How to Collect Digital Trace Data: APIs

Chris Bail, Duke University
SICSS, Day 2

What is an API?

The API Explosion

Let's Look at an API

The Facebook Graph API Explorer

Many R Packages Interface with APIs

 

install.packages("twitteR")

And load it:

library(twitteR)

..But first you need "credentials"

..You need to register as a Developer

 

Go here:

apps.twitter.com

Sign Up Here

Create a New App

Name it Whatever you Want

Get your "Credentials"

Get your Keys and Tokens!

Passing Credentials to R

The Twitter package requires that you pass your “credentials” before you make any data requests. After you run the code below, choose 'Using direct authentication.'

setup_twitter_oauth(consumer_key="TEXTOFYOURKEYHERE",
                    consumer_secret="TEXTOFYOURSECRETHERE",
                    access_token="TEXTOFACCESSTOKENHERE", 
                    access_secret="TEXTOFACCESSSECRETHERE")
[1] "Using direct authentication"

Now Let's Try it out

 

user <- getUser("chris_bail")

Let's Grab my Tweets

tweets<-userTimeline(user)
tweets
[[1]]
[1] "chris_bail: @c_schwemmer @msalganik No problem- sorry for the hassle (this is our first time livestreaming this event)"

[[2]]
[1] "chris_bail: @anna_fil @calebthompson @msalganik Yes we are hoping to archive all talks but not yet sure when they will be posted- hopefully very soon."

[[3]]
[1] "chris_bail: @c_schwemmer @msalganik Also please try another browser- appears to work better on Firefox/Safari than Chrome."

[[4]]
[1] "chris_bail: @c_schwemmer @msalganik Looks like you might just need to refresh your browser after the coffee breaks"

[[5]]
[1] "chris_bail: @c_schwemmer @msalganik Working on it sorry"

[[6]]
[1] "chris_bail: All slides and code for the Summer Institute in Computational Social Science #SICSS2017 are available here: https://t.co/d0Sm6IdR9t"

[[7]]
[1] "chris_bail: Watch @msalganik talk about ethics live at #SCISS2017: https://t.co/RE64z1urMG"

[[8]]
[1] "chris_bail: audio for livestream of #SICSS at Princeton should be working now: https://t.co/9oA7ImZWDt"

[[9]]
[1] "chris_bail: @jeffswin Looks like it's going to take ~10 minutes to fix this- sorry! Eventually this lecture will be archived an… https://t.co/4gFTrCmx46"

[[10]]
[1] "chris_bail: @jeffswin Matt is arguing that comp soc science needs a capacious definition given that the field is inherently interdisciplinary."

[[11]]
[1] "chris_bail: @jeffswin Sorry- just talked to the sound guy should be online soon."

[[12]]
[1] "chris_bail: Watch @msalganik on \"what is computational social science\" on the #SICSS2017 livestream at 9:10 this morning: https://t.co/VgRxRqdDfb"

[[13]]
[1] "chris_bail: livestream for #SICSS will begin in ~10 minutes here: https://t.co/VgRxRqdDfb"

[[14]]
[1] "chris_bail: Livestream of Summer Institute in Computational Social Science at Princeton begins tomorrow at 9AM! https://t.co/RJvGMKYYJs"

[[15]]
[1] "chris_bail: @JessicaScott09 @mbfhunzaker We are hoping to put them on YouTube but there may be some permissions issues."

[[16]]
[1] "chris_bail: 2/2 Remember all lectures assume basic coding knowledge, which you can get from these DataCamp courses: https://t.co/d0Sm6IdR9t"

[[17]]
[1] "chris_bail: 1/2 Summer Institute in Comp. Social Science begins June 19th at 9am! Watch the live stream here: https://t.co/IlPdj0JZlT"

Who do I follow?

friends<-user$getFriends()

Let's view it

friends
$`157466475`
[1] "mollyeroberts"

$`3639333494`
[1] "mollyllewis"

$`104427626`
[1] "anna_fil"

$`1606636968`
[1] "dustintingley"

$`574924256`
[1] "mbfhunzaker"

$`15425914`
[1] "jboy"

$`389562551`
[1] "annliffey"

$`1075005146`
[1] "Hegghammer"

$`300845635`
[1] "hoffman_bruce"

$`151935833`
[1] "JessicaEStern"

$`1323603420`
[1] "MiaMBloom"

$`47101500`
[1] "intelwire"

$`709782739`
[1] "Drjohnhorgan"

$`997629601`
[1] "danieldennett"

$`4020908843`
[1] "Dr4Liters"

$`359188534`
[1] "simongerman600"

$`25073877`
[1] "realDonaldTrump"

$`813286`
[1] "BarackObama"

$`180535644`
[1] "esglaude"

$`19822064`
[1] "mathieuhikaru"

$`59107017`
[1] "pmnapoli"

$`22717141`
[1] "kwcollins"

$`16630192`
[1] "c_j_pascoe"

$`2163559417`
[1] "DrDaronAcemoglu"

$`36653441`
[1] "jugander"

$`49686679`
[1] "CarnegieCorp"

$`46959678`
[1] "DMogahed"

$`783792992`
[1] "IlhanMN"

$`822287496`
[1] "AmaneyJamal"

$`545202357`
[1] "CityofDurhamNC"

$`48905702`
[1] "SLMsociology"

$`781236268051075072`
[1] "MikeHoutNY"

$`452672716`
[1] "MannMarcus"

$`14659447`
[1] "blurky"

$`785284514947932160`
[1] "thomasrdavidson"

$`815673126818299904`
[1] "alliecmorgan"

$`1051171`
[1] "EthanZ"

$`510797204`
[1] "nadiamarzouki1"

$`2476794959`
[1] "MichelleSPhelps"

$`48120914`
[1] "SopanDeb"

$`831320825676648448`
[1] "EchoBot3"

$`826902673010073600`
[1] "briR1009"

$`30699754`
[1] "rcallimachi"

$`7855062`
[1] "Susan_Hennessey"

$`15394533`
[1] "deborahestrin"

$`102768569`
[1] "hardsci"

$`4515151`
[1] "p_barbera"

$`114870265`
[1] "PeterBeinart"

$`131270980`
[1] "mandyhitchcock"

$`74513686`
[1] "tpaschel"

$`2834615343`
[1] "fdokshin"

$`788360237489221632`
[1] "d_pettinicchio"

$`3642336197`
[1] "SociusJournal"

$`22834340`
[1] "ellingwood"

$`90155533`
[1] "ShlomoArgamon"

$`531071556`
[1] "TrevonDLogan"

$`785300408721772544`
[1] "ettchaney"

$`15871237`
[1] "tonyhschu"

$`28103096`
[1] "gewuerfel"

$`3392633769`
[1] "b_m_stewart"

$`2492016278`
[1] "AdrianRaftery1"

$`2400251773`
[1] "ellenberrey"

$`3003350403`
[1] "milleridriss"

$`8392632`
[1] "jonathonmorgan"

$`755113`
[1] "ShaunKing"

$`463765807`
[1] "Nate_Cohn"

$`46115709`
[1] "andrealeepress"

$`1444767164`
[1] "BerlinerLufti"

$`600244924`
[1] "_harukimurakami"

$`2851146208`
[1] "YourPaperSucks"

$`34721078`
[1] "cerenbudak"

$`20167623`
[1] "kdnuggets"

$`57187580`
[1] "chrishwiggins"

$`94850603`
[1] "jasonjones_jjj"

$`19202628`
[1] "winteram"

$`151620679`
[1] "KAGoss"

$`1198481`
[1] "sewellchan"

$`353153122`
[1] "PamOliver1180"

$`14773649`
[1] "alexleavitt"

$`312862050`
[1] "juergensmeyer"

$`158106469`
[1] "haldaume3"

$`15166546`
[1] "brendan642"

$`199354165`
[1] "cptrandomfact"

$`64219646`
[1] "schradie"

$`39010299`
[1] "xieyihui"

$`3546415996`
[1] "fmerhout89"

$`2170361156`
[1] "shapingjazz"

$`228807035`
[1] "ned_smith"

$`252397899`
[1] "henryfarrell"

$`213798878`
[1] "C_Orsborn"

$`358286981`
[1] "S2Scampaign"

$`229564414`
[1] "minebocek"

$`29757971`
[1] "j_a_tucker"

$`1376401838`
[1] "iyadrahwan"

$`14184263`
[1] "jasonrhody"

$`2162955902`
[1] "DaveASiegel"

$`405579653`
[1] "BraniffBill"

$`33741541`
[1] "mpac_national"

$`2291498240`
[1] "QWiktorowicz"

$`56341402`
[1] "barabasi"

$`138523104`
[1] "schanzerdavid"

$`1516854644`
[1] "dawn_t_robinson"

$`1517777833`
[1] "PennyEMN"

$`2460460178`
[1] "FitzGeraldUCSD"

$`2533353349`
[1] "YuXie3"

$`3309160537`
[1] "ProfEarl"

$`3384561472`
[1] "abortionpolitic"

$`1268764082`
[1] "RBrulle"

$`382214208`
[1] "Jdos_WoT"

$`2329657867`
[1] "JurgenPfeffer"

$`46694973`
[1] "jgerteis"

$`1049660520`
[1] "jdawncarlson"

$`718219691`
[1] "DobbinFrank"

$`2375787932`
[1] "rjemigh"

$`726552444625408000`
[1] "socarxiv"

$`27911117`
[1] "tysonbrown"

$`21563045`
[1] "lisa_pearce"

$`423696286`
[1] "mgmcquarrie"

$`53191194`
[1] "pardoguerra"

$`262484862`
[1] "hartm021"

$`2906820023`
[1] "EnglandPaula"

$`46243937`
[1] "tony_jack"

$`3214181795`
[1] "hedwig_lee"

$`1415713328`
[1] "jennbkane"

$`3947882843`
[1] "vantrannyc"

$`1478673560`
[1] "stamp"

$`324405898`
[1] "kevankharris"

$`562017267`
[1] "TPTrost"

$`151845677`
[1] "davideaglephd"

$`2645602164`
[1] "AcademiaObscura"

$`2303751216`
[1] "FiveThirtyEight"

$`2505271093`
[1] "R_Programming"

$`96141429`
[1] "jsssms"

$`627030795`
[1] "JennieBrand1"

$`16330659`
[1] "sgonzalezbailon"

$`429393561`
[1] "davidsmeyer1"

$`342250615`
[1] "rOpenSci"

$`14109167`
[1] "flowingdata"

$`2598162997`
[1] "ML_NLP"

$`3632690835`
[1] "devah_pager"

$`566734344`
[1] "MattLWilliams"

$`217171485`
[1] "SethS_D"

$`4597853354`
[1] "d3js_org"

$`27566718`
[1] "Emirbayer"

$`23450421`
[1] "DukeU"

$`4795519550`
[1] "NaomiUCPress"

$`295256096`
[1] "CarrboroTownGov"

$`2497369819`
[1] "AllisonLazard"

$`14245341`
[1] "Chanders"

$`4731316813`
[1] "cristobalyoung5"

$`188046229`
[1] "benjbach"

$`3256486623`
[1] "Meagan_Levinson"

$`22877176`
[1] "bartbonikowski"

$`587078135`
[1] "YPPDana"

$`4194943109`
[1] "tedstanekIV"

$`4245547949`
[1] "just_shelter"

$`2894084200`
[1] "WesternBruce"

$`234490460`
[1] "dtchimp"

$`104360244`
[1] "nateschenkkan"

$`4179884525`
[1] "BestLaidPlansTM"

$`4149767075`
[1] "NMDeterding"

$`673953`
[1] "nytlabs"

$`3119988399`
[1] "GoogleTrends"

$`16047639`
[1] "thosjleeper"

$`2613859267`
[1] "rstudiotips"

$`43593`
[1] "mbostock"

$`2720877595`
[1] "r2d3us"

$`46486816`
[1] "ramnath_vaidya"

$`316842679`
[1] "cpsievert"

$`626153374`
[1] "mcramosflor"

$`322586448`
[1] "mckennapsean"

$`14517538`
[1] "derekwillis"

$`12307352`
[1] "achoifitz"

$`3257443497`
[1] "mtaylor_soc"

$`2727652140`
[1] "allison_pugh"

$`2925595632`
[1] "ForrestDStuart"

$`3386939842`
[1] "davidgrusky"

$`2679770888`
[1] "RNPitt"

$`3357208594`
[1] "asr_journal"

$`3349632491`
[1] "jlegewie"

$`3293218804`
[1] "McwWaters"

$`2800873811`
[1] "opatters1"

$`2835428081`
[1] "LauraK_Nelson"

$`3299359349`
[1] "frye_maggie"

$`46276118`
[1] "dmimno"

$`152862026`
[1] "EdwardTufte"

$`16427613`
[1] "DukeSSRI"

$`49484498`
[1] "Yangguobin"

$`2506880772`
[1] "NapNeverSlept"

$`3070233150`
[1] "RProgLangRR"

$`2835152008`
[1] "achimedelmann"

$`29711511`
[1] "chapelhillgov"

$`373639969`
[1] "IngridMattson"

$`3018500140`
[1] "rahsaanmax"

$`21733692`
[1] "WajahatAli"

$`612515893`
[1] "Yang_Tiantian"

$`2821330426`
[1] "JLeeSoc"

$`579299426`
[1] "stevenstrogatz"

$`2980617490`
[1] "BailVR"

$`351843868`
[1] "Mrmurphy32"

$`759249`
[1] "deaneckles"

$`607585401`
[1] "DukeSociology"

$`2905248605`
[1] "carolinewlee"

$`2507326398`
[1] "DeanaRohlinger1"

$`1699604941`
[1] "rasmus_kleis"

$`1382875202`
[1] "CharlesKurzman"

$`62777265`
[1] "fgilardi"

$`2793375561`
[1] "mdesoucey"

$`216122857`
[1] "robfordmancs"

$`263122187`
[1] "liamswiss"

$`2781092388`
[1] "povertyscholar"

$`2782798418`
[1] "JohnWMohr"

$`18309026`
[1] "mcorey"

$`513729516`
[1] "RobertWuthnow"

$`157100906`
[1] "bogdanstate"

$`76228303`
[1] "SolomonMg"

$`20963651`
[1] "seanjtaylor"

$`29509441`
[1] "atfmt"

$`6334772`
[1] "eytan"

$`2740582008`
[1] "AVerdery"

$`2707409988`
[1] "GhostfaceWiller"

$`9963832`
[1] "alondra"

$`247975042`
[1] "Prof_Kennedy"

$`42812812`
[1] "azarias"

$`237254045`
[1] "treycausey"

$`71643224`
[1] "conradhackett"

$`1158907603`
[1] "StackOverflowR"

$`2544703982`
[1] "epopppp"

$`16278030`
[1] "nicholasbloom"

$`2527635985`
[1] "mabelberezin"

$`377423498`
[1] "jswelburn"

$`2510542189`
[1] "ProfessorWherry"

$`16174144`
[1] "peterdodds"

$`776995651`
[1] "RobVargas21"

$`1018910414`
[1] "johnskrentny"

$`33838201`
[1] "googleresearch"

$`2427652800`
[1] "DaveBrady72"

$`1615252842`
[1] "WeedenKim"

$`368930508`
[1] "SarahDamaske"

$`983978676`
[1] "MAliKadivar"

$`2159593434`
[1] "accidental__aRt"

$`2359997047`
[1] "Amin_Ghaziani"

$`2333551188`
[1] "Steve_McD1"

$`34249543`
[1] "jsradford"

$`2288529516`
[1] "TayWhittenBrown"

$`2234743396`
[1] "_Roscigno"

$`18165124`
[1] "davekarpf"

$`93476253`
[1] "dfreelon"

$`1891806212`
[1] "AcademicsSay"

$`75641981`
[1] "Ognyanova"

$`21457294`
[1] "kevinkarpiak"

$`39739372`
[1] "hambrickb"

$`18171033`
[1] "j_farrell"

$`110050273`
[1] "justingrimmer"

$`703642807`
[1] "ryanalight"

$`48178296`
[1] "jpdig"

$`214272214`
[1] "sinanaral"

$`17071048`
[1] "pewinternet"

$`235261861`
[1] "rstudio"

$`15379361`
[1] "johnmyleswhite"

$`144592995`
[1] "Rbloggers"

$`69133574`
[1] "hadleywickham"

$`16629994`
[1] "bkeegan"

$`134970902`
[1] "nkwarikoo"

$`17001490`
[1] "jricole"

$`216602910`
[1] "M_P_Jeffries"

$`60462205`
[1] "ProfHacker"

$`1084834597`
[1] "sgadarian"

$`145097709`
[1] "toddgitlin"

$`20715956`
[1] "PrincetonUPress"

$`18463930`
[1] "drewconway"

$`118263124`
[1] "stanfordnlp"

$`11975742`
[1] "SocProf"

$`661613`
[1] "alexhanna"

$`16017475`
[1] "NateSilver538"

$`9893772`
[1] "zotero"

$`768147122`
[1] "CharlieSeguin"

$`272618560`
[1] "adam_slez"

$`1415772073`
[1] "AVPapachristos"

$`1934637625`
[1] "sobieraj"

$`1441548582`
[1] "elarmstr"

$`353468497`
[1] "ErikBleich1"

$`14075928`
[1] "TheOnion"

$`35773039`
[1] "TheAtlantic"

$`12413032`
[1] "chronicle"

$`78533358`
[1] "contextsmag"

$`321563970`
[1] "JessicaCalarco"

$`1631373060`
[1] "gabe_ignatow"

$`15649207`
[1] "jimiadams"

$`152143`
[1] "eszter"

$`64001425`
[1] "craigjcalhoun"

$`54980057`
[1] "chrisuggen"

$`186317110`
[1] "asociologist"

$`51113995`
[1] "smgaddis"

$`577378564`
[1] "AndrewJPerrin"

$`37213193`
[1] "davidlazer"

$`26000689`
[1] "duncanjwatts"

$`788363167`
[1] "NAChristakis"

$`153551872`
[1] "TheSocietyPages"

$`1450594406`
[1] "SociologicalSci"

$`54958940`
[1] "jeffswin"

$`1151477612`
[1] "profmattwray"

$`1458440143`
[1] "mlamont6"

$`409259089`
[1] "Haj_Y"

$`4509741`
[1] "msalganik"

$`4111281`
[1] "fetner"

$`32386320`
[1] "fabiorojas"

$`22749856`
[1] "Gephi"

$`360746350`
[1] "emily_erikson"

$`2329921`
[1] "ladamic"

$`7144422`
[1] "lifehacker"

$`477336353`
[1] "kreissdaniel"

$`61905793`
[1] "kta_nc"

$`111412844`
[1] "mintytem"

$`919294448`
[1] "paul_dimaggio"

$`383896635`
[1] "matthewDmathias"

$`65375759`
[1] "zeynep"

$`18250336`
[1] "ASAnews"

$`381592902`
[1] "GabrielRossman"

$`4044061`
[1] "braydenk"

$`17580275`
[1] "ei_schwartz"

$`29193463`
[1] "shamuskhan"

$`38047391`
[1] "familyunequal"

$`116630713`
[1] "monkeycageblog"

$`572883472`
[1] "HowardAldrich"

$`594565064`
[1] "HaphazardSoc"

$`605426336`
[1] "patrick_sharkey"

$`551230758`
[1] "SociologistRay"

$`16298958`
[1] "rarinald"

$`15959904`
[1] "tommedvetz"

$`19188515`
[1] "edwardwalker"

$`29354944`
[1] "kinggary"

$`782325`
[1] "kjhealy"

$`351906466`
[1] "vaiseys"

$`7966972`
[1] "jeremyfreese"

$`104071865`
[1] "WITWhat"

$`442480428`
[1] "omar_lizardo"

$`84653850`
[1] "BrendanNyhan"

Who Follows Me?

followers<-user$getFollowers()
followers
$`1023575275`
[1] "GarrettPace1"

$`19854920`
[1] "computermacgyve"

$`104427626`
[1] "anna_fil"

$`3639333494`
[1] "mollyllewis"

$`1599902202`
[1] "MarlonMasine"

$`876384015095410688`
[1] "Sandra18382574"

$`871437799152533504`
[1] "quasi_maybe"

$`14525356`
[1] "nuruddinAB"

$`1902747967`
[1] "jdylan901"

$`2315046061`
[1] "nadiakhanitp"

$`623115924`
[1] "lc_1979"

$`389562551`
[1] "annliffey"

$`629804395`
[1] "timetowakeup00"

$`75118960`
[1] "JulioTellez"

$`219744272`
[1] "ensufuero"

$`47744863`
[1] "MilesMarsala"

$`317098961`
[1] "ozguntorcu"

$`244042538`
[1] "KrawiecAlex"

$`359539243`
[1] "maritotheann"

$`734938004`
[1] "kittenplant"

$`856166489258438656`
[1] "CameronShane5"

$`4020908843`
[1] "Dr4Liters"

$`867937694013427712`
[1] "sarahmegray"

$`19616219`
[1] "MuslimAdvocates"

$`359188534`
[1] "simongerman600"

$`2887134904`
[1] "IUCSRES"

$`763961857023414272`
[1] "BakhshiBahman"

$`4757612788`
[1] "nurieneskoc"

$`3004510880`
[1] "maowang01"

$`479516665`
[1] "GiacomoDanda"

$`525564333`
[1] "nedasoc"

$`591744210`
[1] "AdrianStavaru"

$`306872512`
[1] "KCherland"

$`3179424829`
[1] "StaceyBosick"

$`1461975895`
[1] "FrontPhysics"

$`259282928`
[1] "banagora"

$`19822064`
[1] "mathieuhikaru"

$`857672864534802432`
[1] "50sigmas"

$`2821330426`
[1] "JLeeSoc"

$`2853411232`
[1] "birdsellbauer"

$`22717141`
[1] "kwcollins"

$`16630192`
[1] "c_j_pascoe"

$`856257396318056448`
[1] "faithbailbondin"

$`149642017`
[1] "Emrahsoylemez"

$`2163559417`
[1] "DrDaronAcemoglu"

$`36653441`
[1] "jugander"

$`709476815090413568`
[1] "socinformatics"

$`362928462`
[1] "76Gabz"

$`34653414`
[1] "CT_Coughlin"

$`768702740`
[1] "fhossain10"

$`172241064`
[1] "mhults"

$`249288888`
[1] "lunescope"

$`229969811`
[1] "Peter_Sq"

$`848301921009979392`
[1] "ig_sociologist"

$`799705273929584640`
[1] "VivianaCSWu"

$`215971578`
[1] "skestenbaum"

$`114637396`
[1] "G_P_L_"

$`2832351483`
[1] "niwitte"

$`2270632056`
[1] "Ian_Boucher"

$`952160708`
[1] "CPFrost6"

$`323425877`
[1] "WhatsTheLede"

$`735086658731790336`
[1] "karsyeni"

$`242067402`
[1] "MattZeemo"

$`192424439`
[1] "AmeliaNGibson"

$`313466749`
[1] "MrStutts"

$`786842106`
[1] "lauraruthsilver"

$`29172318`
[1] "ElSakandari"

$`784478386219548672`
[1] "kou_colin"

$`2993647767`
[1] "Soccermatics"

$`187554251`
[1] "mucahidkurt"

$`1316906880`
[1] "StuartRiepl1"

$`164519432`
[1] "jhwmeasor"

$`2290142624`
[1] "stanalanaland"

$`785284514947932160`
[1] "thomasrdavidson"

$`799129104444428288`
[1] "AscendedMax"

$`18250336`
[1] "ASAnews"

$`827498887187345408`
[1] "RG_Horvath"

$`1387770396`
[1] "Big_Data_Face"

$`171421468`
[1] "cacristan"

$`112829445`
[1] "uncsils"

$`815673126818299904`
[1] "alliecmorgan"

$`1066324602`
[1] "robfarraher"

$`16614440`
[1] "jdfoote"

$`3322905424`
[1] "ridhikash07"

$`2903570224`
[1] "RolandAdorjani"

$`14377535`
[1] "twmarlow"

$`2153771564`
[1] "kellyrambo4"

$`268977739`
[1] "CansuEU"

$`3096375536`
[1] "DamoineWilliams"

$`480620288`
[1] "Integrallynne"

$`42735755`
[1] "MikaylaLynneA"

$`29201185`
[1] "JspencerUNC"

$`2437159957`
[1] "NguyenN97898993"

$`18723586`
[1] "bmconley"

$`68573807`
[1] "BethAnneConway"

$`712419045535059968`
[1] "fssociology"

$`91570560`
[1] "RiyadNadwi"

$`4720929265`
[1] "KellanWong"

$`3281118277`
[1] "gayla5775"

$`28945493`
[1] "choncan"

$`112397219`
[1] "Mridul_Seth"

$`306303285`
[1] "chiccorampazzo"

$`255356714`
[1] "SCHZCAS"

$`3168386532`
[1] "JCFisher_UTokyo"

$`482089835`
[1] "ChRauh"

$`183389880`
[1] "dmadrazo1"

$`1873265947`
[1] "FanOuyang"

$`2988862155`
[1] "HR_Pundit"

$`52640633`
[1] "nublamohamed"

$`826902673010073600`
[1] "briR1009"

$`356360693`
[1] "zacharykstine"

$`778804006323752960`
[1] "guillermomsr"

$`13858802`
[1] "gharp"

$`35272303`
[1] "TeddyxReady"

$`819418072448716800`
[1] "brendanmcooley"

$`1355799192`
[1] "AbbyFWilliamson"

$`43856398`
[1] "agsti"

$`422087382`
[1] "BriMcKernan"

$`25260440`
[1] "vikesh_koul"

$`102768569`
[1] "hardsci"

$`339098614`
[1] "kris10mccabe"

$`50590118`
[1] "jessefrederik"

$`34721078`
[1] "cerenbudak"

$`2479879375`
[1] "eaquicomeco"

$`3131302497`
[1] "teamoswald"

$`77241119`
[1] "tanmit"

$`1022752819`
[1] "TrueLifeDevelop"

$`3844784242`
[1] "NoJargonPodcast"

$`593091020`
[1] "SSNScholars"

$`5743692`
[1] "TakumiShimizu"

$`313265726`
[1] "tirtasusilo"

$`107172421`
[1] "obssi"

$`815167497540407296`
[1] "SalernoSebi"

$`20246820`
[1] "SammySnow"

$`1040296489`
[1] "ammastaal"

$`18038375`
[1] "ariegoldshlager"

$`41486102`
[1] "AndrewUdell"

$`507582860`
[1] "chrisprener"

$`1464545792`
[1] "Pyfagorass"

$`803458315954966528`
[1] "bryanmwilcox"

$`94798271`
[1] "maskeggeR"

$`127126968`
[1] "nikhilarundesai"

$`44272365`
[1] "tocunha"

$`1487472487`
[1] "retrospektifff"

$`1967408473`
[1] "jamesgmichelson"

$`23672100`
[1] "adamgdunn"

$`3940805247`
[1] "seanafischer"

$`16330659`
[1] "sgonzalezbailon"

$`719027214545731584`
[1] "amyclairenelson"

$`330579721`
[1] "GregJaffe"

$`45920870`
[1] "sarabastomski"

$`453007995`
[1] "YulunChow"

$`1346523595`
[1] "Orlov_Yurii"

$`68376272`
[1] "mkhm"

$`313792455`
[1] "saiabishek1"

$`69461755`
[1] "kreschie"

$`2889722835`
[1] "megultas"

$`764056703696445440`
[1] "YfYufeng"

$`2567879130`
[1] "channingspencer"

$`804711819482959872`
[1] "PanelBag"

$`2830541567`
[1] "clara_elpi"

$`3085807395`
[1] "ChaseKregor"

$`242944187`
[1] "JofHSB"

$`823038573116944384`
[1] "Christelana24"

$`793193016576147456`
[1] "Ilkmade_Pol"

$`131270980`
[1] "mandyhitchcock"

$`3016130917`
[1] "bill_t_zheng"

$`74513686`
[1] "tpaschel"

$`111204600`
[1] "mansumansu"

$`70055162`
[1] "BongoTheCaveman"

$`22834340`
[1] "ellingwood"

$`386908260`
[1] "hannahrterry"

$`28029336`
[1] "dytakagi"

$`3229739735`
[1] "zack_klim"

$`53934764`
[1] "jmmeij"

$`17457427`
[1] "eriksonss"

$`822622623901372416`
[1] "quercuspyrus"

$`43239422`
[1] "DaroldCuba"

$`1852575552`
[1] "Kristin_George_"

$`3293174309`
[1] "ArifArshad8"

$`2964408191`
[1] "CarteImmo"

$`2906820023`
[1] "EnglandPaula"

$`818753197103845376`
[1] "ph_saner"

$`229565740`
[1] "jannspiess"

$`31106612`
[1] "TuukkaYlaAnt"

$`2330499302`
[1] "thesickish"

$`149826455`
[1] "jillesheppard"

$`90155533`
[1] "ShlomoArgamon"

$`34602331`
[1] "danprisk"

$`893318736`
[1] "LinaDencik"

$`362375494`
[1] "ProfligateGrace"

$`262489445`
[1] "TonyDSirianni"

$`448887343`
[1] "LouiseCaledec"

$`215062854`
[1] "josephenderson"

$`2369330124`
[1] "ChaseMcCain_"

$`785300408721772544`
[1] "ettchaney"

$`2863644350`
[1] "HL_Robertson"

$`31004299`
[1] "brianna_remster"

$`459506305`
[1] "tanriverdi_s"

$`3304529587`
[1] "maximilian_hell"

$`813490235099201536`
[1] "zachwehrwein"

$`812438138597543936`
[1] "mocksocio"

$`211237746`
[1] "SAGEsociology"

$`79884542`
[1] "BrantClements"

$`24578794`
[1] "Scaramucci"

$`308390608`
[1] "aburdett_"

$`919860212`
[1] "Montreal_AI"

$`3067157958`
[1] "joshzyj"

$`2590291986`
[1] "profsuffer"

$`595551414`
[1] "yavasmu"

$`3437502647`
[1] "Michael_L_Wood"

$`3392633769`
[1] "b_m_stewart"

$`16028750`
[1] "gtoppo"

$`801089902188384256`
[1] "NoonCentreUEL"

$`31639505`
[1] "ianvh"

$`2372990658`
[1] "boeskens"

$`2400251773`
[1] "ellenberrey"

$`69041112`
[1] "lionessvanpelt"

$`771283063338774528`
[1] "ijcsajournal"

$`14702110`
[1] "msaveski"

$`102093066`
[1] "pnjackson101"

$`432003246`
[1] "shanoyaconner"

$`3003350403`
[1] "milleridriss"

$`155195362`
[1] "gustavadolphus"

$`799005861612048384`
[1] "findbailagents"

$`8392632`
[1] "jonathonmorgan"

$`2297907324`
[1] "armsepehr"

$`1052487360`
[1] "r_shubhakar"

$`393862677`
[1] "JavierBurroni"

$`863612539`
[1] "_pmkr"

$`51443987`
[1] "alinahm"

$`14742654`
[1] "nekozzang"

$`9197982`
[1] "lafifah"

$`244202874`
[1] "MiracleSeeeker"

$`948895800`
[1] "Mammondy"

$`1061196307`
[1] "jecherche_"

$`3321531931`
[1] "__MBSully__"

$`52600843`
[1] "leonmail"

$`46115709`
[1] "andrealeepress"

$`792209912097075200`
[1] "GamalGouda11"

$`539782632`
[1] "omaregy0220"

$`2969497915`
[1] "tianzhunie"

$`3583199297`
[1] "JackSocUQ"

$`1260681756`
[1] "ChopraVidur"

$`3115218359`
[1] "FFRBookSeries"

$`15741640`
[1] "raycotton"

$`788360237489221632`
[1] "d_pettinicchio"

$`721186168025518080`
[1] "muhammad196901"

$`164694214`
[1] "BondBrittany"

$`105494085`
[1] "undoingthatall"

$`2741999216`
[1] "gptp786"

$`4200024095`
[1] "MitjaCernko"

$`715598875986366464`
[1] "BenInquiring"

$`759249`
[1] "deaneckles"

$`131361135`
[1] "lenmarxist"

$`227567769`
[1] "jennspagety"

$`2411099240`
[1] "KyleHeatherly"

$`2618411672`
[1] "alextkindel"

$`622005985`
[1] "bongiovij"

$`338249981`
[1] "fghjorth"

$`325539096`
[1] "thijs_bol"

$`498344851`
[1] "sjacks26"

$`2637299954`
[1] "jeremiahbohr"

$`16574558`
[1] "Daniel_Laurison"

$`781528038609596416`
[1] "ArmySociology"

$`776988917988003840`
[1] "guodong2006"

$`19191774`
[1] "hjms"

$`777129139455361024`
[1] "marga_tf"

$`781013283784519680`
[1] "JayJoeyyR"

$`780990099748163584`
[1] "401kNextDumsday"

$`314903350`
[1] "colleen_mary_c"

$`9743812`
[1] "kamyn1"

$`181704995`
[1] "Betweenorthsout"

$`4705250966`
[1] "IAmMattCannon"

$`11156392`
[1] "brendam"

$`750429261262053376`
[1] "compromath"

$`3514049953`
[1] "HomeyGFunk1985"

$`2782594274`
[1] "ferithafez"

$`9397732`
[1] "Razarumi"

$`1624071703`
[1] "Farid_Senzai"

$`168212375`
[1] "fedecontiggiani"

$`3707081533`
[1] "ccgilroy"

$`3368112880`
[1] "tatar3331"

$`4901831223`
[1] "quimura_san"

$`10950512`
[1] "jrosenberg6432"

$`188018605`
[1] "collinwmueller"

$`2831921`
[1] "jhamner"

$`17153994`
[1] "misternaxal"

$`33627703`
[1] "allkost"

$`244217654`
[1] "mpohara"

$`2786339009`
[1] "phaseeeee"

$`3001293370`
[1] "Dr_JenHunt"

$`277550185`
[1] "ymoten"

$`146214804`
[1] "gkosgei"

$`326572895`
[1] "shreya_parikh"

$`2440557416`
[1] "iptamai"

$`4910059662`
[1] "kamikaze_mahila"

$`268879072`
[1] "LuisdelaCorteIb"

$`586766529`
[1] "ana_cardenal"

$`774660466819739648`
[1] "asr_titlebot"

$`2376042122`
[1] "BerkCDeniz"

$`3409106679`
[1] "KristenRenberg"

$`2860876290`
[1] "PSQ_CSPC"

$`94850603`
[1] "jasonjones_jjj"

$`235190606`
[1] "absrb"

$`2974225882`
[1] "Soc_Sarah"

$`19202628`
[1] "winteram"

$`3058876622`
[1] "PaulCarruth"

$`47156266`
[1] "Suminas"

$`1732107642`
[1] "madeleine_xu"

$`1191642560`
[1] "karlrohe"

$`1670781`
[1] "matej_hruska"

$`4689981756`
[1] "Stratnarra"

$`2242041483`
[1] "RHFerguson"

$`4707945913`
[1] "weng_cy"

$`151620679`
[1] "KAGoss"

$`107895603`
[1] "saebahsan"

$`3060413112`
[1] "AsraaReports"

$`377264725`
[1] "tangerina82"

$`58727878`
[1] "SheaWatts"

$`16653851`
[1] "timbrauhn"

$`1715884326`
[1] "mrdmi074"

$`758824281618784256`
[1] "datacracyteam"

$`770832160764923904`
[1] "Adamasmile"

$`4292624962`
[1] "LandonSchnabel"

$`353153122`
[1] "PamOliver1180"

$`44001159`
[1] "OrenPizmonyLevy"

$`106570084`
[1] "mollymking"

$`14773649`
[1] "alexleavitt"

$`199354165`
[1] "cptrandomfact"

$`21245351`
[1] "poli_soph"

$`800728770`
[1] "seamus_mckinsey"

$`78836392`
[1] "faithfulchange"

$`322237365`
[1] "GarthStahl"

$`2795095453`
[1] "carsonwphillips"

$`999973038`
[1] "pinarustel"

$`1979306082`
[1] "j_ferret"

$`2153427685`
[1] "InequalityCU"

$`14367669`
[1] "kimmaicutler"

$`313095218`
[1] "TryingAnonymity"

$`4809072342`
[1] "mhboud51"

$`1517372827`
[1] "selcanmutgan"

$`15425914`
[1] "jboy"

$`17735489`
[1] "soziologikus"

$`15405893`
[1] "Anesis"

$`13539962`
[1] "mtpearce"

$`130598490`
[1] "roneileonel"

$`790111045`
[1] "betweenwrecks"

$`701177682`
[1] "JeffreyROliver"

$`1002926077`
[1] "parakweets"

$`14752127`
[1] "chrisjbates"

$`634275963`
[1] "ryabtus"

$`707217893948174336`
[1] "griessjason"

$`386026832`
[1] "StlGal_36"

$`344857765`
[1] "BBrianFoster"

$`3888748403`
[1] "alicia_d_eads"

$`3436078210`
[1] "Gabriel_Tarde"

$`126098594`
[1] "aslunn"

$`263743988`
[1] "Mr_Covfefe_Jr"

$`4107977440`
[1] "NoiseMedium"

$`592010974`
[1] "GregoryBJKing"

$`2178832801`
[1] "MeihuaY"

$`3224659483`
[1] "lightningbugsnc"

$`4888612253`
[1] "CThomasPhD"

$`2471247192`
[1] "DukeCGGC"

$`2442006758`
[1] "resorgut"

$`61605505`
[1] "paulmann117"

$`1222236583`
[1] "00andfurs"

$`366804662`
[1] "RobbieOechslin"

$`376292057`
[1] "facultyscribe"

$`2701384105`
[1] "balachac"

$`2170361156`
[1] "shapingjazz"

$`228807035`
[1] "ned_smith"

$`1903991894`
[1] "wpj_latest"

$`1032159391`
[1] "royena_"

$`60651009`
[1] "rameshwarjamwal"

$`743890381574705152`
[1] "_book_reader"

$`358286981`
[1] "S2Scampaign"

$`213798878`
[1] "C_Orsborn"

$`363041761`
[1] "JonahPesner"

$`3535857856`
[1] "olgagruenwald"

$`757848211591614464`
[1] "LLeszczensky"

$`750904828931543040`
[1] "WSimayev017"

$`434547480`
[1] "Zachary_Goldman"

$`29757971`
[1] "j_a_tucker"

$`2614079852`
[1] "JamesVSmithIV"

$`2162955902`
[1] "DaveASiegel"

$`1705377625`
[1] "rachel_e_bryson"

$`36219890`
[1] "kudrett"

$`405579653`
[1] "BraniffBill"

$`131631395`
[1] "SocialSciNerd"

$`570428362`
[1] "leroygonsalves"

$`2877832181`
[1] "LionelFrancou"

$`35031140`
[1] "BasHofstra"

$`3981933203`
[1] "bettermeasured"

$`307867849`
[1] "caroschuetze"

$`975139868`
[1] "qadr_ako"

$`2157746420`
[1] "FreedenOeur"

$`16246810`
[1] "fladamd"

$`353344542`
[1] "NYTFridge"

$`856684314`
[1] "danjarratt"

$`128741411`
[1] "nikiubel"

$`631191028`
[1] "Precocious___"

$`46694973`
[1] "jgerteis"

$`267438924`
[1] "mrjavadi"

$`360782203`
[1] "annieyueshan"

$`221152930`
[1] "jmerce_07"

$`394362976`
[1] "JRJohnson_PSU"

$`1049660520`
[1] "jdawncarlson"

$`3236256782`
[1] "SamTruesdell"

$`155660470`
[1] "especie_lix"

$`89478386`
[1] "sandervhaperen"

$`718219691`
[1] "DobbinFrank"

$`3374422992`
[1] "AIconference"

$`68770707`
[1] "konglish4u"

$`952173505`
[1] "AlexHawlin"

$`4735150298`
[1] "emory_sociology"

$`740332095323688960`
[1] "German3452"

$`42171991`
[1] "t_preis"

$`731863754854543360`
[1] "salih_yasun"

$`2375787932`
[1] "rjemigh"

$`53263612`
[1] "shansoc"

$`27911117`
[1] "tysonbrown"

$`726552444625408000`
[1] "socarxiv"

$`71631647`
[1] "mwvitullo"

$`70702689`
[1] "pr0ftim"

$`2679770888`
[1] "RNPitt"

$`324405898`
[1] "kevankharris"

$`4901642879`
[1] "poltrajectories"

$`1337034241`
[1] "PSQuarterly"

$`562017267`
[1] "TPTrost"

$`151845677`
[1] "davideaglephd"

$`732365063990837248`
[1] "brettcburkhardt"

$`235793996`
[1] "listeningbig"

$`3302758699`
[1] "therealcwgibson"

$`1691989160`
[1] "alwaterpolo"

$`555648009`
[1] "PeterVielehr"

$`300039104`
[1] "jonnyblackfoot"

$`31541524`
[1] "llinong"

$`1255644632`
[1] "ymdominguez"

$`64858903`
[1] "diegompin"

$`27789330`
[1] "josephdesimone"

$`484805313`
[1] "TweetNTD"

$`384448189`
[1] "RaghdaElshafie"

$`598010927`
[1] "ConnorGodd"

$`411090001`
[1] "rightjes"

$`494127115`
[1] "seyda_karaoglu"

$`20308223`
[1] "BayouWho"

$`254508515`
[1] "kmb232"

$`3253272703`
[1] "JAARPublishing"

$`18279623`
[1] "burtonlee"

$`558926195`
[1] "EPourtaher"

$`727531983434194944`
[1] "sonicsociology"

$`63579256`
[1] "danieljschulte"

$`1578416233`
[1] "derdritte123"

$`4038076161`
[1] "MuminKull"

$`952669681`
[1] "notdianenguyen"

$`328301647`
[1] "RyonCobb"

$`4361767455`
[1] "quantcollab"

$`719508816216399872`
[1] "j_stoloff"

$`2830882190`
[1] "agjohnss"

$`96141429`
[1] "jsssms"

$`429393561`
[1] "davidsmeyer1"

$`605832476`
[1] "meganconnor86"

$`217240704`
[1] "TheSocyCinema"

$`260582890`
[1] "HealthcareWen"

$`585552680`
[1] "matt_jonescrim"

$`46426132`
[1] "CEOCoachIndia"

$`338296327`
[1] "tomlyttelton"

$`336345660`
[1] "RealDBell"

$`1325354240`
[1] "AhsanIm"

$`33182341`
[1] "rzollAP"

$`1445880067`
[1] "zladhani"

$`435002994`
[1] "BingoLittle1"

$`297658529`
[1] "farooqmjaved"

$`3606329592`
[1] "adriandaub"

$`17281217`
[1] "ahadrk"

$`980927550`
[1] "AlexanderMKey"

$`16507693`
[1] "g___"

$`328654558`
[1] "StefanGnapp"

$`14789320`
[1] "richiejay"

$`28534409`
[1] "phhr7"

$`712598138901643264`
[1] "SefaOzalp"

$`581163290`
[1] "vibc76"

$`20508239`
[1] "judithmp"

$`138426025`
[1] "emsandusky"

$`3254469904`
[1] "PPSTJournal"

$`188130402`
[1] "LuisMnd"

$`3356481809`
[1] "SocSciMcAndrew"

$`14767041`
[1] "ehansen02"

$`158952098`
[1] "DerekMDSilva"

$`335357567`
[1] "tania_chabdai"

$`776603102`
[1] "_lauralittle_"

$`293983295`
[1] "vtraag"

$`3075499916`
[1] "Buckoforce"

$`372403324`
[1] "Dmarief1"

$`2740895930`
[1] "PatrickHopstad"

$`175523931`
[1] "betsylangert"

$`202924368`
[1] "empathyeducates"

$`14477458`
[1] "ajinkyakulkarni"

$`77531487`
[1] "dimizs"

$`566734344`
[1] "MattLWilliams"

$`2200439816`
[1] "CityMuslims"

$`4904154389`
[1] "verbatim_seven"

$`2633730524`
[1] "sousemoose"

$`564525176`
[1] "333ertugrul"

$`2615485422`
[1] "PPoschmann"

$`228252075`
[1] "mivich"

$`2663214332`
[1] "seth_abrutyn"

$`1921424096`
[1] "NelsonEnglert"

$`835506074`
[1] "FedericaVictori"

$`4860817285`
[1] "AlondraMorera"

$`1877623279`
[1] "Mashiska1"

$`4846372494`
[1] "relational_flow"

$`168579213`
[1] "mengkai_d"

$`26035074`
[1] "bendomingue"

$`4866671211`
[1] "johnmckinley35"

$`131491972`
[1] "sulmn"

$`4795519550`
[1] "NaomiUCPress"

$`17292766`
[1] "IanDennisMiller"

$`127900308`
[1] "HaticeAVCI_"

$`15589016`
[1] "DrewNeisser"

$`3630881895`
[1] "CMOBOOK"

$`4830463925`
[1] "lhworkbot"

$`3315178021`
[1] "_OzanAsik"

$`3290120198`
[1] "CampaignStop16"

$`4806793637`
[1] "CourtneyBoen"

$`1355377471`
[1] "ManningRyann"

$`2497369819`
[1] "AllisonLazard"

$`908414432`
[1] "daviddbr07"

$`14245341`
[1] "Chanders"

$`2312408251`
[1] "ProfessorNati"

$`4731316813`
[1] "cristobalyoung5"

$`62884236`
[1] "jhfcduke"

$`188046229`
[1] "benjbach"

$`2806872042`
[1] "gilgitian1"

$`91290311`
[1] "rudy_s_garcia"

$`250668597`
[1] "EversightMI"

$`334705313`
[1] "EmeraldSoc"

$`26043583`
[1] "JenRogersPhD"

$`1562496560`
[1] "shellysteward"

$`706974223`
[1] "drunkway"

$`636121314`
[1] "carly_r_knight"

$`77843861`
[1] "chairmanme"

$`4653315200`
[1] "nessclugo"

$`42995111`
[1] "Mazen_elfakhani"

$`4578348497`
[1] "abessudnv"

$`4596121874`
[1] "SergChavezsoc"

$`2597009924`
[1] "SCTIW_Review"

$`1702815590`
[1] "JosephGDAngelo"

$`14065835`
[1] "mstrohm"

$`17100641`
[1] "amoizkhan"

$`3834028707`
[1] "StrollTranslate"

$`54061852`
[1] "DaveNguyen191"

$`4540500313`
[1] "GypsyMegan6"

$`2361701298`
[1] "nurefeuysal"

$`2286056016`
[1] "CasMudde"

$`376880830`
[1] "iamaniku"

$`579039483`
[1] "DeFactoStates"

$`375910391`
[1] "_AliMhamedi_"

$`2478593178`
[1] "urpe1968"

$`4245547949`
[1] "just_shelter"

$`3124997866`
[1] "Aseel_m_fahad1"

$`164150289`
[1] "mexbadhombre"

$`39093575`
[1] "mordu"

$`59819048`
[1] "enfascination"

$`2903909629`
[1] "AdvngParenting"

$`19266683`
[1] "bobsmietana"

$`5409972`
[1] "Mandahl"

$`62684404`
[1] "LarryHannan"

$`18626983`
[1] "taimurkhan"

$`47645486`
[1] "SkepticalMadman"

$`414648609`
[1] "RGICS"

$`15214981`
[1] "avizenilman"

$`35840905`
[1] "imamchishty"

$`14874499`
[1] "betling"

$`1094221045`
[1] "katherrun"

$`224853262`
[1] "Haifa__"

$`177185598`
[1] "emmaejb"

$`2245369181`
[1] "Benjernst"

$`148724159`
[1] "RashedAD"

$`1341697482`
[1] "MJ_Stokes"

$`47993948`
[1] "mascott99"

$`1678835124`
[1] "Adeel010Adeel"

$`3341042145`
[1] "ArnoldTamworthy"

$`179308820`
[1] "shasafaya"

$`2915937976`
[1] "MtunziAzad"

$`34231471`
[1] "NickFoxNYT"

$`280250236`
[1] "free1982dom"

$`119069687`
[1] "fatihpoyraz61"

$`18283276`
[1] "PaulWilks"

$`2831647126`
[1] "RaphCann"

$`883619466`
[1] "ostadjaan"

$`3063714487`
[1] "IDirect_TheNews"

$`50073784`
[1] "IslamicAtDuke"

$`425476584`
[1] "ArifA"

$`1475701394`
[1] "muhammadalien"

$`108962112`
[1] "UnoDominus"

$`265990770`
[1] "JDanaStuster"

$`22539180`
[1] "Daphnemontalvo"

$`158471931`
[1] "SanhoTree"

$`19138916`
[1] "zebakhan"

$`1436851`
[1] "fghori"

$`120140544`
[1] "AllenMcDuffee"

$`59203262`
[1] "n_denier"

$`4069860735`
[1] "kj_eickmeyer"

$`2476794959`
[1] "MichelleSPhelps"

$`248997217`
[1] "kylethegreen"

$`4194943109`
[1] "tedstanekIV"

$`1287235166`
[1] "dew_socio_logic"

$`155369350`
[1] "cipriverde"

$`16427613`
[1] "DukeSSRI"

$`203830774`
[1] "snatool"

$`2333441486`
[1] "PredictedNow"

$`18882325`
[1] "loredanaloy"

$`3413601593`
[1] "siderealization"

$`488203758`
[1] "ManneGerell"

$`2693663232`
[1] "crimny"

$`423959014`
[1] "PeoplesDeed"

$`21423768`
[1] "mmdelc"

$`4281931096`
[1] "ghadare1"

$`101549500`
[1] "abdelhamid868"

$`12169762`
[1] "JessieNYC"

$`391856337`
[1] "bbenzon"

$`1454713226`
[1] "NatiBesedovsky"

$`2286292963`
[1] "ethanellyons"

$`243263553`
[1] "HCorderoGuzman"

$`102278432`
[1] "m_clem"

$`601569434`
[1] "edwinackerman"

$`2355356828`
[1] "SReckhow"

$`211029578`
[1] "ceherrold"

$`914728141`
[1] "KARepublic"

$`234490460`
[1] "dtchimp"

$`115516446`
[1] "trevorhoppe"

$`4186923382`
[1] "tounsi_chaima"

$`1279656840`
[1] "JMarquezP"

$`49947231`
[1] "TahirAbbas_"

$`2449427197`
[1] "TeeNonProfit"

$`18039181`
[1] "markchand"

$`2689482719`
[1] "QuZhengtao"

$`2166793056`
[1] "PeaceIslandsNY"

$`104360244`
[1] "nateschenkkan"

$`119507197`
[1] "cigdemtunc"

$`1438406024`
[1] "TheSunnyLeylim"

$`571408444`
[1] "turkinamerica"

$`130810427`
[1] "benmhennilina"

$`1258797972`
[1] "mertilgec"

$`245879264`
[1] "ademyavuza"

$`28875506`
[1] "VedatSamur"

$`2800238782`
[1] "Drcaferozdemir"

$`2549307360`
[1] "hobaada"

$`371267783`
[1] "FizCambo"

$`3500351414`
[1] "cshong9"

$`4179884525`
[1] "BestLaidPlansTM"

$`385810272`
[1] "elcompamaz"

$`4198899314`
[1] "tipusultan1750"

$`4149767075`
[1] "NMDeterding"

$`73999880`
[1] "czarnarvaez"

$`170303282`
[1] "jaruizso"

$`95788541`
[1] "cobi_it"

$`108994771`
[1] "mstalanquer"

$`309107091`
[1] "butiwilltry"

$`51968999`
[1] "kevinjshih"

$`600561959`
[1] "Crst_C"

$`211380980`
[1] "EvanStewart23"

$`650383`
[1] "tommasoturchi"

$`377491711`
[1] "badnetworker"

$`18300743`
[1] "dat_campbell"

$`233006170`
[1] "jchaskell2"

$`2759492676`
[1] "PhDJay4Justice"

$`3066098081`
[1] "RuairideFrein"

$`3297951427`
[1] "jimlance554"

$`288579574`
[1] "GuangqingChi"

$`1313891`
[1] "simonezhang"

$`250964630`
[1] "ryanplarson"

$`531768598`
[1] "SR_B_"

$`1269792775`
[1] "DrMatthewPate"

$`16101121`
[1] "nareal"

$`2165286528`
[1] "SocOfWater"

$`598787288`
[1] "palookajo"

$`2720218147`
[1] "ClarkPolner"

$`2904067269`
[1] "sreddi_515"

$`83392573`
[1] "silviamajo"

$`625158292`
[1] "and_lebel"

$`84154956`
[1] "cesagar"

$`1336602253`
[1] "marcin_stepniak"

$`945896317`
[1] "DiegoHerrG"

$`2584784815`
[1] "ryanjgallag"

$`2863304115`
[1] "HichabodIII"

$`2801665290`
[1] "AbdullahCornell"

$`4015936293`
[1] "jens_rydgren"

$`2932908460`
[1] "Kl3mm4"

$`10424632`
[1] "tschmidtb"

$`889965668`
[1] "egrguric"

$`2335369820`
[1] "kaciccone"

$`7377862`
[1] "cazzerson"

$`167485734`
[1] "splendidmike"

$`172176348`
[1] "ideaofhappiness"

$`3924259581`
[1] "theRealBethAnn"

$`259749493`
[1] "juliko7171"

$`146283174`
[1] "michaelcolenso"

$`3724166595`
[1] "digitechstudies"

$`3374636309`
[1] "PYates99"

$`1327778215`
[1] "lmaccork"

$`3912267406`
[1] "iwsjswi"

$`549786685`
[1] "IngridBego"

$`26458325`
[1] "andrescastrosam"

$`16830612`
[1] "dtmorin1"

$`107198957`
[1] "timgloege"

$`247872962`
[1] "Mr_B_Thomson"

$`13640142`
[1] "rogerson"

$`18218456`
[1] "msullivan574"

$`2917238813`
[1] "demirhan_ed"

$`361896041`
[1] "SemvandenBrink"

$`2483009432`
[1] "pabloparedesn"

$`840984564`
[1] "likeimnothere"

$`3311187552`
[1] "WhoAreTheVapers"

$`2507654988`
[1] "ShaunLMichel"

$`29722911`
[1] "rmammoth19"

$`3728731462`
[1] "khgeissler"

$`23376357`
[1] "soirbleu"

$`215101269`
[1] "xiaolinzhuo"

$`1133808012`
[1] "RoboticsDIY"

$`3619525093`
[1] "tapped_pg"

$`2324713490`
[1] "wcernanec"

$`3297606056`
[1] "symbolic_goods"

$`3350045627`
[1] "jamesiveniuk"

$`117241741`
[1] "TheBrettGall"

$`3675320356`
[1] "Metalogos2015"

$`3675165687`
[1] "rc_chenier"

$`3581696354`
[1] "AbdurRa18344870"

$`268409161`
[1] "vivjim"

$`11939852`
[1] "tomstafford"

$`3670047803`
[1] "pa_homan"

$`2777241124`
[1] "adriamilcar"

$`473315786`
[1] "dataverseorg"

$`159465774`
[1] "colindoms"

$`3395137089`
[1] "DegisenEtki"

$`128931478`
[1] "kcvgd"

$`21131585`
[1] "davidwcrawford"

$`43165628`
[1] "elbersb"

$`1548`
[1] "gaba"

$`37141338`
[1] "WFHorn"

$`1890575454`
[1] "henaoizquierdo"

$`3198305308`
[1] "katori730"

$`224224934`
[1] "EmanuelUbert"

$`516850100`
[1] "velvetmorning18"

$`223566687`
[1] "burkilemos"

$`3546415996`
[1] "fmerhout89"

$`1874889068`
[1] "dmmccourt"

$`3399621767`
[1] "dkafran"

$`33076189`
[1] "JoshRBruce"

$`113016776`
[1] "claysonceles"

$`439360876`
[1] "RSSReplacer"

$`64754370`
[1] "ajeetm"

$`112610515`
[1] "Ted_Underwood"

$`9880862`
[1] "graemedblair"

$`3527486895`
[1] "ejfridm"

$`1611705817`
[1] "ChelitaRoa"

$`1569103676`
[1] "curiositybits"

$`217771939`
[1] "mszll"

$`135491183`
[1] "Niels_Bremen"

$`2735597216`
[1] "MAPTIMELA"

$`20571846`
[1] "lizkofman"

$`69904257`
[1] "daspitzberg"

$`47369713`
[1] "rahulmuses"

$`2954173453`
[1] "MindfulBias"

$`3483910522`
[1] "PatKam92"

$`86833408`
[1] "lauri_mac"

$`93233692`
[1] "arzwemmer"

$`930505934`
[1] "taraadiseshan"

$`116194959`
[1] "lm_3"

$`109637814`
[1] "IllIlIllIllII"

$`2911947496`
[1] "martinmcbennett"

$`15008596`
[1] "bgoncalves"

$`306514404`
[1] "brad_783"

$`2612865817`
[1] "raysin80"

$`267955046`
[1] "AkinUnver"

$`13531352`
[1] "martinlessard"

$`575803846`
[1] "DMcC222"

$`29544159`
[1] "richards1000"

$`33168833`
[1] "c_mcelligott"

$`216890945`
[1] "mquick_"

$`15449539`
[1] "mmparker"

$`19819769`
[1] "eegilbert"

$`30886671`
[1] "Walshman23"

$`3466477157`
[1] "edvard_nl"

$`1148079786`
[1] "joannavu"

$`386096440`
[1] "Amelia_RH"

$`296641529`
[1] "jeffgordon12"

$`116657197`
[1] "robertmanduca"

$`1130449033`
[1] "fubits"

$`2512484655`
[1] "droverbytrade"

$`3309160537`
[1] "ProfEarl"

$`14271244`
[1] "kleykamp"

$`4515151`
[1] "p_barbera"

$`15688463`
[1] "bduckles"

$`3452516423`
[1] "H_McCrumpet"

$`3450325695`
[1] "sociologylauren"

$`30070548`
[1] "Juansska"

$`850593056`
[1] "nbadg"

$`142171297`
[1] "acastroaraujo"

$`31229657`
[1] "veikkoeranti"

$`14941540`
[1] "abhishekn"

$`2025101`
[1] "PFCdgayo"

$`231644772`
[1] "anyagalli"

$`46005018`
[1] "mccastelle"

$`3263646760`
[1] "LevinaYYLiu"

$`2413421311`
[1] "thestudyofmen"

$`3426717466`
[1] "Lizq0x"

$`244683369`
[1] "ann_h_dubin"

$`3434993711`
[1] "victoriadreyes"

$`3432803537`
[1] "clemclem_thery"

$`3313745617`
[1] "DukeMideast"

$`3214181795`
[1] "hedwig_lee"

$`397535840`
[1] "CoreySparks1"

$`1610421265`
[1] "jjbrensinger"

$`587078135`
[1] "YPPDana"

$`3257443497`
[1] "mtaylor_soc"

$`104684456`
[1] "marieeberry"

$`1409518836`
[1] "jessicamkizer"

$`39660841`
[1] "asasad"

$`128942397`
[1] "amchass"

$`2631929518`
[1] "Joshua_Mausolf"

$`2925595632`
[1] "ForrestDStuart"

$`210684204`
[1] "TayeDiggs"

$`25306731`
[1] "nbariola"

$`3386939842`
[1] "davidgrusky"

$`25915662`
[1] "cgershenson"

$`14389093`
[1] "jwyg"

$`3346551527`
[1] "BerntzenLE"

$`95362379`
[1] "higherleaves"

$`2804558589`
[1] "Materialityoap2"

$`874164632`
[1] "ZakSajir"

$`14324887`
[1] "mekki"

$`22591496`
[1] "naskin"

$`7046142`
[1] "jasdeep"

$`3306259875`
[1] "justinvanness_"

$`14987006`
[1] "cforster"

$`2835428081`
[1] "LauraK_Nelson"

$`19985053`
[1] "Mireille_Yanow"

$`1112296472`
[1] "katja_mat"

$`1450594406`
[1] "SociologicalSci"

$`2305010024`
[1] "ManthPradeep"

$`775791`
[1] "steveburnett"

$`1648071900`
[1] "BassConnections"

$`17371070`
[1] "negaratduke"

$`1649291233`
[1] "katyrosenbaum"

$`582082909`
[1] "ISLAMiComment"

$`15331542`
[1] "julieblog"

$`17917334`
[1] "cosmopolitanvan"

$`3349632491`
[1] "jlegewie"

$`33941906`
[1] "kristexanite"

$`441893727`
[1] "OACResearch"

$`555423557`
[1] "inge_dewolf"

$`171534539`
[1] "FuturICT"

$`1446424304`
[1] "NewGenSoc"

$`469961800`
[1] "3riverswellness"

$`3028399438`
[1] "Nbafternote"

$`101909844`
[1] "quierouncupcake"

$`30962796`
[1] "Chrismartin76"

$`3093802552`
[1] "leahvanwey"

$`2199959101`
[1] "alexflueckiger"

$`3293218804`
[1] "McwWaters"

$`1254503952`
[1] "alecskowalski"

$`337857007`
[1] "EricFerreri"

$`466785686`
[1] "LauraAceroP"

$`17299054`
[1] "elphabablue"

$`626153374`
[1] "mcramosflor"

$`1958148506`
[1] "StevenJefferson"

$`2627331337`
[1] "_MichellePoulin"

$`3308228529`
[1] "jacob_c_fisher"

$`310676818`
[1] "michel_estefan"

$`2177230630`
[1] "lfalvarezleon"

$`29998921`
[1] "berilbulat"

$`2834615343`
[1] "fdokshin"

$`1176225331`
[1] "DelftScott"

$`30279765`
[1] "BuBaykurt"

$`13256982`
[1] "thannigan"

$`2930368207`
[1] "jerryckaufman"

$`17388253`
[1] "llaughlin"

$`68987747`
[1] "bolici"

$`2982293741`
[1] "cenzopin"

$`15135596`
[1] "tarushijio"

$`56269088`
[1] "ThabitPulak"

$`15040999`
[1] "prisonrodeo"

$`325967433`
[1] "kelcievercel"

$`437056733`
[1] "IsaacLederman"

$`2877951478`
[1] "SBangstad"

$`244283811`
[1] "russellfunk"

$`304787564`
[1] "googlegeek75"

$`2543833286`
[1] "wakefield_sara"

$`2576130169`
[1] "MuHNi13"

$`118985987`
[1] "muchlibrary"

$`3299359349`
[1] "frye_maggie"

$`211332906`
[1] "julieingersoll"

$`3297677433`
[1] "barelysmartsoc"

$`2604551610`
[1] "DrSidaLiu"

$`27707859`
[1] "SSRN"

$`2921640046`
[1] "socialresmethod"

$`3015106438`
[1] "SocSci_Miles"

$`142751988`
[1] "amylynch91"

$`35661871`
[1] "nanerane"

$`879358634`
[1] "TonyGuangyuTONG"

$`54560396`
[1] "larryau"

$`46276118`
[1] "dmimno"

$`59750317`
[1] "HelenWangYying"

$`435535623`
[1] "sarah_kaplan"

$`3120233774`
[1] "brad_vermurlen"

$`3256486623`
[1] "Meagan_Levinson"

$`257675581`
[1] "basaranduygu"

$`1863174948`
[1] "stephaniemudge"

$`583494959`
[1] "Abominable__V"

$`1398650820`
[1] "RichardJeanSo"

$`27967674`
[1] "andreslajous"

$`760073684`
[1] "FabianFaa"

$`2998728629`
[1] "duwhaha"

$`49615331`
[1] "YBirt"

$`488238991`
[1] "si_mcmahon"

$`1232021550`
[1] "karen_ec_levy"

$`742815048`
[1] "LiNingzi"

$`43276609`
[1] "Dr_SultanM"

$`3206943477`
[1] "JacekBursztyn"

$`116120379`
[1] "hs329"

$`2601380724`
[1] "cheimasebboua"

$`56276556`
[1] "DK_IM"

$`1586507755`
[1] "Jana_Hirsch"

$`213475395`
[1] "BrettGriffith13"

$`49484498`
[1] "Yangguobin"

$`800662291`
[1] "amuslimatluther"

$`510797204`
[1] "nadiamarzouki1"

$`32484559`
[1] "harriebaken"

$`1887979819`
[1] "isaacjabola"

$`99664037`
[1] "_SteveRose"

$`162594551`
[1] "jr_joel_fm"

$`195500610`
[1] "PhoebeFossil"

$`3173916501`
[1] "UMSociology"

$`19816992`
[1] "Cohens"

$`143360590`
[1] "Riham_Osman"

$`3110421527`
[1] "CrystalEPeoples"

$`3070233150`
[1] "RProgLangRR"

$`413596013`
[1] "GarrisonDoreck"

$`139849255`
[1] "GibbonJim"

$`51379368`
[1] "SPagliari"

$`3147524537`
[1] "jw_lockhart"

$`3064082403`
[1] "KarinCreutz"

$`330605759`
[1] "MikeEnglehart"

$`97301356`
[1] "RayWhitehouse"

$`2986267585`
[1] "ShahlaGhobadi"

$`543940579`
[1] "sjmoscol"

$`16047639`
[1] "thosjleeper"

$`22937844`
[1] "ZayyadLamorde"

$`258654427`
[1] "MoniqueFParsons"

$`157466475`
[1] "mollyeroberts"

$`1239846246`
[1] "burningriot"

$`3112586423`
[1] "theracewoman"

$`607311335`
[1] "socdatalab"

$`3094419736`
[1] "mazdakisme"

$`7073252`
[1] "sarahlageson"

$`423287286`
[1] "DreifussMD"

$`9280142`
[1] "williamjturkel"

$`2934781`
[1] "nsjacob"

$`1479182060`
[1] "hilalinal0"

$`3089135931`
[1] "sarahkbowen1"

$`3007491`
[1] "todrobbins"

$`3027823625`
[1] "SubjectBot"

$`3025331027`
[1] "DavidKDiehl"

$`577250082`
[1] "bhaskar_vk"

$`571853411`
[1] "VonElisa"

$`36395809`
[1] "analog_a"

$`312748934`
[1] "matikolb"

$`78533358`
[1] "contextsmag"

$`64219646`
[1] "schradie"

$`7334732`
[1] "pallavib"

$`5545472`
[1] "brian_hogan"

$`142546632`
[1] "tantantantanya"

$`3064976818`
[1] "InequalityHKS"

$`2838279969`
[1] "NejwaY"

$`2966994015`
[1] "cmsmith_soc"

$`16978496`
[1] "kartiktrivedi"

$`2835152008`
[1] "achimedelmann"

$`105891279`
[1] "ppkzd"

$`373639969`
[1] "IngridMattson"

$`16741059`
[1] "andrewheiss"

$`1056928435`
[1] "plouie01"

$`49771527`
[1] "rp_adkins"

$`761555131`
[1] "JBrianHaley"

$`2992375644`
[1] "sthebaud1"

$`19510573`
[1] "gabriela_arp"

$`91852917`
[1] "ajfaas"

$`401670747`
[1] "FionaAdamson"

$`3018500140`
[1] "rahsaanmax"

$`2917853766`
[1] "GMACPodcast"

$`560664860`
[1] "cnlzak"

$`25507940`
[1] "ahoypolloi"

$`31031940`
[1] "jbensnyder"

$`22393359`
[1] "jonweiler"

$`16512162`
[1] "jtislerics"

$`21407395`
[1] "EbenG"

$`393202704`
[1] "ThurmanPoat"

$`1009665157`
[1] "ElonReligion"

$`2903947574`
[1] "jerryzpark"

$`452672716`
[1] "MannMarcus"

$`1415772073`
[1] "AVPapachristos"

$`44026173`
[1] "Knudtson_"

$`1649891737`
[1] "BitcoinPRBuzz"

$`195547395`
[1] "margaritamooney"

$`144153507`
[1] "JulietSchor"

$`148116431`
[1] "dapr12"

$`2908702492`
[1] "healytron3000"

$`2468149548`
[1] "SociologyinPics"

$`2996835614`
[1] "taramckayphd"

$`170749456`
[1] "sarahburgard"

$`23626407`
[1] "SSRC_org"

$`66832788`
[1] "Kakinette"

$`49961669`
[1] "valeriealewis"

$`2574044161`
[1] "True_Ironist"

$`115677576`
[1] "souzatharsis"

$`103224777`
[1] "kimberlykhoang"

$`33729706`
[1] "GehenneFleurie"

$`2397877220`
[1] "GaryAdlerJr"

$`2600550656`
[1] "chad_broughton"

$`2980617490`
[1] "BailVR"

$`1038916814`
[1] "metamodernite"

$`270471814`
[1] "yusraghkh"

$`316456122`
[1] "SaylorCorey"

$`102737967`
[1] "PRRIpoll"

$`633935849`
[1] "ronanfitz22"

$`315675025`
[1] "BabaKristian"

$`2816633870`
[1] "dogancem1"

$`1056298976`
[1] "sam_macaulay"

$`282748616`
[1] "valerieiles"

$`965268559`
[1] "williamcmay"

$`1534503031`
[1] "tommaher_soc"

$`97259778`
[1] "salocoslovsky"

$`11086372`
[1] "klakhani"

$`247858435`
[1] "lefteleven"

$`47933550`
[1] "msteenhagen"

$`22587765`
[1] "lindno"

$`106957611`
[1] "xisong"

$`948705727`
[1] "1nfidelius"

$`55706325`
[1] "thlbr"

$`17159981`
[1] "digitalFlaneuse"

$`2964284110`
[1] "Mark_Lutter"

$`2287040248`
[1] "abdullahsony"

$`742489866`
[1] "JasonAFreeman1"

$`16641793`
[1] "jgo34"

$`2280929029`
[1] "LeonardNevarez"

$`19213700`
[1] "Arzoglou"

$`254110331`
[1] "zanzegig"

$`22877176`
[1] "bartbonikowski"

$`125385749`
[1] "rkayyali"

$`198410561`
[1] "Nev_E"

$`1852074218`
[1] "AMSS_Section"

$`240488960`
[1] "humamunir"

$`1009079210`
[1] "ejohnsto_erin"

$`782325`
[1] "kjhealy"

$`2824015839`
[1] "torento84"

$`114079665`
[1] "berutaki"

$`236080205`
[1] "ElifAndac"

$`20810303`
[1] "robertpjones"

$`1887196086`
[1] "alazarolopez"

$`2578051737`
[1] "profasalvarez"

$`2911653113`
[1] "ScLegend1985"

$`285394452`
[1] "AlexMRuch"

$`92042375`
[1] "Amicabiliter"

$`2199119503`
[1] "LucieKalousova"

$`145097709`
[1] "toddgitlin"

$`1453001239`
[1] "avweisss"

$`2905248605`
[1] "carolinewlee"

$`2273789838`
[1] "armidalm"

$`2794495557`
[1] "fikret_dem"

$`630367566`
[1] "alimarli_"

$`1444767164`
[1] "BerlinerLufti"

$`351843868`
[1] "Mrmurphy32"

$`2889220425`
[1] "rostiben2419"

$`260021840`
[1] "yanakuchirko"

$`2559675318`
[1] "annetaylorwords"

$`2212929853`
[1] "JenElrick"

$`28103096`
[1] "gewuerfel"

$`419842997`
[1] "rigby_david"

$`183980665`
[1] "hoytlong"

$`301602567`
[1] "SocResearchUT"

$`356055421`
[1] "DrMahmoudsalahy"

$`2378641134`
[1] "yibing_shen"

$`1494062065`
[1] "DanBoches"

$`343306004`
[1] "JessiPocket"

$`847821283`
[1] "JonathanHorowi1"

$`631382732`
[1] "kaybetmissin"

$`2402310024`
[1] "ComellistasEver"

$`2507326398`
[1] "DeanaRohlinger1"

$`1267340335`
[1] "TeoRava"

$`46243937`
[1] "tony_jack"

$`1836112668`
[1] "PublicSeminar"

$`2830149208`
[1] "aboasaad9"

$`2437582957`
[1] "L4SRStanford"

$`143509305`
[1] "jochemvnoord"

$`688253`
[1] "marieke"

$`1699604941`
[1] "rasmus_kleis"

$`38842919`
[1] "rhizomic"

$`37626533`
[1] "aafgun"

$`63895732`
[1] "EliClifton"

$`1700316024`
[1] "cocktailhag"

$`2671986037`
[1] "cantamalita726"

$`2752490048`
[1] "krigg01"

$`300589072`
[1] "CNicolaides"

$`1382875202`
[1] "CharlesKurzman"

$`2301677528`
[1] "timgill924"

$`2529803774`
[1] "abdellalihajjat"

$`2238525048`
[1] "sclogy"

$`25930536`
[1] "Mjwal10"

$`62777265`
[1] "fgilardi"

$`301818576`
[1] "RourkeOBrien"

$`707627461`
[1] "NicholasJenkin8"

$`124422221`
[1] "chrisheinhold"

$`2278396334`
[1] "RobertJRalston"

$`2787224169`
[1] "MaterialityOAP1"

$`2793375561`
[1] "mdesoucey"

$`49758007`
[1] "JdeNovais"

$`299911039`
[1] "Sarah2281"

$`1099722132`
[1] "_NateF_"

$`1700236476`
[1] "TempleSoc"

$`837488742`
[1] "Anne_C4"

$`216122857`
[1] "robfordmancs"

$`65516605`
[1] "jcthomasphd"

$`768040454`
[1] "coolanthro"

$`2780790922`
[1] "helenbmarrow"

$`64001425`
[1] "craigjcalhoun"

$`846111708`
[1] "SurreySociology"

$`21117218`
[1] "RustyShekha"

$`2816993034`
[1] "Milad_Nassar"

$`600605680`
[1] "dmsci"

$`2814070272`
[1] "GrahamDPeterson"

$`2790670778`
[1] "memenisimo"

$`1428159332`
[1] "pllqt"

$`2800287769`
[1] "socilabdotcom"

$`2646389246`
[1] "smorris_soci"

$`2380311120`
[1] "WorkshopOAP"

$`2359915604`
[1] "WaitingToLivefm"

$`474944121`
[1] "etownsle"

$`2295354077`
[1] "stephenhicks66"

$`400923094`
[1] "fredlewisappel"

$`2782798418`
[1] "JohnWMohr"

$`2781092388`
[1] "povertyscholar"

$`2655540548`
[1] "AlexT_Williams"

$`151243677`
[1] "RyanAMulligan"

$`1438260109`
[1] "DrPhoenixRising"

$`51155953`
[1] "burrelvannjr"

$`842304860`
[1] "AngeleChristin"

$`58378564`
[1] "dsmilde"

$`1415713328`
[1] "jennbkane"

$`1499310991`
[1] "BadanjakSanja"

$`2766583633`
[1] "SF_Journal"

$`75369074`
[1] "YongrenShi"

$`787825740`
[1] "JessicaFeezell"

$`50542806`
[1] "louiseroth"

$`14138744`
[1] "alltheshapes"

$`76228303`
[1] "SolomonMg"

$`20963651`
[1] "seanjtaylor"

$`38204771`
[1] "jrandjamie"

$`2740582008`
[1] "AVerdery"

$`2736759476`
[1] "samigamal7"

$`2184274105`
[1] "cgcolen"

$`475679178`
[1] "CulturalSociol"

$`2175331050`
[1] "GBostean"

$`16177254`
[1] "kkiley"

$`28443018`
[1] "nicolepangborn"

$`2723277946`
[1] "eva_breva"

$`5274241`
[1] "redlog"

$`89141249`
[1] "rmtipu"

$`930716882`
[1] "ralmeling"

$`2707409988`
[1] "GhostfaceWiller"

$`2706758088`
[1] "politicosocio"

$`309622377`
[1] "teethonusrohit"

$`2699882042`
[1] "Soc_Forum"

$`2572543462`
[1] "adamdreich"

$`9963832`
[1] "alondra"

$`247975042`
[1] "Prof_Kennedy"

$`1678553600`
[1] "Mo_AbdiHassan2"

$`1392663992`
[1] "SQi_Vancouver"

$`39108132`
[1] "BiIIDutton"

$`15775935`
[1] "persovinz"

$`24601685`
[1] "anneblumenthal"

$`2307765906`
[1] "akoustov"

$`75256411`
[1] "PalgraveSoc"

$`2575614229`
[1] "willrob4"

$`21537777`
[1] "robymuhamad"

$`58801165`
[1] "aidis_stukas"

$`252659537`
[1] "savedali"

$`217665624`
[1] "SocEmotions"

$`337246666`
[1] "SuperCoopersRR"

$`14381760`
[1] "bhecht"

$`2625481566`
[1] "GradTrek"

$`2184712454`
[1] "tozCSS"

$`56730586`
[1] "mjp39"

$`2341772972`
[1] "thedatascilab"

$`1617603914`
[1] "BigDataSoc"

$`2511002557`
[1] "socprobsjournal"

$`53076605`
[1] "Jolie_Jingyuan"

$`988750117`
[1] "ericguntermann"

$`2363173158`
[1] "RenlingZ"

$`21534664`
[1] "marisoluciona"

$`30445090`
[1] "mickaeltemporao"

$`452283614`
[1] "EstherRawson"

$`85778318`
[1] "bulentdos"

$`1371286550`
[1] "Magnannanimous"

$`18165124`
[1] "davekarpf"

$`41852681`
[1] "joebobhester"

$`14124984`
[1] "williamj"

$`17473883`
[1] "HeatherLaGarde"

$`2584131703`
[1] "mytechforums"

$`2466279320`
[1] "suchenzang"

$`574924256`
[1] "mbfhunzaker"

$`50924522`
[1] "JodyAVallejo"

$`36354279`
[1] "GiftofLifeMich"

$`309757684`
[1] "DonateLifeNC"

$`41275430`
[1] "KathrynCicerchi"

$`31635247`
[1] "bmundy80"

$`193305949`
[1] "jmccray212"

$`22191271`
[1] "sarapacejones"

$`32698527`
[1] "Becky_Daniels"

$`864199609`
[1] "99scholars"

$`65934237`
[1] "eidlin"

$`2544703982`
[1] "epopppp"

$`2564697607`
[1] "RMCarpiano"

$`271428966`
[1] "RoutledgeSTS"

$`1447722996`
[1] "ElianaPerrin"

$`101929503`
[1] "dlauen"

$`2276655012`
[1] "RuotsalainenRik"

$`2550010254`
[1] "CiteBait"

$`367976819`
[1] "michaelespero"

$`2383849117`
[1] "ybytata"

$`2331527844`
[1] "hsssjedigital"

$`2544937532`
[1] "brocato_t"

$`15225379`
[1] "susanbactivist"

$`19669254`
[1] "DustinStoltz"

$`46515580`
[1] "benjaminlind"

$`2532651518`
[1] "CarolynChernoff"

$`2527635985`
[1] "mabelberezin"

$`436806727`
[1] "joshuaaclark"

$`19889825`
[1] "alizaluft"

$`2487373103`
[1] "JockMcClellan"

$`3094531`
[1] "NickAnstead"

$`377423498`
[1] "jswelburn"

$`822264200`
[1] "coreydfields"

$`16174144`
[1] "peterdodds"

$`2510542189`
[1] "ProfessorWherry"

$`262484862`
[1] "hartm021"

$`1300724341`
[1] "WikiAdventure"

$`153551872`
[1] "TheSocietyPages"

$`811421838`
[1] "J_Uitermark"

$`319040536`
[1] "santana_alvaro"

$`1914970393`
[1] "easythoughts1"

$`1019901800`
[1] "SocCroll"

$`351674077`
[1] "newsdata21"

$`219098987`
[1] "torkildl"

$`2523903076`
[1] "Fisher_DanaR"

$`2174333003`
[1] "ulbrichtchris"

$`1018910414`
[1] "johnskrentny"

$`2331830132`
[1] "DanyaLagos"

$`27798759`
[1] "craigtutterow"

$`1268663162`
[1] "mancelovici"

$`771831548`
[1] "ASA_SREM"

$`1950586873`
[1] "PopCultureFreak"

$`53191194`
[1] "pardoguerra"

$`1693998487`
[1] "djtsumpter"

$`94157026`
[1] "klapsimo"

$`4111281`
[1] "fetner"

$`2358956035`
[1] "dcurwin"

$`13751062`
[1] "chadbdot"

$`8045142`
[1] "corycronin"

$`73593619`
[1] "kylepuetz"

$`553011885`
[1] "HS_WesPlatt"

$`35777308`
[1] "margaret_somers"

$`789724981`
[1] "brunsma"

$`62715547`
[1] "SarahKCowan"

$`366575043`
[1] "ChrisGandrud"

$`615287482`
[1] "KenzieLathamPhD"

$`1687366778`
[1] "CriticalSociolo"

$`1327618326`
[1] "Sarah_Brayne"

$`563011924`
[1] "mcwhitlocksoc"

$`2427652800`
[1] "DaveBrady72"

$`2269493304`
[1] "socspeaking"

$`88798492`
[1] "KimdeLaat"

$`505140000`
[1] "jessealbanese"

$`97369800`
[1] "rumiforum"

$`728756978`
[1] "ajeanstevenson"

$`219139356`
[1] "samjaroszewski"

$`2351947344`
[1] "rory_kramer"

$`2385651888`
[1] "tulay_andic"

$`65375759`
[1] "zeynep"

$`2411311789`
[1] "OBMich"

$`134147530`
[1] "DawnTawwater"

$`2429911829`
[1] "jd_daw"

$`1205304416`
[1] "mtserafin"

$`842162473`
[1] "catherine_bliss"

$`94413287`
[1] "morit_c"

$`2348316277`
[1] "gauravsarathe8"

$`50056924`
[1] "kristinturney"

$`1615252842`
[1] "WeedenKim"

$`248358917`
[1] "theyoungjoo"

$`70802838`
[1] "dgrazian"

$`16029321`
[1] "bshor"

$`32760218`
[1] "anthonyocampo"

$`20380441`
[1] "Duffcycle"

$`368930508`
[1] "SarahDamaske"

$`2377643844`
[1] "gbyukich"

$`493456371`
[1] "AbeGong"

$`1414544598`
[1] "LeonchukLena"

$`159142791`
[1] "eva_rosen"

$`52726552`
[1] "jnhoule"

$`16874550`
[1] "Shelia_Cotten"

$`293392103`
[1] "SocialEntChan"

$`2359997047`
[1] "Amin_Ghaziani"

$`1035832544`
[1] "JoeWadeSmith"

$`19463173`
[1] "ElyasBakhtiari"

$`2355607304`
[1] "brendan_d_ryan"

$`101678082`
[1] "M_T_Patterson"

$`2228946853`
[1] "RiceRPLP"

$`2333551188`
[1] "Steve_McD1"

$`49838176`
[1] "RachelSkaggs"

$`1429455914`
[1] "jasonandrewwong"

$`1274424884`
[1] "asifijazwaraich"

$`154591692`
[1] "sethcarnahan"

$`2026361`
[1] "citizeness"

$`453553264`
[1] "AlbertsonB2"

$`308038888`
[1] "TaliaStroud"

$`2253588135`
[1] "ChrisGTakacs"

$`2215006026`
[1] "socinfo2014"

$`487166580`
[1] "sarahgollust"

$`2316384882`
[1] "jeffguhin"

$`49044100`
[1] "ProfLindaScott"

$`1609825921`
[1] "CameronDeFaux"

$`18944403`
[1] "nvancleve"

$`93476253`
[1] "dfreelon"

$`34249543`
[1] "jsradford"

$`417998851`
[1] "SocTerRes"

$`2288529516`
[1] "TayWhittenBrown"

$`2234743396`
[1] "_Roscigno"

$`2228895084`
[1] "KaisaSnellman"

$`557752682`
[1] "URBANcolab"

$`148320153`
[1] "benjamingeer"

$`981448615`
[1] "jwindawi"

$`14178358`
[1] "JJSantana"

$`1848964158`
[1] "jack_dele"

$`1192458998`
[1] "llopisgoig_r"

$`75641981`
[1] "Ognyanova"

$`577378564`
[1] "AndrewJPerrin"

$`280195366`
[1] "d_hoyt"

$`1270282705`
[1] "GloriaMacri"

$`356593315`
[1] "johnmclevey"

$`305635596`
[1] "ajerneck"

$`2244636594`
[1] "DoctahPittman"

$`1516854644`
[1] "dawn_t_robinson"

$`2239550496`
[1] "MarigeorginaA"

$`63606707`
[1] "JuanDAguilera"

$`1648865047`
[1] "evealexford"

$`39739372`
[1] "hambrickb"

$`288192626`
[1] "Yoo_GabaGaba"

$`283604227`
[1] "AndyVermaut"

$`16629994`
[1] "bkeegan"

$`1544234796`
[1] "NarrProf"

$`17796588`
[1] "dustin_kidd"

$`254173554`
[1] "SSSP1org"

$`214272214`
[1] "sinanaral"

$`305689616`
[1] "caner_hazar"

$`110050273`
[1] "justingrimmer"

$`186894716`
[1] "polanalysis"

$`330696937`
[1] "_Andrei_B_"

$`45162945`
[1] "MoritzBuchi"

$`272618560`
[1] "adam_slez"

$`48178296`
[1] "jpdig"

$`120125135`
[1] "pamfeldman"

$`472228771`
[1] "PubCultJournal"

$`588434033`
[1] "gleonperez"

$`1263204030`
[1] "ViridisPress"

$`91588049`
[1] "postmodernity"

$`829041979`
[1] "RuthBraunstein"

$`15903378`
[1] "suerobinsonUW"

$`364651145`
[1] "idnut"

$`1522285628`
[1] "gunz_molly"

$`1884938714`
[1] "rodneybensonnyu"

$`48905702`
[1] "SLMsociology"

$`1615907220`
[1] "SouleSarah"

$`217616340`
[1] "mmarrvelous"

$`134970902`
[1] "nkwarikoo"

$`931465213`
[1] "christoph_thoma"

$`1968605640`
[1] "jonathanfreglyt"

$`12160482`
[1] "marc_smith"

$`423696286`
[1] "mgmcquarrie"

$`213467246`
[1] "davidmglick"

$`216602910`
[1] "M_P_Jeffries"

$`1084834597`
[1] "sgadarian"

$`907179619`
[1] "siolafsdottir"

$`628230869`
[1] "BadHessian"

$`57609234`
[1] "Sunmin81"

$`275850299`
[1] "vbacak"

$`17616503`
[1] "maurivelez98"

$`453331031`
[1] "AustenWhipple"

$`338249424`
[1] "hanzhang_pton"

$`10502292`
[1] "marcventresca"

$`1934637625`
[1] "sobieraj"

$`353468497`
[1] "ErikBleich1"

$`152143`
[1] "eszter"

$`612515893`
[1] "Yang_Tiantian"

$`1735825814`
[1] "Bail_For_Jail"

$`378610911`
[1] "ALiXWi"

$`54958940`
[1] "jeffswin"

$`9409862`
[1] "lyricsboy"

$`343002778`
[1] "DrewMathias"

$`67090539`
[1] "amandajsharkey"

$`382214208`
[1] "Jdos_WoT"

$`22065445`
[1] "socsavvy"

$`14258500`
[1] "CaseyBrienza"

$`427946222`
[1] "Jess_Dawson1"

$`55864116`
[1] "jklugman"

$`23986468`
[1] "JessicaScott09"

$`1323746928`
[1] "uscarolinanorte"

$`188192524`
[1] "carly_marx"

$`177715099`
[1] "danielrmorrison"

$`409259089`
[1] "Haj_Y"

$`173886475`
[1] "mfpirkey"

$`1075255843`
[1] "AllisonRMcGrath"

$`65970302`
[1] "emiledurkheim"

$`9242402`
[1] "marthacoe"

$`1631373060`
[1] "gabe_ignatow"

$`18171033`
[1] "j_farrell"

$`457134986`
[1] "ISheinheit"

$`412802971`
[1] "OlmosKool"

$`495295594`
[1] "Pathbrite"

$`338681803`
[1] "LaMafiaBurgos"

$`54871403`
[1] "Didem_Turkoglu"

$`32386320`
[1] "fabiorojas"

$`4509741`
[1] "msalganik"

$`18309026`
[1] "mcorey"

$`954340220`
[1] "bbconfusion"

$`17093617`
[1] "hootsuite"

$`661613`
[1] "alexhanna"

$`111412844`
[1] "mintytem"

$`1380409315`
[1] "plkirsch"

$`1128976639`
[1] "ShawnBauldry"

$`590222866`
[1] "JournalCFS"

$`983978676`
[1] "MAliKadivar"

$`13294782`
[1] "rjm328"

$`52193647`
[1] "smallact"

$`351906466`
[1] "vaiseys"

$`995147677`
[1] "bonilhapesquisa"

$`7966972`
[1] "jeremyfreese"

$`1478673560`
[1] "stamp"

$`18537994`
[1] "BuiltEnvHealth"

$`1458440143`
[1] "mlamont6"

$`22034883`
[1] "Jeremy_Levine"

$`596567206`
[1] "Dill_A_Taunt"

$`1151477612`
[1] "profmattwray"

$`1196619548`
[1] "CIRNetwork"

$`1441548582`
[1] "elarmstr"

$`16631984`
[1] "lillyp"

$`1411132370`
[1] "kimberlybrogers"

$`550443211`
[1] "brandoncgorman"

$`774304586`
[1] "sean_mccarron"

$`1388112362`
[1] "brsepulvado"

$`239152453`
[1] "KatonLaw"

$`442480428`
[1] "omar_lizardo"

$`263264823`
[1] "EllisMonk"

$`360746350`
[1] "emily_erikson"

$`1046881362`
[1] "Sociologix_pjb"

$`1256528269`
[1] "MaliqMatthew"

$`78403448`
[1] "christinahewes"

$`546918703`
[1] "chiragkasbekar"

$`182542362`
[1] "dbtindall"

$`16106294`
[1] "JesseHolcomb"

$`305602716`
[1] "DrKhalidMehmood"

$`23623046`
[1] "timelfen"

$`181027681`
[1] "Goofy_Inc"

$`299660811`
[1] "stuartbasten"

$`21457294`
[1] "kevinkarpiak"

$`145843788`
[1] "anthropoliteia"

$`328944228`
[1] "Podology1"

$`477336353`
[1] "kreissdaniel"

$`42945514`
[1] "noahgrand"

$`1093408603`
[1] "jrupertProctorU"

$`51113995`
[1] "smgaddis"

$`894152054`
[1] "PopSocialSci"

$`543978339`
[1] "JessicaLBurke18"

$`357988438`
[1] "simmelian"

$`61905793`
[1] "kta_nc"

$`16163217`
[1] "lukasneville"

$`18788476`
[1] "BradleyAKoch"

$`1126846274`
[1] "MackRyann"

$`21563045`
[1] "lisa_pearce"

$`25511340`
[1] "CorinneReczek"

$`121796196`
[1] "boysenandrew"

$`572189872`
[1] "cshartnett"

$`15684801`
[1] "mike_bader"

$`68857862`
[1] "robertvesco"

$`331765086`
[1] "AllisonMcKim"

$`436584129`
[1] "greenhiller42"

$`17236753`
[1] "_kellyhamilton"

$`594565064`
[1] "HaphazardSoc"

$`538576963`
[1] "DavidFeltmate"

$`627030795`
[1] "JennieBrand1"

$`383896635`
[1] "matthewDmathias"

$`703642807`
[1] "ryanalight"

$`605426336`
[1] "patrick_sharkey"

$`293790444`
[1] "drlongest"

$`263122187`
[1] "liamswiss"

$`888495474`
[1] "KaliRadical"

$`15975894`
[1] "gerryharrington"

$`60842052`
[1] "mattrevers"

$`15649207`
[1] "jimiadams"

$`186317110`
[1] "asociologist"

$`768147122`
[1] "CharlieSeguin"

$`4044061`
[1] "braydenk"

$`206479660`
[1] "tylerreny"

$`531071556`
[1] "TrevonDLogan"

$`899929926`
[1] "rwjfshpr"

$`922149835`
[1] "icicleking"

$`285229381`
[1] "GilesHC"

$`352779756`
[1] "drdavidjleonard"

$`15959904`
[1] "tommedvetz"

$`24879041`
[1] "sobierajs"

$`104071865`
[1] "WITWhat"

$`244661584`
[1] "emanabdelhadi"

$`16298958`
[1] "rarinald"

$`54980057`
[1] "chrisuggen"

$`919294448`
[1] "paul_dimaggio"

$`19188515`
[1] "edwardwalker"

$`321563970`
[1] "JessicaCalarco"

$`17580275`
[1] "ei_schwartz"

$`551230758`
[1] "SociologistRay"

$`381592902`
[1] "GabrielRossman"

$`38047391`
[1] "familyunequal"

$`29193463`
[1] "shamuskhan"

$`84653850`
[1] "BrendanNyhan"

What are My Favorite Tweets?

favorites<-favorites(user)
favorites
[[1]]
[1] "alliecmorgan: Excited to get started! Here's what I'll be up to for the next two weeks, in case you wanna follow along: https://t.co/WTX7g3hzyC"

[[2]]
[1] "omar_lizardo: Looks like Neil's beard is entering mid-career Peter Blau stage https://t.co/E9Ypnlu2fH"

[[3]]
[1] "jeremyfreese: Spotted in Palo Alto. I know nothing about the owner except that s/he has defeated us all at life. https://t.co/hJ5eWyWb2d"

[[4]]
[1] "msalganik: Announcing #FragileFamiliesChallenge getting started workshop Fri 6/23 in Princeton and everywhere via livestream:… https://t.co/JTJVUgrEyb"

[[5]]
[1] "thomasrdavidson: I just published “Social media and the 2017 general election” https://t.co/MJy8SbHl5L"

[[6]]
[1] "sgadarian: Not sure it's a big deal that @SenKamalaHarris gets interrupted more than her male colleagues during committee meetings? Here's some reading"

[[7]]
[1] "iowahawkblog: House of Cards is popular in DC because they prefer being depicted as homicidal evil geniuses than overpromoted student council morons"

[[8]]
[1] "intelwire: In other words, he's definitely going to do it https://t.co/Tj7FQlhNgf"

[[9]]
[1] "intelwire: @Drjohnhorgan OWWWWW MY BRAIN"

[[10]]
[1] "dfreelon: TFW someone cites you but gets a key stat wrong https://t.co/FezohbeIUx"

[[11]]
[1] "Nate_Cohn: The Merkel/Macron/Trudeau group text thread must be pretty great"

[[12]]
[1] "JessicaCalarco: A very loudly ticking biological clock (baby #2 is due in 9 days) is great for productivity. Grant revisions? Check. Book revisions? Check."

[[13]]
[1] "RuthBraunstein: Excited to announce that my book, Prophets &amp; Patriots: Faith in Democracy Across the Political Divide, is out! https://t.co/NW1OmyUZHE"

[[14]]
[1] "msalganik: Database of all papers using the Fragile Families data: https://t.co/6RTEHlGjX7 How could this be used for #FragileFamiliesChallenge?"

[[15]]
[1] "kreissdaniel: McCain doesn't seem okay."

[[16]]
[1] "Chanders: We suck."

[[17]]
[1] "Chanders: Cool conference in Oslo, featuring @chris_bail, @couldrynick @annliffey and others (CFP) https://t.co/tgvk90YtVh"

[[18]]
[1] "jboy: The call is out for Social Media &amp; Social Order, an int'l conference feat. @chris_bail, @couldrynick &amp; @annliffey: https://t.co/0SHDMyQpsz"

[[19]]
[1] "hasavrat: @SpeakerRyan Last fun factoid! Joe Strummer of The Clash was born in Ankara. (His Dad was a British diplomat at the… https://t.co/eWzLKP3ESA"

[[20]]
[1] "AlbertsonB2: I've told lots of classes that it's relatively easy to pass legislation when one party controls Congress and the White House. I'm sorry."

And Move it to Data Frame...

 

friendsdata <- twListToDF(friends)
followersdata <- twListToDF(followers)

Rate Limiting

  Even though APIs are far more convenient to use than screenscraping, they also prevent you from collecting too much data within too short a time frame (for a variety of reasons).

Find the Rate Limits

 

getCurRateLimitInfo()

...And if we want to look:

 

head(twitter_data)

Let's use the data we scraped...

 

Now let's take the data we scraped earlier and create a network of celebrities. First, we create a blank data frame to store data we get from the Twitter API:

twitter_network_data<-as.data.frame(NULL)

Figure out how many rows we have to scrape:

z<-nrow(twitter_data)

Our Loop

 

for(i in 1:z){
  user <- getUser(twitter_data$twitter_handles[i])
  people_user_follows <- user$getFriends()
  people_user_follows<-twListToDF(people_user_follows)
  people_user_follows$name_of_user<-twitter_data$twitter_handles[i]
  twitter_network_data<-rbind(twitter_network_data, people_user_follows)
  Sys.sleep(60)
  print(i)
}

But this would take too long

 

I've already scraped the data and saved it in our Dropbox:

load("Twitter Network Data.Rdata")

There are R packages for other APIs

 

Here are but a few: RgoogleMaps, Rfacebook, rOpenSci(this one combines many different APIs e.g. the Internet Archive), WDI,rOpenGov,rtimes

Many more are available but not yet on CRAN (install from github or using devtools)

There are also APIs that do Analysis for You!

 

For example, visualization (plotly)

Working with APIs from "scratch"

  What if you want to collect data from an API that does not have an R package?

Let's pretend there is no R package for Google Maps

 

We can look for patterns in API queries in the documentation:

https://maps.googleapis.com/maps/api/geocode/json?address=Durham,NorthCarolina&sensor=false

In this case, address goes between the first = and the &

Let's write a function

 

findGPS <- function(address) {
 beginning <- "http://maps.google.com/maps/api/geocode/json?"
 paster <- paste0(beginning,"address=", address, "&sensor=false")
 return(URLencode(paster))
}

Let's try our function

 

findGPS("Durham, North Carolina")
[1] "http://maps.google.com/maps/api/geocode/json?address=Durham,%20North%20Carolina&sensor=false"

Sweet sweet JSON!

 

Now we need to get the JSON

  We need the RJSONIO package- or alternatively the more recent jsonlite package:

library(RJSONIO)
page<-findGPS("Durham, North Carolina")
gpscoordinates <- fromJSON(page)
latitude <- gpscoordinates$results[[1]]$geometry$location["lat"]
longitude <- gpscoordinates$results[[1]]$geometry$location["lng"]
gps<-c(latitude, longitude)
gps

And repeat/loop...

 

We good then write a loop where we pass a list of different town/state names through a loop with our** findGPS **function.

One Final Tip: Unix Time/Dates

 

At some point you will probably need to work with time stamps- particularly if you collect data from a social media site

One Final Tip: Unix Time/Dates

 

Unix time is seconds that have elapsed since 1/1/1970. Handy because it is a consistent format that can be grouped easily, but most time stamps will look like dates. To handle these use strptime

x <- strptime(c("2006-01-08 10:07:52", "2006-08-07 19:33:02"),"%Y-%m-%d %H:%M:%S", tz = "EST5EDT")
x
[1] "2006-01-08 10:07:52 EST" "2006-08-07 19:33:02 EDT"

QUESTIONS?

Summary

 

Screen-scraping has become “old-school.” It is probably only useful if you want to scrape data from older web pages, or decidedly public pages such as Wikipedia

Summary

 

APIs are much more promising, but they have significant limitations as well (e.g. data owneserhip issues, rate limiting, data are prepared for app-construction/advertising instead of social science)

Remember:

 

Read the terms of service.

APIs of Interest to Social Scientists

 

This is a crowd-sourced list of APIs that may be of interest to social scientists which I curate:

QUESTIONS?

AFTER LUNCH: BUILDING APPS FOR SOCIAL SCIENCE RESEARCH

LUNCH