais tias kuv tseem kawm los ntawm peb cov ua haujlwm uake. Kuv yuav tshwj xeeb tshaj yog ua tsaug rau Lukas rau kuj tsim lub build txheej txheem rau phau ntawv no thiab pab kuv next qhov tsaus ntuj nti ces kaum ntawm git, pandoc, thiab ua.

Phau ntawv no thiab cov accompanying website tau tsim muaj ib tug xov tooj ntawm qhib qhov tej yaam num. Kuv xav ua tsaug rau cov pab rau cov nram no tej yaam num: git, pandoc, pandoc-CrossRef, pandoc-citeproc, pandoc-citeproc-preamble, kev xav, Middleman, Bootstrap, Nokogiri, GNU Ua, Vagrant, Ansible, Looj, thiab Zotero. Tag nrho graphs nyob rau hauv phau ntawv no tau tsim nyob rau hauv R (Team 2016) , thiab siv cov nram qab no tej pob khoom: ggplot2 (Wickham 2009) , dplyr (Wickham and Francois 2015) , reshape2 (Wickham 2007) , stringr (Wickham 2015) , tsheb (Fox and Weisberg 2011) , cowplot (Wilke 2016) , png (Urbanek 2013) , daim phiaj (Team 2016) , ggrepel (Slowikowski 2016) , thiab emojifont (Yu 2016) . Kuv kuj xav ua tsaug rau Kieran Healy rau nws blog ncej uas tau kuv yuav pib nrog pandoc. Thiab, kuv xav ua tsaug rau Arnout van de Rijt thiab David Rothschild rau muab cov ntaub ntawv siv mus recreate ib co ntawm cov graphs los ntawm lawv cov ntaub ntawv, thiab kuv xav ua tsaug rau Josh Blumenstock ua pej xeem replication cov ntaub ntawv rau nws daim ntawv.

Thaum Princeton University xovxwm Hydraulic, kuv xav ua tsaug rau Eric Schwartz uas ntseeg nyob rau hauv no peb tes num thaum pib, thiab Meagan Levinson uas pab ua rau nws ib tug kev muaj tiag. Meagan yog qhov zoo tshaj plaws editor hais tias ib tug txawj sau ntawv yuav muaj; Kuv muaj li nws ib txwm yog muaj los pab txhawb qhov project no, nyob rau hauv zoo lub sij hawm thiab nyob rau hauv kev phem lub sij hawm. Thiab, tam sim no thaum twg kuv nrhiav tau kuv tus kheej muab tswv yim rau lwm tus neeg, kuv ua raws li kuv zoo tshaj plaws rau channel Meagan lub constructive thiab ceev faj style.

Thaum kawg, kuv xav ua tsaug rau kuv cov phooj ywg thiab tsev neeg. Koj tau txhawb ntawm no peb tes num nyob rau hauv ntau txoj kev, feem ntau nyob rau hauv txoj kev uas koj twb tsis paub. Kuv yuav tshwj xeeb tshaj yog ua tsaug rau kuv niam kuv txiv, Laura thiab Bill, thiab kuv niam kuv txiv-nyob rau hauv-txoj cai, Jim thiab Cheryl, rau lawv never-ending kev pab txhawb nqa thaum no peb tes num mus rau hauv thiab nyob thiab nyob rau. Kuv kuj xav ua tsaug rau kuv cov me nyuam. Eli thiab Theo, koj tau nug kuv hais tias yog li ntawd ntau lub sij hawm thaum kuv phau ntawv no yuav thaum kawg yuav tiav lawm. Zoo, cov lus teb yog tam sim no. Thiab, tseem ceeb tshaj, kuv xav ua tsaug rau kuv tus poj niam Amanda. Kuv paub hais tias qhov project no muab kev koom tes ntau ntawm ib ce thiab downs, thiab kuv yeej yuav xav thov ua tsaug rau koj yeej tsis-wavering hlub thiab kev pab txhawb nqa.