#ddj, Twitter, 1/28/2019 3:10:32 AM, 183417


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#ddj_2019-01-27_18-48-09.xlsx
#ddj_2019-01-27_18-48-09.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 28, 2019
Short Description:
#ddj via NodeXL http://bit.ly/2DEZRNH
@gijn
@albertocairo
@maid_marianne
@ddjournalism
@pinardag
@plateauton
@danict89
@fexi
@scicar17ff
@gijnru

Top hashtags:
#ddj
#dataviz
#datajournalism
#opensource
#vg
#data
#scicar19
#digitalhumanities
#dj
#suche

Description:
Description
The graph represents a network of 625 Twitter users whose tweets in the requested range contained "#ddj", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 28 January 2019 at 02:48 UTC.

The requested start date was Monday, 28 January 2019 at 01:01 UTC and the maximum number of days (going backward) was 6.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 5-day, 19-hour, 59-minute period from Tuesday, 22 January 2019 at 01:09 UTC to Sunday, 27 January 2019 at 21:09 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 625
Unique Edges : 1154
Edges With Duplicates : 279
Total Edges : 1433
Number of Edge Types : 3
Mentions : 1260
Tweet : 160
Replies to : 13
Self-Loops : 160
Reciprocated Vertex Pair Ratio : 0.0280701754385965
Reciprocated Edge Ratio : 0.0546075085324232
Connected Components : 64
Single-Vertex Connected Components : 25
Maximum Vertices in a Connected Component : 465
Maximum Edges in a Connected Component : 1212
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 4.420088
Graph Density : 0.0030051282051282
Modularity : 0.696081
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[31] https://gijn.org/2019/01/24/gijns-data-journalism-top-10-drcs-election-fraud-san-franciscos-interactive-art-ultimate-data-viz-list/
[14] http://datadrivenjournalism.net/news_and_analysis/snowball_editorial_the_journey_that_brought_you_the_data_journalism_handboo
[14] https://twitter.com/forsetge/status/1087291373538197505
[12] https://interactif.tdg.ch/2018/utilisation-du-territoire-tdg/
[10] https://mailchi.mp/013b21e47782/veri-bulteni-14
[8] https://projekte.sueddeutsche.de/artikel/kultur/gender-wie-gleichberechtigt-sind-kinderbuecher-e970817/
[8] https://twitter.com/nicolaskb/status/1072510415098269696
[7] https://cma.media/events/2019/1/25/denver-data-storytellers-alberto-cairo-event
[7] https://twitter.com/Maid_Marianne/status/1087983441340186624
[4] http://www.verigazeteciligi.com/okullarda-acik-veri-egitimi-acik-veri-egitimde-nasil-yarar-saglayabilir/

Top URLs in Tweet in G1:
[29] https://gijn.org/2019/01/24/gijns-data-journalism-top-10-drcs-election-fraud-san-franciscos-interactive-art-ultimate-data-viz-list/
[2] https://www.dw.com/en/dw-akademie/dataship/s-46570656
[1] https://gijn.org/2019/01/17/gijns-data-journalism-top-10-pirates-vs-princesses-buenos-aires-crime-awards-fellowships/
[1] http://brexit-monitor.eu
[1] https://beritagar.id/
[1] https://gijn.org/2019/01/18/what-the-experts-expect-for-data-journalism-in-2019/

Top URLs in Tweet in G2:
[13] https://twitter.com/forsetge/status/1087291373538197505
[11] http://datadrivenjournalism.net/news_and_analysis/snowball_editorial_the_journey_that_brought_you_the_data_journalism_handboo
[9] https://mailchi.mp/013b21e47782/veri-bulteni-14
[7] https://twitter.com/Maid_Marianne/status/1087983441340186624
[4] http://www.verigazeteciligi.com/okullarda-acik-veri-egitimi-acik-veri-egitimde-nasil-yarar-saglayabilir/
[3] https://www.voyd.org.tr/tr/blog/2-172
[3] https://vizhub.com/
[3] http://www.verigazeteciligi.com/github-uzerinden-calismanizi-saglayan-veri-gorsellestirme-platformu-vizhub-com/
[3] http://www.verigazeteciligi.com/2019-acik-veri-gunu-etkinlik-kayitlari-basladi/
[3] http://www.verigazeteciligi.com/geodata-merger-veri-setlerini-birlestirir/

Top URLs in Tweet in G3:
[2] https://blog.okfn.org/2018/01/18/publication-a-field-guide-to-fake-news-and-other-information-disorders/?utm_content=buffera2e17&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://engagedjournalism.com/news/eight-european-news-organisations-were-supporting-to-take-engaged-journalism-to-the-next-level
[1] https://medium.com/jsk-class-of-2019/10-things-about-ai-every-newsroom-should-know-19745dac8ad7
[1] https://medium.com/we-are-the-european-journalism-centre/its-time-to-look-more-critically-at-data-journalism-a637f27509d9
[1] https://gijn.org/researching-corporations-and-their-owners/
[1] https://www.abc.net.au/news/2018-09-28/fake-news-how-hard-is-it-to-make-a-deepfake-video/10313906
[1] https://xeno.graphics/
[1] https://gijn.org/2019/01/11/document-of-the-day-visual-vocabulary
[1] https://www.data-to-viz.com/?mc_cid=c1a805ba14&mc_eid=4ca1d4cbc8
[1] https://medium.com/we-are-the-european-journalism-centre/its-time-to-look-more-critically-at-data-journalism-a637f27509d9?utm_content=buffer80e9e&utm_medium=social&utm_source=twitter.com&utm_campaign=ejcsocial

Top URLs in Tweet in G4:
[7] https://cma.media/events/2019/1/25/denver-data-storytellers-alberto-cairo-event
[2] https://twitter.com/albertocairo/status/1088066713307017216
[2] https://newslifespan.com/
[1] http://cplusj.org
[1] https://twitter.com/neilthurman/status/1089075076551585792
[1] https://twitter.com/axios/status/1088811994067685377
[1] https://nzzl.us/R1NKvnX
[1] https://subscribe.ft.com/barrier/logic?location=https%3A%2F%2Fig.ft.com%2Fscience-of-charts&referer=&classification=conditional_standard

Top URLs in Tweet in G5:
[8] https://projekte.sueddeutsche.de/artikel/kultur/gender-wie-gleichberechtigt-sind-kinderbuecher-e970817/
[2] http://apps.katharinabrunner.de/destatiscleaner/
[1] https://subscribe.ft.com/barrier/logic?location=https%3A%2F%2Fig.ft.com%2Fscience-of-charts%2F&referer=&classification=conditional_standard
[1] https://interactif.tdg.ch/2018/utilisation-du-territoire-tdg/?openincontroller
[1] https://www.nytimes.com/interactive/2019/01/21/business/trump-stock-market.html?smid=tw-share

Top URLs in Tweet in G6:
[1] https://opensemanticsearch.org
[1] https://dhd2019.org/programm/mo/900-1030/workshop-235/
[1] http://www.br.de/volontariat
[1] https://gijn.org/2019/01/18/what-the-experts-expect-for-data-journalism-in-2019/
[1] https://scicar.de/files/cfp19dt.pdf
[1] https://scicar.de/files/cfp19en.pdf

Top URLs in Tweet in G7:
[2] https://www.tagesspiegel.de/themen/presseportal/personalie-tagesspiegel-startet-innovation-lab/23905018.html
[1] https://twitter.com/HelenaWittlich/status/1088469312917176320

Top URLs in Tweet in G8:
[3] http://datadrivenjournalism.net/news_and_analysis/snowball_editorial_the_journey_that_brought_you_the_data_journalism_handboo
[1] https://www.instagram.com/p/Bs6vpAFHZS2/?utm_source=ig_twitter_share&igshid=or1bqozzfmch
[1] https://www.nsctotal.com.br/colunistas/caixa-de-dados/as-cidades-que-mais-investiram-em-saude-em-sc-e-as-que-menos-gastaram-por
[1] https://www.instagram.com/p/Bs8fgKNAD6I/?utm_source=ig_twitter_share&igshid=1uwvnbzwujwcm
[1] https://twitter.com/EUCouncilPress/status/1087811402520317953
[1] https://link.medium.com/26lZSTF9GT
[1] https://gijn.org/2019/01/18/what-the-experts-expect-for-data-journalism-in-2019/
[1] https://subscribe.ft.com/barrier/logic?location=https%3A%2F%2Fig.ft.com%2Fscience-of-charts%2F&referer=&classification=conditional_standard
[1] https://www.instagram.com/p/Bs-l8JGl9V4/?utm_source=ig_twitter_share&igshid=15oylry85o87q
[1] https://www.instagram.com/p/Bs_AHZaAJwM/?utm_source=ig_twitter_share&igshid=1jolc5og4o4n8

Top URLs in Tweet in G9:
[6] https://twitter.com/nicolaskb/status/1072510415098269696
[1] https://twitter.com/jugendhackt/status/1087999980818841600
[1] http://www.journalistenschule-ifp.de/seminardetails/950
[1] https://www.schwaebische.de/sueden/baden-wuerttemberg_artikel,-sind-autobahnen-mit-tempolimit-sicherer-_arid,10784485.html
[1] https://docs.google.com/document/d/1pQkmbk_qITCCqe8zoJ7cPqEjpVlaFqXs1fMZt5FKf08/edit
[1] https://ksj.mit.edu/data-journalism-tools/
[1] https://twitter.com/forsetge/status/1087291373538197505

Top URLs in Tweet in G10:
[1] https://www.tandfonline.com/doi/full/10.1080/21670811.2018.1554409
[1] https://www.tandfonline.com/doi/full/10.1080/21670811.2018.1505437
[1] https://twitter.com/ftdata/status/1087624720885927936
[1] https://twitter.com/plateauton/status/1088462550352752640

Top Domains
Top Domains in Tweet in Entire Graph:
[59] twitter.com
[38] gijn.org
[29] herodote.net
[17] verigazeteciligi.com
[15] tdg.ch
[14] datadrivenjournalism.net
[13] wikipedia.org
[11] mailchi.mp
[9] org.tr
[8] sueddeutsche.de

Top Domains in Tweet in G1:
[31] gijn.org
[2] dw.com
[1] brexit-monitor.eu
[1] beritagar.id

Top Domains in Tweet in G2:
[27] twitter.com
[17] verigazeteciligi.com
[11] datadrivenjournalism.net
[10] mailchi.mp
[7] org.tr
[3] gijn.org
[3] vizhub.com
[3] ijnet.org
[3] datajournalismawards.org
[1] theatlas.com

Top Domains in Tweet in G3:
[4] medium.com
[2] gijn.org
[2] okfn.org
[1] engagedjournalism.com
[1] net.au
[1] xeno.graphics
[1] data-to-viz.com
[1] fivethirtyeight.com
[1] infogram.com
[1] reuters.com

Top Domains in Tweet in G4:
[7] cma.media
[4] twitter.com
[2] newslifespan.com
[1] cplusj.org
[1] nzzl.us
[1] ft.com

Top Domains in Tweet in G5:
[8] sueddeutsche.de
[2] katharinabrunner.de
[1] ft.com
[1] tdg.ch
[1] nytimes.com

Top Domains in Tweet in G6:
[2] scicar.de
[1] opensemanticsearch.org
[1] dhd2019.org
[1] br.de
[1] gijn.org

Top Domains in Tweet in G7:
[2] tagesspiegel.de
[1] twitter.com

Top Domains in Tweet in G8:
[6] instagram.com
[6] twitter.com
[3] datadrivenjournalism.net
[2] medium.com
[2] setosa.io
[1] com.br
[1] gijn.org
[1] ft.com
[1] bbc.com
[1] noahliebman.net

Top Domains in Tweet in G9:
[8] twitter.com
[1] journalistenschule-ifp.de
[1] schwaebische.de
[1] google.com
[1] mit.edu

Top Domains in Tweet in G10:
[2] tandfonline.com
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[444] ddj
[99] dataviz
[84] datajournalism
[34] opensource
[28] vg
[28] data
[17] scicar19
[16] digitalhumanities
[15] dj
[15] suche



Top Hashtags in Tweet in G1:
[85] ddj
[22] data
[17] opensource
[12] congo
[9] visualizations
[8] топ10
[8] ddjindonesia
[7] r
[5] dataviz
[4] journocoders

Top Hashtags in Tweet in G2:
[101] ddj
[39] datajournalism
[27] vg
[11] dataviz
[9] açıkveri
[8] veriokuryazarlığı
[8] opendata
[7] veribülteni
[5] voyd
[5] verigörselleştirme

Top Hashtags in Tweet in G3:
[32] dataviz
[26] datajournalism
[15] ddj
[5] deepfake
[3] datahandbook
[2] data
[2] fakenews
[1] ai
[1] artificialinteligence
[1] watchdog

Top Hashtags in Tweet in G4:
[15] ddj
[10] dataviz
[3] infographics
[3] storytelling
[1] cplusj2019
[1] artificialintelligence
[1] statistics
[1] tableau

Top Hashtags in Tweet in G5:
[22] ddj
[3] dataviz
[1] piecharts
[1] chvote
[1] mitage
[1] maps
[1] data
[1] rosahellblaufalle

Top Hashtags in Tweet in G6:
[17] opensource
[16] digitalhumanities
[15] suche
[15] textmining
[15] scicar19
[5] ddj
[2] suchmaschinen
[2] annotation
[1] ontologien
[1] rp18

Top Hashtags in Tweet in G7:
[7] berlin
[3] ddj
[2] sensorjournalism
[1] dataviz
[1] jot
[1] scicar19

Top Hashtags in Tweet in G8:
[26] ddj
[3] datajournalism
[3] dj
[2] pioneerdj
[2] rekordbox
[1] pionner
[1] dataviz
[1] datawrapper
[1] djmarleny
[1] femaledj

Top Hashtags in Tweet in G9:
[15] ddj
[4] rstats
[4] tempolimit
[1] dataviz

Top Hashtags in Tweet in G10:
[15] ddj
[2] dataviz

Top Words
Top Words in Tweet in Entire Graph:
[413] Words in Sentiment List#1: Positive
[167] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[15998] Non-categorized Words
[16578] Total Words
[444] ddj
[172] data
[99] dataviz
[82] datajournalism
[75] gijn

Top Words in Tweet in G1:
[85] ddj
[64] gijn
[54] top
[54] 10
[51] s
[50] data
[21] journalists
[21] 2
[20] lists
[19] bellingcat

Top Words in Tweet in G2:
[101] ddj
[67] veri
[39] datajournalism
[37] data
[37] chat
[34] collaborative
[33] slack
[33] folks
[30] pinardag
[28] friday

Top Words in Tweet in G3:
[44] ddjournalism
[32] dataviz
[28] make
[27] visual
[26] time
[26] ft
[25] next
[25] searching
[25] perfect
[25] try

Top Words in Tweet in G4:
[54] albertocairo
[37] schemadesign
[37] axios
[36] project
[36] here
[35] new
[35] collaboration
[35] between
[35] googlenewsinit
[35] art

Top Words in Tweet in G5:
[22] ddj
[18] sz
[13] sebitsch
[12] cutterkom
[11] cool
[11] nachsichtgeraet
[9] bücher
[8] bevor
[8] wirs
[8] vergessen

Top Words in Tweet in G6:
[30] opensemsearch
[17] opensource
[16] digitalhumanities
[15] workshop
[15] zur
[15] suche
[15] textmining
[15] grossen
[15] dokumentenmengen
[15] tools

Top Words in Tweet in G7:
[37] als
[29] tagesspiegel
[25] mich
[24] plateauton
[21] innovation
[21] lab
[18] freue
[18] riesig
[18] diesen
[18] fantastischen

Top Words in Tweet in G8:
[26] ddj
[6] dj
[5] ন
[4] em
[4] ব
[4] ল
[4] র
[4] data
[4] twitter
[3] r

Top Words in Tweet in G9:
[21] data
[15] ddj
[10] journalism
[9] dataship
[9] fellowship
[7] nicolaskb
[6] over
[6] 2
[6] weeks
[6] left

Top Words in Tweet in G10:
[15] ddj
[14] data
[13] fexi
[13] journalism
[9] content
[9] analysis
[9] nytimes
[9] washingtonpost
[9] rodzam
[9] finds

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[57] top,10
[55] 10,ddj
[49] data,journalism
[38] collaboration,between
[37] project,here
[36] new,project
[36] here,collaboration
[36] between,googlenewsinit
[36] googlenewsinit,schemadesign
[36] schemadesign,axios

Top Word Pairs in Tweet in G1:
[54] top,10
[54] 10,ddj
[21] gijn,top
[17] ddj,bellingcat
[17] bellingcat,s
[17] s,free
[17] free,online
[17] online,opensource
[17] opensource,investigation
[17] investigation,toolkit

Top Word Pairs in Tweet in G2:
[33] slack,chat
[33] chat,collaborative
[27] ddj,friday
[22] ddj,vg
[22] hey,datajournalism
[22] datajournalism,folks
[22] folks,ard
[22] ard,smfrogers
[22] smfrogers,hosting
[22] hosting,slack

Top Word Pairs in Tweet in G3:
[25] next,time
[25] time,searching
[25] searching,perfect
[25] perfect,dataviz
[25] dataviz,try
[25] try,exploring
[25] exploring,visual
[25] visual,vocabulary
[25] vocabulary,ft
[25] ft,breaks

Top Word Pairs in Tweet in G4:
[36] project,here
[35] new,project
[35] here,collaboration
[35] collaboration,between
[35] between,googlenewsinit
[35] googlenewsinit,schemadesign
[35] schemadesign,axios
[35] axios,art
[35] art,directed
[35] directed,usual

Top Word Pairs in Tweet in G5:
[11] cutterkom,sebitsch
[11] sebitsch,nachsichtgeraet
[8] bevor,wirs
[8] wirs,vergessen
[8] vergessen,cool
[8] cool,denn
[8] denn,bitte
[8] bitte,ddj
[8] ddj,geschichte
[8] geschichte,sz

Top Word Pairs in Tweet in G6:
[15] digitalhumanities,workshop
[15] workshop,zur
[15] zur,suche
[15] suche,textmining
[15] textmining,grossen
[15] grossen,dokumentenmengen
[15] dokumentenmengen,opensource
[15] opensource,tools
[15] tools,opensemsearch
[15] call,proposals

Top Word Pairs in Tweet in G7:
[21] innovation,lab
[19] tagesspiegel,innovation
[18] freue,mich
[18] mich,riesig
[18] riesig,diesen
[18] diesen,fantastischen
[18] fantastischen,leuten
[18] leuten,als
[18] als,tagesspiegel
[18] lab,künftig

Top Word Pairs in Tweet in G8:
[3] snowball,editorial
[3] editorial,journey
[3] journey,brought
[3] brought,data
[3] data,journalism
[3] journalism,handbook
[3] handbook,2
[3] 2,news
[3] news,analysis
[3] analysis,ddj

Top Word Pairs in Tweet in G9:
[10] data,journalism
[6] over,2
[6] 2,weeks
[6] weeks,left
[6] left,apply
[6] apply,dataship
[6] dataship,data
[6] journalism,fellowship
[6] fellowship,ddj
[5] nicolaskb,over

Top Word Pairs in Tweet in G10:
[9] content,analysis
[9] analysis,nytimes
[9] nytimes,washingtonpost
[9] washingtonpost,data
[9] data,journalism
[9] journalism,rodzam
[9] rodzam,finds
[9] finds,ddj
[9] ddj,still
[9] still,long

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@gijn
@albertocairo
@ddjournalism
@axios
@schemadesign
@googlenewsinit
@pinardag
@ft
@jwyg
@ejcnet

Top Mentioned in G1:
@gijn
@bellingcat
@financialtimes
@darkgreener
@sxywu
@maartenzam
@journocoders_id
@troa_digital
@sfmoma
@ddjournalism

Top Mentioned in G2:
@pinardag
@smfrogers
@maid_marianne
@voydorg
@icijorg
@dagmedyaveri
@ninomacha
@propublica
@datajournonepal
@google

Top Mentioned in G3:
@ddjournalism
@ft
@jwyg
@ejcnet
@bb_liliana
@gijn
@abc
@civio
@reutersgraphics
@krautreporter

Top Mentioned in G4:
@albertocairo
@schemadesign
@axios
@googlenewsinit
@sahilchinoy
@ga_denver
@biff_bruise
@fexi
@statmodeling
@nytimes

Top Mentioned in G5:
@sz
@sebitsch
@cutterkom
@nachsichtgeraet
@fvcastell
@mscho
@mschories
@danict89
@cuttercom

Top Mentioned in G6:
@opensemsearch
@scicar17ff
@zephoria
@br_data
@digitaleethik
@robschoeffel
@gijn
@albertocairo

Top Mentioned in G7:
@plateauton
@tagesspiegel
@rka
@helenawittlich
@m
@_davidmeidinger
@michael_gegg
@controllingnews
@scicar17ff

Top Mentioned in G9:
@nicolaskb
@datentaeterin
@jacopoottaviani
@munichrocker
@simondhaas
@ksjatmit
@jugendhackt
@daten_drang
@stekhn
@ifpmuenchen

Top Mentioned in G10:
@fexi
@nytimes
@washingtonpost
@rodzam
@merbroussard
@katy_boss
@plateauton

Top Tweeters
Top Tweeters in Entire Graph:
@notiven
@gamergeeknews
@kokusizu2
@femiabodunde
@nytimes
@washingtonpost
@tzdiscovery
@financialtimes
@abc
@tdgch

Top Tweeters in G1:
@financialtimes
@prizrak_opery
@bobirving_green
@michaellondonsf
@safety_refinery
@taras_terry
@bbbcccnnn
@jenstirrup
@robevansgdn
@tijuanapress

Top Tweeters in G2:
@notiven
@kokusizu2
@slackhq
@themainepain
@google
@nanyjharon
@propublica
@dagmedyanet
@mutlu1973
@paulbradshaw

Top Tweeters in G3:
@femiabodunde
@abc
@ft
@fiona_fionnagal
@martingaedt
@heis_tswvlis
@margymaclibrary
@ulrikamhedman
@journalismnews
@owwrgmn

Top Tweeters in G4:
@gamergeeknews
@angeljimenez
@chronotope
@indeadline
@paw
@albertocairo
@cuevacon
@ewhitmore
@drgemmadiaries
@repairrestores1

Top Tweeters in G5:
@sz
@chipotlepunk
@readingmar
@g_lanktree
@danict89
@la_mut
@raadarde
@cutterkom
@jagermo
@fvcastell

Top Tweeters in G6:
@nicolakuhrt
@seosuccessbln
@dhbbaw
@digtalhumanatee
@anwagnerdreas
@wpk_daily
@zephoria
@stollovo
@chelm
@herreichhorn

Top Tweeters in G7:
@tagesspiegel
@dpomondi
@halleverkehrt
@rka
@p1madsen
@dothebart
@franzomator
@gracie_tarball
@piecesofberlin
@berlinradlerin

Top Tweeters in G8:
@iconohash
@wturtera
@thenawnitkumar
@judicioux
@dmjardotcom
@digidickinson
@mdowideit
@alexhomer
@marvinoppong
@bahareh360

Top Tweeters in G9:
@miskaknapek
@datatheism
@indy_slug
@nicolaskb
@jacopoottaviani
@anto_l
@berndoswald
@ksjatmit
@nananduati
@philninh

Top Tweeters in G10:
@nytimes
@washingtonpost
@fubits
@iloaguiar
@merbroussard
@superforecastr
@ohmyshambles
@josh_braun
@message_magazin
@fexi