#ddj OR (data journalism), Twitter, 8/3/2020 2:50:47 PM, 231716


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#ddj OR (data journalism)_2020-08-03_05-40-39.xlsx
#ddj OR (data journalism)_2020-08-03_05-40-39.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 03, 2020
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/39SeonJ
@gijn
@plateauton
@halukamb
@spiegel_data
@jornalismodados
@metropoles
@philninh
@niemanlab
@ngk99353993
@nytimes

Top hashtags:
#ddj
#berlin
#covid19
#dataviz
#journalism
#python
#datascience
#ai
#corona

Description:
Description
The graph represents a network of 2,593 Twitter users whose tweets in the requested range contained "#ddj OR (data journalism)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 03 August 2020 at 12:44 UTC.

The requested start date was Monday, 03 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 7.

The maximum number of tweets collected was 10,000.

The tweets in the network were tweeted over the 6-day, 14-hour, 34-minute period from Monday, 27 July 2020 at 00:15 UTC to Sunday, 02 August 2020 at 14:50 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 : 2593
Unique Edges : 1468
Edges With Duplicates : 3558
Total Edges : 5026
Number of Edge Types : 5
Retweet : 1565
MentionsInRetweet : 2083
Tweet : 323
Replies to : 190
Mentions : 865
Self-Loops : 338
Reciprocated Vertex Pair Ratio : 0.0218403150733978
Reciprocated Edge Ratio : 0.0427470217238963
Connected Components : 399
Single-Vertex Connected Components : 123
Maximum Vertices in a Connected Component : 799
Maximum Edges in a Connected Component : 2115
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.568312
Graph Density : 0.000424635652492704
Modularity : 0.559917
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 2,593 Twitter users whose tweets in the requested range contained "#ddj OR (data journalism)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 03 August 2020 at 12:44 UTC.

The requested start date was Monday, 03 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 7.

The maximum number of tweets collected was 10,000.

The tweets in the network were tweeted over the 6-day, 14-hour, 34-minute period from Monday, 27 July 2020 at 00:15 UTC to Sunday, 02 August 2020 at 14:50 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : #ddj OR (data journalism)
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[19] https://gijn.org/2020/07/30/data-journalism-top-10-climate-migrants-covid-testing-disparities-outbreak-epicenters-brazils-military/
[19] https://brasil.io/
[15] https://www.tijd.be/dossiers/coronavirus/Tweede-golf-start-veel-trager-dan-eerste/10242071
[14] https://www.niemanlab.org/2020/07/this-is-how-fivethirtyeight-is-trying-to-build-the-right-amount-of-uncertainty-into-its-2020-election-data-analysis/
[13] https://www.theopennotebook.com/2020/07/28/interrogating-data-a-science-writers-guide-to-data-journalism/
[10] https://academicjobsonline.org/ajo/jobs/15876
[9] https://www.journalism.co.uk/news/need-data-for-your-next-story-this-tool-can-get-you-the-stats-before-the-official-figures-are-out/s2/a758974/
[8] https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535
[7] https://www.icij.org/inside-icij/2020/07/help-us-improve-datashare-our-document-analysis-tool/?utm_campaign=Sprout&utm_content=datashare&utm_medium=social&utm_source=twitter
[5] https://gijn.org/2020/07/24/top-10-zhurnalistiki-dannyih-veroyatnost-nosheniya-masok-pandemicheskie-bedyi-roditeley-i-rozhenits-zagadochno-nizkiy-uroven-smertnosti-ot-covid-v-indii/

Top URLs in Tweet in G2:
[1] https://twitter.com/gokangdiu/status/1288700654475571202
[1] https://tweetedtimes.com/v/18465?s=tnp

Top URLs in Tweet in G3:
[16] https://brasil.io/
[12] https://gijn.org/2020/07/30/data-journalism-top-10-climate-migrants-covid-testing-disparities-outbreak-epicenters-brazils-military/
[7] https://www.icij.org/inside-icij/2020/07/help-us-improve-datashare-our-document-analysis-tool/?utm_campaign=Sprout&utm_content=datashare&utm_medium=social&utm_source=twitter
[5] https://gijn.org/2020/07/24/top-10-zhurnalistiki-dannyih-veroyatnost-nosheniya-masok-pandemicheskie-bedyi-roditeley-i-rozhenits-zagadochno-nizkiy-uroven-smertnosti-ot-covid-v-indii/
[5] http://www.verigazeteciligi.com/veri-bulteni-tum-sayilari-e-bookta/
[4] http://www.thefunctionalart.com/2020/07/new-project-what-if-all-covid-19.html
[4] http://www.verigazeteciligi.com/rda-veri-gorsellestirme-egitimleri-hazirlandi-turkce/
[3] https://pulitzercenter.org/blog/behind-story-jacopo-ottaviani-and-john-eromosele-mapping-makoko?utm_medium=Email&utm_source=Newsletter&utm_campaign=7282020
[3] http://www.verigazeteciligi.com/eskisehir-r-user-group-ile-temel-r-programlama-egitimine-baslayin/
[3] http://www.verigazeteciligi.com/balikesir-buyuksehir-belediyesi-acik-veri-platformu-olusturdu/

Top URLs in Tweet in G4:
[1] https://twitter.com/gijn/status/1289277116995923969
[1] https://twitter.com/i/web/status/1287533556126941185
[1] https://twitter.com/i/web/status/1287585460110405633
[1] https://twitter.com/i/web/status/1287708743430537218
[1] https://twitter.com/i/web/status/1287704858020188162
[1] https://twitter.com/i/web/status/1287782210557415426
[1] https://twitter.com/i/web/status/1287802881450618881
[1] https://twitter.com/i/web/status/1287810571405070336
[1] https://twitter.com/i/web/status/1287835546367205378
[1] https://twitter.com/i/web/status/1287721848000716800

Top URLs in Tweet in G5:
[3] https://interaktiv.tagesspiegel.de/lab/alle-schlimmen-verkehrsunfaelle-in-berlin-auf-einer-karte/
[2] https://interaktiv.tagesspiegel.de/lab/diese-zehn-firmen-treiben-den-mietspiegel-in-berlin-besonders-in-die-hoehe/
[1] https://interaktiv.tagesspiegel.de/lab/karte-sars-cov-2-in-deutschland-landkreise/#ts10-corona-deaths

Top URLs in Tweet in G6:
[5] https://www.journalism.co.uk/news/need-data-for-your-next-story-this-tool-can-get-you-the-stats-before-the-official-figures-are-out/s2/a758974/
[3] https://biglocalnews.org
[2] http://arxiv.org/abs/2007.12488
[2] https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535
[2] https://twitter.com/davidminpdx/status/1287973483180244993
[2] https://www.journalism.co.uk/tip-of-the-day/tip-make-covid-19-data-more-accessible-to-readers/s419/a759046/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.journalism.co.uk/news/need-data-for-your-next-story-this-tool-can-get-you-the-stats-before-the-official-figures-are-out/s2/a758974/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.instagram.com/accounts/login/?next=/p/CDH9I4WH9af/
[1] https://tweet.photo
[1] https://www.instagram.com/accounts/login/?next=/p/CDH9I4WH9af/%3Figshid%3Dxj29pfd9xq9e

Top URLs in Tweet in G7:
[4] https://www.journalism.co.uk/news/need-data-for-your-next-story-this-tool-can-get-you-the-stats-before-the-official-figures-are-out/s2/a758974/
[2] https://briefly.co/anchor/Data_science/story/august-edition-journalism-in-a-world-of-data?f=gravlax&utm_source=Twitter&utm_medium=autotweet&utm_content=unhighlighted&utm_campaign=Data_science
[1] https://bbc.github.io/rcookbook/
[1] https://gijn.org/2020/07/15/my-favorite-tools-with-buzzfeeds-craig-silverman/
[1] https://twitter.com/gijn/status/1285038730160504833
[1] https://datajournalism.com/watch/python-for-journalists?utm_content=buffer560eb&utm_medium=social&utm_source=twitter.com&utm_campaign=ejcsocial
[1] https://twitter.com/winnydejong/status/1288553378499276800
[1] http://www.thefunctionalart.com/2020/07/new-project-what-if-all-covid-19.html
[1] https://twitter.com/i/web/status/1289877834614226945
[1] https://newlab.com/articles/a-new-era-of-journalism-how-covid-19-is-transforming-the-news/?utm_source=twitter&utm_medium=post&utm_campaign=covid-news-article

Top URLs in Tweet in G8:
[1] https://www.nytimes.com/interactive/2020/07/31/us/coronavirus-school-reopening-risk.html
[1] https://www.nytimes.com/interactive/2020/07/31/us/coronavirus-school-reopening-risk.html?referringSource=articleShare
[1] https://twitter.com/CrimJusticeNYC/status/1288244295414304769
[1] https://podcasts.apple.com/us/podcast/the-daily/id1200361736?i=1000486590904
[1] https://www.nytimes.com/interactive/2020/07/23/magazine/climate-migration.html?referringSource=articleShare

Top URLs in Tweet in G9:
[3] https://zdfheute-stories-scroll.zdf.de/bundestag-corona-pandemie/#CS5-62
[3] https://zdfheute-stories-scroll.zdf.de/Verkehrswende_Strassen/index.html
[2] https://zdf.shorthandstories.com/bundestag-corona-pandemie/
[1] https://stellenportal.haw-hamburg.de/jobposting/20147f0047acaba7c688c3fa167b5db67e4ddfdc0
[1] https://www.spiegel.de/kultur/musik/sexismus-im-deutsch-rap-text-analyse-aus-vier-jahrzehnten-rap-geschichte-a-8777bc4f-0c5d-461e-8d19-e99d69a3e3d0

Top URLs in Tweet in G10:
[1] https://www.forbes.com/sites/carlieporterfield/2020/07/28/new-coronavirus-outbreaks-linked-to-in-person-church-services/

Top Domains
Top Domains in Tweet in Entire Graph:
[193] twitter.com
[34] gijn.org
[27] verigazeteciligi.com
[21] datacenterfrontier.com
[20] niemanlab.org
[20] co.uk
[19] brasil.io
[18] voxeurop.eu
[17] medium.com
[17] tijd.be

Top Domains in Tweet in G2:
[1] twitter.com
[1] tweetedtimes.com

Top Domains in Tweet in G3:
[27] verigazeteciligi.com
[22] gijn.org
[16] brasil.io
[11] twitter.com
[9] icij.org
[8] com.ar
[4] thefunctionalart.com
[3] github.com
[3] pulitzercenter.org
[3] flowingdata.com

Top Domains in Tweet in G4:
[96] twitter.com
[2] com.br
[2] metropoles.com
[1] sapo.pt
[1] soundcloud.com

Top Domains in Tweet in G5:
[6] tagesspiegel.de

Top Domains in Tweet in G6:
[34] twitter.com
[12] co.uk
[5] instagram.com
[4] medium.com
[3] arxiv.org
[3] nytimes.com
[3] niemanlab.org
[3] biglocalnews.org
[2] journalismjobs.com
[2] google.com

Top Domains in Tweet in G7:
[4] co.uk
[4] twitter.com
[2] datajournalism.com
[2] briefly.co
[2] newlab.com
[1] github.io
[1] gijn.org
[1] thefunctionalart.com
[1] j-source.ca
[1] github.com

Top Domains in Tweet in G8:
[3] nytimes.com
[1] twitter.com
[1] apple.com

Top Domains in Tweet in G9:
[6] zdf.de
[2] shorthandstories.com
[1] haw-hamburg.de
[1] spiegel.de

Top Domains in Tweet in G10:
[1] forbes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[545] ddj
[62] berlin
[56] covid19
[51] dataviz
[47] journalism
[46] python
[44] datascience
[41] ai
[37] corona
[36] analytics



Top Hashtags in Tweet in G3:
[166] ddj
[29] dataviz
[18] covid19
[17] opendata
[14] mapmakoko
[13] verigazeteciliği
[12] açıkveri
[9] rddj
[9] veriokuryazarlığı
[9] veribülteni

Top Hashtags in Tweet in G4:
[235] ddj
[2] nisonline2020
[1] edwardsnowden
[1] julianassange
[1] opendata
[1] todososolhosnaamazônia
[1] covid19

Top Hashtags in Tweet in G5:
[59] berlin
[6] ddj
[3] verkehrswende
[2] wemgehörtberlin
[1] covid19
[1] unfall
[1] mietspiegel
[1] auto
[1] fahrrad

Top Hashtags in Tweet in G6:
[19] ddj
[16] journalism
[4] dj初心者な日記
[3] dj
[3] local
[3] newsrooms
[2] india
[2] media
[2] ai
[2] hongkong

Top Hashtags in Tweet in G7:
[42] python
[38] datascience
[34] ai
[32] bigdata
[32] analytics
[32] machinelearning
[32] iot
[32] iiot
[31] rstats
[8] ddj

Top Hashtags in Tweet in G8:
[22] sars_cov_2
[2] journalism
[1] scicomm
[1] facebook
[1] amazon

Top Hashtags in Tweet in G9:
[32] corona
[28] ddj
[4] datenjournalismus
[3] berlin
[2] verkehr
[1] verkehrswende

Top Hashtags in Tweet in G10:
[1] garbagejournalism

Top Words
Top Words in Tweet in Entire Graph:
[1530] data
[868] journalism
[545] #ddj
[256] em
[255] science
[253] need
[240] reporting
[239] check
[239] public
[238] best

Top Words in Tweet in G1:
[221] global
[221] data
[220] drericding
[220] need
[220] trust
[220] public
[220] health
[220] science
[220] cooperation
[220] vaccine

Top Words in Tweet in G2:
[218] data
[218] analytics
[217] check
[217] abs
[217] cbn
[217] team
[217] won
[217] best
[217] statistical
[217] reporting

Top Words in Tweet in G3:
[166] #ddj
[138] data
[92] 10
[91] top
[82] gijn
[37] co
[31] journalism
[31] story
[31] code4africa
[29] #dataviz

Top Words in Tweet in G4:
[255] em
[235] #ddj
[232] dou
[94] dados
[92] jornalismodados
[78] jornalismo
[18] não
[18] abraji
[14] eu
[13] os

Top Words in Tweet in G5:
[179] die
[123] plateauton
[118] unfällen
[63] berlin
[60] autos
[59] straßen
[59] meisten
[59] schlimmen
[59] #berlin
[59] sortierbar

Top Words in Tweet in G6:
[141] data
[101] journalism
[19] #ddj
[18] more
[16] #journalism
[14] story
[12] people
[11] news
[11] next
[10] stories

Top Words in Tweet in G7:
[52] data
[42] #python
[38] #datascience
[35] journalism
[34] free
[34] #ai
[33] book
[32] bbc
[32] visual
[32] #bigdata

Top Words in Tweet in G8:
[71] journalism
[54] data
[47] nytimes
[24] great
[23] federal
[22] done
[22] #sars_cov_2
[22] filling
[22] gaps
[22] left

Top Words in Tweet in G9:
[41] zdfheute
[38] bundestag
[32] #corona
[30] pandemien
[28] 000
[28] #ddj
[25] mehr
[24] 56
[20] die
[20] insgesamt

Top Words in Tweet in G10:
[46] data
[46] journalism
[45] go
[45] again
[45] proof
[45] quotes
[45] incubation
[45] period
[45] queries
[45] emphasis

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[320] data,journalism
[232] dou,em
[232] em,#ddj
[224] data,analytics
[223] public,health
[221] need,trust
[221] trust,public
[221] health,science
[221] science,global
[221] global,cooperation

Top Word Pairs in Tweet in G1:
[220] need,trust
[220] trust,public
[220] public,health
[220] health,science
[220] science,global
[220] global,cooperation
[220] cooperation,vaccine
[220] vaccine,exchanging
[220] exchanging,data
[220] data,better

Top Word Pairs in Tweet in G2:
[218] data,analytics
[217] check,abs
[217] abs,cbn
[217] cbn,data
[217] analytics,team
[217] team,won
[217] won,best
[217] best,statistical
[217] statistical,reporting
[217] reporting,epitomizing

Top Word Pairs in Tweet in G3:
[85] top,10
[84] 10,#ddj
[70] gijn,top
[27] data,journalist
[25] #ddj,datosundav
[25] datosundav,interviewed
[25] interviewed,colombian
[25] colombian,data
[25] journalist,claudibaez
[25] claudibaez,co

Top Word Pairs in Tweet in G4:
[232] dou,em
[232] em,#ddj
[92] jornalismodados,dou
[91] #ddj,jornalismodados
[53] jornalismo,dados
[10] às,21h
[9] #ddj,cacaucb
[9] pq,jornalismo
[8] abraji,live
[8] live,abraji

Top Word Pairs in Tweet in G5:
[59] die,straßen
[59] straßen,meisten
[59] meisten,schlimmen
[59] schlimmen,unfällen
[59] unfällen,#berlin
[59] #berlin,sortierbar
[59] sortierbar,unfällen
[59] unfällen,fahrrädern
[59] fahrrädern,autos
[59] plateauton,die

Top Word Pairs in Tweet in G6:
[39] data,journalism
[8] need,data
[8] data,next
[8] next,story
[8] story,tool
[8] tool,stats
[8] stats,before
[8] before,official
[8] official,figures
[6] share,data

Top Word Pairs in Tweet in G7:
[33] free,book
[33] data,journalism
[32] book,bbc
[32] bbc,visual
[32] visual,data
[32] journalism,#bigdata
[32] #bigdata,#analytics
[32] #analytics,#datascience
[32] #datascience,#ai
[32] #ai,#machinelearning

Top Word Pairs in Tweet in G8:
[48] data,journalism
[22] nytimes,done
[22] done,great
[22] great,data
[22] journalism,#sars_cov_2
[22] #sars_cov_2,filling
[22] filling,gaps
[22] gaps,left
[22] left,incompetent
[22] incompetent,federal

Top Word Pairs in Tweet in G9:
[20] bundestag,#corona
[20] #corona,56
[20] 56,insgesamt
[20] insgesamt,mehr
[20] mehr,000
[20] 000,sitzungen
[20] sitzungen,pandemien
[20] pandemien,gesprochen
[20] gesprochen,trotz
[18] exklusiv,bundestag

Top Word Pairs in Tweet in G10:
[45] go,again
[45] again,proof
[45] proof,data
[45] data,quotes
[45] quotes,incubation
[45] incubation,period
[45] period,queries
[45] queries,emphasis
[45] emphasis,recoveries
[45] recoveries,journalism

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@drericding
@edsoncguido
@plateauton
@gijn
@jornalismodados
@nytimes
@janetmefferd
@helenawittlich
@wenigermiete_de
@zdfheute

Top Mentioned in G1:
@drericding

Top Mentioned in G2:
@edsoncguido
@7gtech

Top Mentioned in G3:
@gijn
@datosundav
@claudibaez
@pulitzercenter
@googlenewsinit
@propublica
@code4africa
@jacopoottaviani
@dagmedyaveri

Top Mentioned in G4:
@jornalismodados
@cacaucb
@burgos
@abraji
@itsladyjulia
@arautonho
@lucasmarchesini
@metropoles
@luizznunez
@ejcnet

Top Mentioned in G5:
@plateauton
@helenawittlich
@wenigermiete_de
@tagesspiegel
@b9ace
@_davidmeidinger

Top Mentioned in G6:
@biglocalnews
@toriimacdaddy

Top Mentioned in G7:
@geko1100
@datajournalism
@winnyd
@journalismnews
@appliedxl
@e2d3org
@newlab
@fpmarcon
@fpmarconi
@winnydejong

Top Mentioned in G8:
@nytimes
@whitneyepi
@stilgherrian
@leorahorwitzmd
@swmstn2
@naacp
@jchausow
@mikiebarb

Top Mentioned in G9:
@zdfheute
@simondhaas
@datenrobert
@spiegel_data
@karstenkaminski
@plateauton
@bjoernrohwer
@datenjournalist
@rki_de
@patrickstotz

Top Mentioned in G10:
@janetmefferd

Top Tweeters
Top Tweeters in Entire Graph:
@odio_nao
@applesupport
@chidambara09
@_redfrog
@bkindngood
@citrus_kyoto
@chrisbrey1
@indianexpress
@rosenchild
@mulher_noticia

Top Tweeters in G1:
@bkindngood
@citrus_kyoto
@rosenchild
@justwhatnowwhy
@bb45_colorado
@morgfair
@carlyinnj
@docrocktex26
@rebellegrrl
@tiniskwerl

Top Tweeters in G2:
@maldita_bunana
@kathrynfordawin
@airescoyoca
@kathnieleeerrr
@jazmasigan_2
@serrano_rene
@amyslayer
@aberm_1
@katarhol5
@danniiiiiiiiiij

Top Tweeters in G3:
@mulher_noticia
@mariorobertop
@ricardocipago
@vedatsamur
@yvesmulkers
@dariosailor86
@rstatstweet
@arayaromaz
@bbfusquinha
@a_zaratustra

Top Tweeters in G4:
@odio_nao
@redetv
@edusarsur
@uol
@renascenca
@eurenesilva
@redeglobo
@nandoafonso
@o_antagonista
@correio24horas

Top Tweeters in G5:
@scheerenberger
@schmidtlepp
@cptleto
@frisch_fish
@cyrus_mcdugan
@project1enigma
@tagesspiegel
@b9ace
@___dagger___
@hexaflexagon

Top Tweeters in G6:
@bhumharit
@young_maymay
@pm_girl
@mediabot
@craigthomler
@kwatt
@oshanada
@journalismjobs
@mediagazer
@yesh222

Top Tweeters in G7:
@chidambara09
@taieb_bot
@xaelbot
@dwatchnews
@learn__together
@serverlessfan
@thecuriousluke
@hubofml
@codegnuts
@nlognbot

Top Tweeters in G8:
@stilgherrian
@nytimes
@paulbrislen
@swmstn2
@bbcworldservice
@s_palm
@kitson
@cosmicrami
@snurb_dot_info
@jocelmr

Top Tweeters in G9:
@chrisbrey1
@skuemy
@alexabringmann
@annika1021
@derspiegel
@zdf
@bugspriet
@rheto
@reginakuepper
@masterotenko

Top Tweeters in G10:
@pissedoff53
@jslate__
@jhinton_
@mscbboots
@agk_amy
@sparkydaily
@oldskooltarheel
@lisacpc1
@craftmastah
@andrewbostom


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