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NICAR18 Tweets

================

This is a dedicated repository for tracking #NICAR18 tweets (the official hashtag of 2018 annual Computer-Assisted Reporting Conference).

Data

rtweet

Whether you lookup the status IDs or search/stream new tweets, you'll need to make sure to install the rtweet package. The code below will install [if it's not already] and load rtweet.

## install rtweet if not already
if (!requireNamespace("rtweet", quietly = TRUE)) {
  install.packages("rtweet")
}

## load rtweet
library(rtweet)
#> 
#> Attaching package: 'rtweet'
#> The following object is masked from 'package:tfse':
#> 
#>     round_time

Our data collection method is described in detail below. However, if you want to get straight to the data, simply run the following code:

## download status IDs file
download.file(
  "https://github.com/computer-assisted-reporting/NICAR18/blob/master/data/search-ids.rds?raw=true",
  "NICAR18_status_ids.rds"
)

## read status IDs fromdownloaded file
ids <- readRDS("NICAR18_status_ids.rds")

## lookup data associated with status ids
rt <- rtweet::lookup_tweets(ids$status_id)

Search

One of the easiest ways to gather Twitter data is to search for the data (using Twitter's REST API). Unlike streaming, searching makes it possible to go back in time. Unfortunately, Twitter sets a rather restrictive cap–roughly nine days–on how far back you can go. Regardless, searching for tweets is often the preferred method. For example, the code below is setup in such a way that it can be executed once [or even several times] a day throughout the conference. See the R code here.

Here's some example code showing what essentially we're doing to collect the data:

## search terms
nicar18conf <- c("NICAR18", "NICAR2018", "IRE_NICAR")

## search for up to 10,000 tweets mentioning nicar18
rt <- search_tweets(paste(nicar18conf, collapse = " OR "), n = 10000)

Explore

To explore the Twitter data, we recommend using the tidyverse packages. We're also using a customized ggplot2 theme. See the R code here.

Tweet frequency over time

To create the image below, the data were summarized into a time series-like data frame and then plotted in order depict the frequency of tweets–aggregated in two-hour intevals–about #nicar18 over time. See the R code here.

 

Positive/negative sentiment

Next, some sentiment analysis of the tweets so far. See the R code here.

 

Semantic networks

The image below depicts a quick and dirty visualization of the semantic network (connections via retweet, quote, mention, or reply) as it is observed in the data. See the R code here.

 

Ideally, the network visualization would be an interactive, searchable graphic. Since it's not, I've printed out the node size values below.

rank screen_name log_n
1 @IRE_NICAR 11.426
2 @MacDiva 10.073
3 @Danict89 9.606
4 @iff_or 7.927
5 @dataeditor 7.685
6 @susannahlocke 7.664
7 @albertocairo 7.653
8 @christinezhang 7.534
9 @rachelwalexande 7.332
10 @itsgeorrge 7.286
11 @mizzousundevil 7.075
12 @asduner 6.991
13 @barbaramaseda 6.780
14 @merbroussard 6.780
15 @martinstabe 6.742
16 @fvaraorta 6.639
17 @myersjustinc 6.560
18 @ultracasual 6.371
19 @LNdata 6.358
20 @Cezary 6.316
21 @AditiHBhandari 6.232
22 @palewire 6.131
23 @sandhya__k 6.058
24 @charlesornstein 6.014
25 @greglinch 5.954
26 @sarhutch 5.877
27 @dancow 5.862
28 @TWallack 5.768
29 @hadleywickham 5.721
30 @Maid_Marianne 5.624
31 @DougHaddix 5.591
32 @Riogringa 5.575
33 @JSKstanford 5.558
34 @digiphile 5.508
35 @carla_astudi 5.491
36 @sharon000 5.474
37 @jkteoh 5.474
38 @mikejcorey 5.354
39 @emamd 5.319
40 @datentaeterin 5.319
41 @stiles 5.265
42 @NataliaMazotte 5.211
43 @gijn 5.175
44 @jeremycaplan 5.138
45 @salcedonews 5.138
46 @SophieWarnes 5.119
47 @derekwillis 5.101
48 @PatrickMGarvin 5.101
49 @JonSCollins 5.006
50 @Jeremy_CF_Lin 5.006
51 @areena_arora 4.947
52 @bymarkwalker 4.908
53 @paldhous 4.888
54 @dhmontgomery 4.848
55 @SStirling 4.848
56 @chrishagan 4.828
57 @forestgregg 4.808
58 @TaylorJHartz 4.808
59 @fabiolatorres 4.808
60 @charlesminshew 4.746
61 @mjbeckel 4.746
62 @jazzmyth 4.725
63 @nausheenhusain 4.704
64 @_thetextfiles 4.683
65 @cerealcommas 4.683
66 @djordjepadejski 4.662
67 @grovesprof 4.662
68 @brentajones 4.619
69 @MaryJoWebster 4.619
70 @jrue 4.619
71 @lenagroeger 4.598
72 @kbmiami 4.598
73 @jonkeegan 4.576
74 @AnnaFlagg 4.576
75 @momiperalta 4.532
76 @richgor 4.532
77 @maxharlow 4.510
78 @_erinmansfield 4.510
79 @ucbsoj 4.510
80 @internetrebecca 4.487
81 @macloo 4.465
82 @theboysmithy 4.465
83 @NewsbySchmidt 4.442
84 @readelev 4.419
85 @ofadam 4.396
86 @haddadme 4.373
87 @KarrieKehoe 4.350
88 @MissRyley 4.350
89 @webjournalist 4.326
90 @miguelpaz 4.326
91 @opennews 4.326
92 @losowsky 4.302
93 @abtran 4.302
94 @knightlab 4.302
95 @MargotWilliams 4.278
96 @anlugonz 4.278
97 @fcoel 4.254
98 @kearneymw 4.205
99 @ProPublica 4.205
100 @jeremybowers 4.205
101 @tylrfishr 4.180
102 @ChadSDay 4.155
103 @DDJ_Tools 4.155
104 @CarlieProcell 4.130
105 @carlosrvirgen 4.130
106 @SamanthaSunne 4.130
107 @city_bureau 4.130
108 @pickoffwhite 4.079
109 @jayohday 4.079
110 @ndiakopoulos 4.053
111 @kristinhussey1 4.053
112 @jonathanstray 4.053
113 @fexi 4.053
114 @otraletra 4.027
115 @nhannahjones 4.027
116 @ByNinaMartin 4.027
117 @LaSharah 4.027
118 @derekkravitz 4.027
119 @mtdukes 4.000
120 @LauraC_Moscoso 3.974
121 @kennelliott 3.974
122 @chrisjeavans 3.974
123 @omayasosa 3.947
124 @angshah 3.947
125 @rachel_shorey 3.947
126 @derekeder 3.947
127 @DeniseMalan 3.920
128 @MikeStucka 3.920
129 @sarambsimon 3.892
130 @alysiasanto 3.892
131 @michelleminkoff 3.892
132 @maggiemulvihill 3.864
133 @lamthuyvo 3.864
134 @knightfdn 3.864
135 @ByJohnRRoby 3.864
136 @cephillips 3.836
137 @giannagruen 3.836
138 @cpipr 3.779
139 @SunFoundation 3.779
140 @a_mendelson 3.750
141 @mazet 3.750
142 @StephenStockTV 3.691
143 @TishaESPN 3.691
144 @nixonron 3.691
145 @JohnMuyskens 3.661
146 @OpenSemSearch 3.661
147 @rtburg 3.631
148 @zubakskees 3.600
149 @DK_NewsData 3.600
150 @BrettMmurphy 3.600
151 @journtoolbox 3.600
152 @shmcminn 3.600
153 @JessicaHuseman 3.600
154 @marc_smith 3.600
155 @levinecarrie 3.600
156 @schwanksta 3.569
157 @Disha_RC 3.569
158 @cjworkbench 3.569
159 @benlkeith 3.569
160 @gerald_arthur 3.569
161 @LoBenichou 3.569
162 @kimbriellwapo 3.537
163 @ahofschneider 3.537
164 @npenzenstadler 3.537
165 @aric_chokey 3.537
166 @katchicago 3.537
167 @eads 3.537
168 @mattdrange 3.505
169 @HamdanAzhar 3.505
170 @edbice 3.505
171 @bencschmitt 3.505
172 @msanchezMIA 3.472
173 @dataKateR 3.472
174 @dangerscarf 3.472
175 @jpeebles 3.440
176 @davidherzog 3.440
177 @gebeloffnyt 3.440
178 @LeilaHaddou 3.440
179 @AnnieWaldman 3.440
180 @matt_kiefer 3.440
181 @DeniseDSLu 3.440
182 @typodactyl 3.406
183 @jordanrau 3.406
184 @magiccia 3.406
185 @MoizSyed 3.406
186 @JournoKateH 3.406
187 @elliot_bentley 3.406
188 @ashlynstill 3.372
189 @cbaxter1 3.372
190 @rararahima 3.372
191 @kavyaSukumar 3.372
192 @allisonsross 3.372
193 @Gregatao 3.372
194 @mshelton 3.372
195 @dataandme 3.338
196 @anieldaniel 3.338
197 @susie_c 3.303
198 @amyjo_brown 3.267
199 @SooOh 3.267
200 @JakeaEkdahl 3.267
201 @CynthFernandez 3.231
202 @angelicadesigns 3.231
203 @wardrachel 3.231
204 @sarahanneconway 3.231
205 @mizamudio 3.231
206 @columbiajourn 3.231
207 @EscolaDeDados 3.231
208 @ravenben 3.195
209 @nilesmedia 3.195
210 @JaymeKFraser 3.195
211 @deldeib 3.195
212 @VigneshR 3.195
213 @j_la28 3.195
214 @euniceylee 3.157
215 @MJBerens1 3.157
216 @SeraMak 3.157
217 @emilywithrow 3.157
218 @KenichiSerino 3.157
219 @kellycalagna 3.157
220 @AlexMahadevan 3.157
221 @HilkeSchellmann 3.157
222 @JoeYerardi 3.157
223 @Tessa_Weinberg 3.119
224 @lucyparsonslabs 3.119
225 @tiffehr 3.119
226 @sarahalvarezMI 3.119
227 @harrisj 3.080
228 @NicoleKDan 3.080
229 @TTBallantyne 3.080
230 @Eeshapendharkar 3.080
231 @felavsky 3.080
232 @joannaskao 3.080
233 @LaurenRohr 3.080
234 @JonRMcClure 3.080
235 @beckyyerak 3.080
236 @khantasha 3.080
237 @ICFJ 3.080
238 @MadiLAlexander 3.041
239 @JacopoOttaviani 3.041
240 @antoniocuga 3.041
241 @kschorsch 3.041
242 @BritRenee_ 3.041
243 @amber_waves 3.001
244 @mfederis 3.001
245 @hunter_owens 3.001
246 @MeganLuther 3.001
247 @sfrostenson 3.001
248 @cthydng 3.001
249 @amgarrettphoto 3.001
250 @nassos_ 3.001
251 @John__Sadler 2.959
252 @TowCenter 2.959
253 @anfuller 2.959
254 @darlacameron 2.959
255 @amandabee 2.959
256 @br_data 2.959
257 @bpopken 2.959
258 @AKSarahB 2.959
259 @TimBroderick 2.959
260 @morisy 2.917
261 @brianboyer 2.917
262 @MeghanHoyer 2.917
263 @KenoyerKelly 2.917
264 @amayaverde 2.917
265 @molliehanley 2.917
266 @sh_devulapalli 2.917
267 @EPetenko 2.875
268 @yoli_martinez 2.875
269 @CoreyGJohnson 2.875
270 @AJVicens 2.875
271 @jbenton 2.875
272 @mgafni 2.831
273 @toholdaquill 2.831
274 @StuartCLT 2.831
275 @asuozzo 2.831
276 @nickswyter 2.831
277 @knowtheory 2.831
278 @ToTheVictor 2.831
279 @thomasgpadilla 2.786
280 @gretakaul 2.786
281 @gregmunno 2.786
282 @alastairgee 2.786
283 @gaufre 2.786
284 @allyjarmanning 2.786
285 @NadineSebai 2.786
286 @hannah_recht 2.786
287 @DaveeJonesLock 2.740
288 @ChristyGutowsk1 2.740
289 @miriamkp 2.740
290 @campbellronaldw 2.740
291 @smfrogers 2.740
292 @UlrikBaltzer 2.740
293 @elthenerd 2.740
294 @act_rational 2.740
295 @gufalei 2.740
296 @MizellStewart 2.692
297 @MateoClarke 2.692
298 @songbogong 2.692
299 @MuckRock 2.692
300 @paulbradshaw 2.692
301 @scott2b 2.692
302 @bikeprof 2.692
303 @caseymmiller 2.692
304 @chrisschnaars 2.644
305 @akesslerdc 2.644
306 @DrewOCCRP 2.644
307 @pamelagdempsey 2.644
308 @ChicagoReporter 2.644
309 @joemurph 2.644
310 @marymhudetz 2.644
311 @91_pometti 2.644
312 @Bahareh360 2.644
313 @lenifaye 2.644
314 @NiemanLab 2.644
315 @digitalamysw 2.594
316 @TeriSforza 2.594
317 @geoffhing 2.594
318 @jersey_janet 2.594
319 @rgibbs 2.594
320 @hollyhacker 2.542
321 @txtianmiller 2.542
322 @ceostroff 2.542
323 @cherylwt 2.542
324 @ssdatar 2.542
325 @ssktanaka 2.542
326 @katie_rcfp 2.542
327 @DataMadeCo 2.542
328 @pilhofer 2.542
329 @ericuman 2.542
330 @mpiccorossi 2.542
331 @SamataJo 2.542
332 @kleinmatic 2.542
333 @credcoalition 2.542
334 @IAmStevenPotter 2.489
335 @source 2.489
336 @JeffHargarten 2.489
337 @gabriellecalise 2.489
338 @FedorZarkhin 2.489
339 @allthingscensus 2.489
340 @d_holli 2.489
341 @eklucas 2.489
342 @pinardag 2.489
343 @adinarayan 2.434
344 @RayLong 2.434
345 @ranjchak 2.434
346 @DetroitReporter 2.434
347 @robroc 2.434
348 @queenalma19 2.434
349 @_chloelessard_ 2.434
350 @robschoeffel 2.434
351 @bethfertig 2.434
352 @lyonwj 2.434
353 @BuildCoffee 2.434
354 @robertrdenton 2.378
355 @Ukingsdata 2.378
356 @jasongrotto 2.378
357 @getcraftyaf 2.378
358 @blatchfordtr 2.378
359 @OpenSecretsDC 2.378
360 @luisdaniel12 2.378
361 @RobertBenincasa 2.378
362 @danielschuman 2.378
363 @ryanpitts 2.378
364 @smr_foundation 2.378
365 @dankeemahill 2.378
366 @CEssig 2.378
367 @JenAFifield 2.378
368 @juliaritchey 2.319
369 @louisekiernan 2.319
370 @IJNet 2.319
371 @reginafcompton 2.319
372 @Vince_Dixon_ 2.319
373 @opencorporates 2.319
374 @tylermachado 2.319
375 @rwells1961 2.319
376 @rcfp 2.319
377 @ReutersPR 2.319
378 @guilherme_amado 2.319
379 @kateconger 2.319
380 @EvanWyloge 2.258
381 @RachelleFaroul 2.258
382 @KCnSunshineJam 2.258
383 @texifter 2.258
384 @storybench 2.258
385 @HartlandZoe 2.258
386 @jonahshai 2.258
387 @zstumgoren 2.258
388 @CaitMcGlade 2.258
389 @heychrisbarr 2.258
390 @JuliaJRH 2.258
391 @TimHendersonSL 2.258
392 @Evie_xing 2.258
393 @nwatzman 2.258
394 @nodexl 2.258
395 @jburnmurdoch 2.194
396 @JournalismSandy 2.194
397 @No_Little_Plans 2.194
398 @eman_thedataman 2.194
399 @sarahcnyt 2.194
400 @zhoyoyo 2.194
401 @esagara 2.194
402 @cameronhickey 2.194
403 @Clarii_D 2.194
404 @disolis 2.194
405 @shansquared 2.194
406 @ICFJKnight 2.194
407 @SamRoe 2.194
408 @saleemkhan 2.194
409 @shiying_cheng 2.194
410 @luciovilla 2.194
411 @Jingnan_Huo 2.127
412 @bugsact 2.127
413 @Botometer 2.127
414 @GENinnovate 2.127
415 @juliacarriew 2.127
416 @john_diedrich 2.127
417 @bcumedia 2.127
418 @miss_melanieg 2.127
419 @nicoledahmen 2.127
420 @lisalsong 2.127
421 @jcsouth 2.127
422 @UFJSchool 2.127
423 @jlstro 2.127
424 @gijnAfrica 2.127
425 @AxiosVisuals 2.127
426 @MurphyWoodhouse 2.127
427 @Fvjones 2.057
428 @just_rashida 2.057
429 @DATABASE_HULK 2.057
430 @irworkshop 2.057
431 @iuinfograd 2.057
432 @gijnArabic 2.057
433 @caryaspinwall 2.057
434 @JeffKLO 2.057
435 @write_this_way 2.057
436 @NYTInteractive 2.057
437 @ChiAppleseed 2.057
438 @JacquieEli 2.057
439 @ChiDM 2.057
440 @some_yeo 2.057
441 @KaplanDave 2.057
442 @gluissandoval 2.057
443 @pierreconti 2.057
444 @ProPublicaIL 2.057
445 @eidietrich 2.057
446 @walt_jw 2.057
447 @GenPopMag 2.057
448 @iaivanova 2.057
449 @PaigeBlank 2.057
450 @JadJaffar 1.983
451 @Lindenberger 1.983
452 @nat_orenstein 1.983
453 @kclarkcollege 1.983
454 @nicolelzhu 1.983
455 @ashhwu 1.983
456 @latguild 1.983
457 @justinJprice 1.983
458 @SPIEGEL_Data 1.983
459 @mbgerring 1.983
460 @WSJGraphics 1.983
461 @Interhacktives 1.983
462 @KHNews 1.983
463 @JaredRutecki 1.983
464 @mack_oxenden 1.983
465 @kcrowebasspro 1.983
466 @resentfultweet 1.983
467 @JOVRNALISM 1.983
468 @midatalove 1.983
469 @biffud 1.983
470 @gridinoc 1.983
471 @ReporterTopher 1.905
472 @citizenkrans 1.905
473 @DiannaNanez 1.905
474 @UNCMJschool 1.905
475 @YAN0 1.905
476 @bmyeung 1.905
477 @lwalsh 1.905
478 @dougwmoore 1.905
479 @kissane 1.905
480 @ChristieJules 1.905
481 @neenahyena 1.905
482 @BayAreaData 1.905
483 @hannahsbirch 1.905
484 @ChrisLKellerLAT 1.905
485 @stephanierlamm 1.905
486 @MattCData 1.905
487 @tylerallyndavis 1.905
488 @BradQSkillman 1.905
489 @stekhn 1.905
490 @gilra 1.905
491 @uwork4utah 1.822
492 @PBienenfeld 1.822
493 @jpheasly 1.822
494 @jeanhuguesroy 1.822
495 @CraigPalosky 1.822
496 @Orla_McCaffrey 1.822
497 @JoshKalov 1.822
498 @manny_garcia1 1.822
499 @NAHJ 1.822
500 @sarahsalvadore 1.822
501 @neo4j 1.822
502 @BR_Presse 1.822
503 @GerryLanosga 1.822
504 @garveymcvg 1.822
505 @priyakkumar 1.822
506 @toreyvanoot 1.822
507 @jhett93 1.822
508 @adventurejason 1.822
509 @ReporterGina 1.822
510 @Lmazade 1.822
511 @DanielPWWood 1.822
512 @gopTODD 1.732
513 @JackHowa 1.732
514 @jackgillum 1.732
515 @damienwillis 1.732
516 @gijnRu 1.732
517 @nsandlin 1.732
518 @aschweig 1.732
519 @onlyandrewn 1.732
520 @_NatalieEscobar 1.732
521 @RobertMaguire_ 1.732
522 @micahflee 1.732
523 @MattTheJourno 1.732
524 @abbyblachman 1.732
525 @kmaepetrin 1.732
526 @jczamora 1.732
527 @aweiss 1.732
528 @jfreirenet 1.732
529 @LATdatadesk 1.732
530 @Carlapedret 1.732
531 @mcrosasb 1.732
532 @ajmnoble 1.732
533 @egabler 1.732
534 @Sara_Wise 1.732
535 @boakyecitifm 1.732
536 @thensim0nsaid 1.732
537 @tweetbaack 1.732
538 @MonaChalabi 1.732
539 @degarciaknight 1.732
540 @mielafetaw 1.732
541 @hwise29 1.732
542 @ChicagoEl 1.636
543 @AngelaTCR 1.636
544 @iaincollins 1.636
545 @chrissiemurray 1.636
546 @jason_paladino 1.636
547 @AJInvestigates 1.636
548 @da_blatt 1.636
549 @SunshineWeek 1.636
550 @reporterbrooke 1.636
551 @maggie_a_lee 1.636
552 @sdooling 1.636
553 @The_Dean 1.636
554 @JacobNierenberg 1.636
555 @SouthSideWeekly 1.636
556 @niemanfdn 1.636
557 @kylebentle 1.636
558 @tgregoryreports 1.636
559 @cocteau 1.636
560 @MUOBrien 1.636
561 @MUCollegeofComm 1.636
562 @databyler 1.636
563 @venohr 1.636
564 @crit 1.636
565 @cdrentz 1.636
566 @rdmurphy 1.636
567 @mhkeller 1.636
568 @SteveBisaha 1.636
569 @ElenaFerrarin 1.636
570 @slifty 1.636
571 @JoonParkMusic 1.636
572 @Cathy_MeiyingHe 1.636
573 @anmccartney 1.636
574 @Mapbox 1.636
575 @GurmanBhatia 1.636
576 @LeeVGaines 1.636
577 @AlenaMaschke 1.636
578 @biconnections 1.636
579 @kelsey_ryan 1.531
580 @briankrebs 1.531
581 @josephmenn 1.531
582 @SeanFDriscoll 1.531
583 @J_Hancock 1.531
584 @McNeill_Tweets 1.531
585 @globalnation 1.531
586 @Dinsmore 1.531
587 @myersnews 1.531
588 @DerSPIEGEL 1.531
589 @AmyCesal 1.531
590 @nerdishtendency 1.531
591 @TerahBoyd 1.531
592 @kwashy12 1.531
593 @sobrejornalismo 1.531
594 @zuckerco 1.531
595 @liladerm 1.531
596 @DJNF 1.531
597 @RachelSB 1.414
598 @Brizzyc 1.414
599 @truthyatindiana 1.414
600 @CISLMUNC 1.414
601 @juliasilge 1.414
602 @Yanazure 1.414
603 @talkingbiznews 1.414
604 @jeremybmerrill 1.414
605 @InfoAmazonia 1.414
606 @NYUDataScience 1.414
607 @NewsResearch 1.414
608 @joemahr 1.414
609 @mvtopic 1.414
610 @nostarch 1.414
611 @ndungca 1.414
612 @KateMacArthur 1.414
613 @Dataminr 1.414
614 @ViolenzaDentro 1.414
615 @ajlabs 1.414
616 @mediatwit 1.414
617 @Citizen_Cate 1.414
618 @tkb 1.414
619 @dustyrhodes919 1.282
620 @gteresa 1.282
621 @BlueDotSessions 1.282
622 @LMWeidman 1.282
623 @news_klaxon 1.282
624 @caelainnbarr 1.282
625 @jrebert97 1.282
626 @loganex 1.282
627 @Dan_CARINO 1.282
628 @jsmithrichards 1.282
629 @practicalsql 1.282
630 @runasand 1.282
631 @kcecireyes 1.282
632 @ChanceyFleet 1.282
633 @GarrettSantora 1.282
634 @cwebb_bi 1.282
635 @21stShow 1.282
636 @c_milneil 1.282
637 @ZapOracles 1.282
638 @AgNews_Otto 1.129
639 @mattwynn 1.129
640 @UFCJCLibrarian 1.129
641 @currentpubmedia 1.129
642 @DanielleBMcLean 1.129
643 @_lucysherman 1.129
644 @kreighbaum 1.129
645 @jfloyd134 1.129
646 @portlandmercury 1.129
647 @thejessicabrady 1.129
648 @BBGVisualData 1.129
649 @kvnmiller 1.129
650 @davidbschultz 1.129
651 @realavivahr 1.129
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