#ddj OR (data journalism), Twitter, 11/28/2022 6:37:03 PM, 285046


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#ddj OR (data journalism) Twitter NodeXL SNA Map and Report for Monday, 28 November 2022 at 18:03 UT
#ddj OR (data journalism) Twitter NodeXL SNA Map and Report for Monday, 28 November 2022 at 18:03 UT
From:
marc_smith
Uploaded on:
November 28, 2022
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/3VxPuAb
@this0499154500
@gijn
@johnboweactor
@visualofdata
@gijnafrica
@datajournalism
@bbcnews
@biodun_alao
@onyeka_nwelue
@sirdavidbent

Top hashtags:
#ddj
#datajournalism
#journalism
#data
#dataviz
#snowden

Description:
Description
The graph represents a network of 18,741 Twitter users whose recent tweets contained "#ddj OR (data journalism)", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/1/2022 12:00:00 AM and 11/28/2022 10:03:21 AM. The network was obtained from Twitter on Monday, 28 November 2022 at 18:18 UTC.

The tweets in the network were tweeted over the 4993-day, 23-hour, 7-minute period from Friday, 27 March 2009 at 18:55 UTC to Monday, 28 November 2022 at 18:03 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 18741
Unique Edges : 13520
Edges With Duplicates : 37465
Total Edges : 50985
Number of Edge Types : 9
Retweet : 13993
MentionsInRetweet : 21601
Replies to : 2753
MentionsInReplyTo : 4890
Mentions : 3733
Tweet : 2825
Quote : 619
MentionsInQuote : 468
MentionsInQuoteReply : 103
Self-Loops : 4494
Reciprocated Vertex Pair Ratio : 0.0357237164736505
Reciprocated Edge Ratio : 0.0689831002331002
Connected Components : 1804
Single-Vertex Connected Components : 586
Maximum Vertices in a Connected Component : 13222
Maximum Edges in a Connected Component : 40453
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 6.643419
Graph Density : 7.81762652690154E-05
Modularity : 0.512088
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 18,741 Twitter users whose recent tweets contained "#ddj OR (data journalism)", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/1/2022 12:00:00 AM and 11/28/2022 10:03:21 AM. The network was obtained from Twitter on Monday, 28 November 2022 at 18:18 UTC.

The tweets in the network were tweeted over the 4993-day, 23-hour, 7-minute period from Friday, 27 March 2009 at 18:55 UTC to Monday, 28 November 2022 at 18:03 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[126] https://www.bbc.co.uk/news/av/63132235
[75] https://www.journalism.co.uk/vocational-skills-study/introduction-to-data-journalism/s43/a554228/
[38] https://gijn.org/2022/11/11/data-journalism-top-10-biased-missing-persons-coverage-funding-election-deniers-brazil-electoral-violence-mapping-irans-protests/
[35] https://gijn.org/2022/10/14/data-journalism-top-10-europes-energy-crisis-indonesias-stadium-tragedy-swiss-glacial-melt-ukrainian-war-memes/
[32] https://gijn.org/2022/10/07/data-journalism-top-10-chinas-fishing-fleet-queer-cinema-hurricane-ian-iran-protests/
[31] https://gijn.org/2022/11/04/data-journalism-top-10-disinformation-ad-revenue-bolsonaros-bubble-russian-mobilization-marriages-itaewon-tragedy/
[31] https://gijn.org/2022/11/18/data-journalism-top-10-election-deniers-toxic-twitter/
[30] https://gijn.org/2022/09/23/data-journalism-top-10-lawmaker-insider-trading-queen-elizabeths-money-celebratory-gunfire-russian-bomb-shelters/
[30] https://gijn.org/2022/10/28/data-journalism-top-10-police-shootings-covid-billionaires-climate-budget-tetris/
[30] https://gijn.org/2022/10/21/data-journalism-top-10-escaping-russias-mobilization-xi-jinpings-path-to-power-plastic-pollution-data-journalism-in-iran/

Top URLs in Tweet in G1:
[75] https://www.journalism.co.uk/vocational-skills-study/introduction-to-data-journalism/s43/a554228/
[37] https://gijn.org/2022/11/11/data-journalism-top-10-biased-missing-persons-coverage-funding-election-deniers-brazil-electoral-violence-mapping-irans-protests/
[35] https://gijn.org/2022/10/14/data-journalism-top-10-europes-energy-crisis-indonesias-stadium-tragedy-swiss-glacial-melt-ukrainian-war-memes/
[31] https://gijn.org/2022/10/07/data-journalism-top-10-chinas-fishing-fleet-queer-cinema-hurricane-ian-iran-protests/
[30] https://gijn.org/2022/10/21/data-journalism-top-10-escaping-russias-mobilization-xi-jinpings-path-to-power-plastic-pollution-data-journalism-in-iran/
[30] https://gijn.org/2022/10/28/data-journalism-top-10-police-shootings-covid-billionaires-climate-budget-tetris/
[30] https://gijn.org/2022/11/18/data-journalism-top-10-election-deniers-toxic-twitter/
[29] https://gijn.org/2022/09/23/data-journalism-top-10-lawmaker-insider-trading-queen-elizabeths-money-celebratory-gunfire-russian-bomb-shelters/
[29] https://gijn.org/2022/11/04/data-journalism-top-10-disinformation-ad-revenue-bolsonaros-bubble-russian-mobilization-marriages-itaewon-tragedy/
[20] https://datajournalism.com/survey/2022/

Top URLs in Tweet in G2:
[2] https://www.youtube.com/c/GBNewsOnline?sub_confirmation=1
[1] https://twitter.com/ricwe123/status/1593011424951160832
[1] https://twitter.com/GBNEWS/status/1576856979523469312/video/1
[1] https://twitter.com/GBNEWS/status/1591084602457657344/video/1
[1] https://twitter.com/PippaCrerar/status/1594762181060476928
[1] https://twitter.com/PaulBrandITV/status/1595712307996262400
[1] https://twitter.com/HJS_Org/status/1572611324131123200
[1] https://www.youtube.com/watch?v=IMxk69PrTzg&feature=youtu.be

[1] https://twitter.com/R_E_Palmer/status/1575226656016715776
[1] https://www.youtube.com/watch?v=dIVZ5ssWB-o

Top URLs in Tweet in G4:
[12] https://www.rawstory.com/sidney-powell-coffee-county/
[8] https://www.rawstory.com/parler-search-warrant/
[8] https://www.rawstory.com/january-6-phone-call-links/
[5] https://www.rawstory.com/straight-up-fraud-data-confirms-private-insurers-use-medicare-advantage-to-steal-billions/
[5] https://www.youtube.com/watch?v=6YPhQN6QZvc&feature=youtu.be

[5] https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535
[5] https://singularityhub.com/2018/11/18/follow-the-data-investigative-journalism-in-the-age-of-algorithms/?utm_medium=email&utm_content=follow-the-data-investigative-journalism-in-the-age-of-algorithms&utm_source=newsletter&utm_campaign=fy18-hub-daily-rss-newsletter&mkt_tok=eyJpIjoiWkRaaU1tWm1NVEppTnpRMSIsInQiOiJRWUpaU0htNUt5Y1B4dEdoVHhaRGVqVnNTYW9mY3pKXC9CalpEMFJXSEhvcTdvNkhEbFwvUkJzdjF5b3FnNUVKXC9mbGNSNEhpWFhqRzkyemZZeVJDMTJSTG5oTWNzNURwVFBEbDE4YmRKQWZoT25VNVk5emk4OEVlRUE5TkJ5aEEwOCJ9#sm.0000kd6ub2pfaf52s6b21mkagkw94
[5] https://www.rawstory.com/catherine-engelbrecht/
[5] https://tweetedtimes.com/v/2857
[4] https://link.medium.com/mDl2ih24vtb

Top URLs in Tweet in G5:
[5] https://burnabybeacon.com/article/covid-19-data-school-exposures-emails/
[4] https://twitter.com/ty_olsen/status/1590764501259153408/photo/1
[3] https://www.capitaldaily.ca/news/henry-stanwick-covid-school-exposures-emails
[2] https://twitter.com/Rudolf_Neumayer/status/1575118453450706944/photo/1
[1] https://twitter.com/brish_ti/status/1593706091619418112
[1] https://www.ctvnews.ca/canada/what-if-the-worst-had-happened-trudeau-explains-why-he-invoked-emergencies-act-when-he-did-1.6168260?cid=sm%3Atrueanthem%3A%7B%7Bcampaignname%7D%7D%3Atwitterpost%E2%80%8B&taid=6380fb9c1929710001f72ded&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://twitter.com/CTVNews/status/1596194578843025409/photo/1
[1] https://www.ctvnews.ca/health/coronavirus/can-i-book-my-covid-19-bivalent-booster-that-targets-omicron-where-each-province-territory-stands-1.6086349?cid=sm%3Atrueanthem%3A%7B%7Bcampaignname%7D%7D%3Atwitterpost%E2%80%8B&taid=63337714fad38e0001f1923b&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://twitter.com/CTVNews/status/1574886691541852162/photo/1
[1] https://www.ctvnews.ca/politics/nanos-projections-show-poilievre-s-conservatives-winning-more-seats-than-trudeau-s-liberals-1.6097326?cid=sm:trueanthem:ctvnews:twittermanualpost&taid=633dd67b45ffe30001a048c0&utm_campaign=trueAnthem:+New+Content+(Feed)&utm_medium=trueAnthem&utm_source=twitter

Top URLs in Tweet in G6:
[8] https://www.inma.org/blogs/big-data-for-news-publishers/post.cfm/data-may-underpin-the-new-era-of-journalism
[7] https://pressgazette.co.uk/cannot-automate-journalism-jobs-cnn-bloomberg/
[6] https://www.datasketch.co/es/newsletter/data-journalism/issue-20-until-the-truth-is-found/
[5] https://recruitingapp-5261.de.umantis.com/VacanciesIntraxData/1?lang=ger
[5] https://twitter.com/the_claus/status/1585189531237888001/photo/1
[5] https://twitter.com/kcomnet/status/1575051533443424258/photo/1
[4] https://twitter.com/pressgazette/status/1572629007820021761/photo/1
[4] https://pressgazette.co.uk/media-audience-and-business-data/trust-in-journalists/
[4] https://twitter.com/data_LEADS/status/1585241920783384576/photo/1
[4] https://twitter.com/data_LEADS/status/1593511021309997056/photo/1

Top URLs in Tweet in G7:
[5] http://worrydream.com/ClimateChange/#media
[4] https://twitter.com/CtObserve/status/1595227822796193793/photo/1
[4] https://twitter.com/ucldataviz/status/1583449376265220097/photo/1
[3] https://twitter.com/paulg/status/1592169670479679490
[3] https://twitter.com/JustSchmeltzer/status/1589677218275692546/photo/1
[2] https://twitter.com/elonmusk/status/1589427115157778433
[2] https://twitter.com/digiphile/status/1578373663560110082/photo/1
[2] https://twitter.com/elonmusk/status/1593264249731620864
[2] https://twitter.com/elonmusk/status/1591121142961799168
[2] https://twitter.com/silnan/status/1586432193890783233/photo/1

Top URLs in Tweet in G8:
[1] https://buckscountybeacon.com/2022/11/united-in-purpose-the-shady-christian-nonprofit-tied-to-a-massive-voter-data-leak-and-the-big-lie/
[1] https://www.theguardian.com/politics/2017/feb/26/robert-mercer-breitbart-war-on-media-steve-bannon-donald-trump-nigel-farage?CMP=share_btn_fb
[1] https://twitter.com/MeidasTouch/status/1574492093354893312?t=4UDdZ3lRFwtA_-4qEB8SOA&s=19
[1] https://twitter.com/MeidasTouch/status/1574491191558647811?t=4UDdZ3lRFwtA_-4qEB8SOA&s=19
[1] https://twitter.com/i/web/status/1574774859384512514
[1] https://twitter.com/kingsfoil2550/status/1574774859384512514/photo/1
[1] https://www.edwardjones.com/us-en/market-news-insights/stock-market-news/market-pulse/recession-survival-checklist

Top URLs in Tweet in G9:
[9] https://justjournalism.org/
[6] https://justjournalism.org/media/download/cjj-fbi-crime-stats-2022.pdf
[3] https://www.newsday.com/news/region-state/bail-reform-law-statistics-rearrests-court-truancy-ckkw4bva
[3] https://investigatemidwest.org/
[2] https://www.wshu.org/long-island-news/2022-08-17/nassau-county-police-data-shows-further-decrease-in-bail-reform-rearrests
[2] https://www.thenation.com/article/society/crime-reporting-failure/
[2] https://twitter.com/NickRiccardi/status/1584942060561264640
[2] https://twitter.com/ScottHech/status/1577687082662699008
[1] https://twitter.com/CarlHeastie/status/1573673128324206593?s=20&t=JSUs6axUsdA2pDdet7b9zQ
[1] https://twitter.com/ScottHech/status/1574062106189570048/photo/1

Top URLs in Tweet in G10:
[3] https://twitter.com/flannelly_mike/status/1588308810929737731/photo/1
[2] https://odysee.com/@IvorCummins:f/web-of-propaganda-wow-these-guys-are:7
[1] https://amp.cnn.com/cnn/2022/11/04/health/pfizer-covid-bivalent-booster-omicron-data/index.html
[1] https://www.healthline.com/health-news/pfizer-says-covid19-bivalent-booster-significantly-increase-antibodies-fight-omicron
[1] https://twitter.com/FergalBowers/status/1581356035675078657
[1] https://twitter.com/MaxiGreece/status/1581533869601234949/photo/1
[1] https://twitter.com/BurgersOrelse/status/1583943792868360192
[1] https://twitter.com/BurgersOrelse/status/1583943792868360192/photo/1
[1] https://twitter.com/FatEmperor/status/1581752822965510144
[1] https://montreal.ctvnews.ca/quebec-records-16-more-covid-19-deaths-31-more-hospitalizations-1.6113981

Top Domains
Top Domains in Tweet in Entire Graph:
[3281] twitter.com
[420] gijn.org
[399] co.uk
[106] medium.com
[98] co.za
[86] theguardian.com
[85] youtube.com
[74] rawstory.com
[72] paper.li
[69] org.uk

Top Domains in Tweet in G1:
[904] twitter.com
[413] gijn.org
[132] co.uk
[96] co.za
[70] paper.li
[68] medium.com
[48] datajournalism.com
[33] journaliststoolbox.org
[20] eventbrite.com
[18] ijnet.org

Top Domains in Tweet in G2:
[10] twitter.com
[4] youtube.com
[1] ac.uk
[1] theguardian.com

Top Domains in Tweet in G4:
[152] twitter.com
[58] rawstory.com
[17] co.uk
[13] google.com
[13] youtube.com
[13] washingtonpost.com
[12] medium.com
[10] theguardian.com
[9] tweetedtimes.com
[9] instagram.com

Top Domains in Tweet in G5:
[30] twitter.com
[14] ctvnews.ca
[5] burnabybeacon.com
[4] capitaldaily.ca
[1] openvaers.com
[1] co.uk
[1] justjournalism.org
[1] statnews.com
[1] vpd.ca
[1] cbc.ca

Top Domains in Tweet in G6:
[143] twitter.com
[22] datasketch.co
[19] inma.org
[18] co.uk
[9] tagesspiegel.de
[9] sueddeutsche.de
[5] economist.com
[5] umantis.com
[5] google.com
[4] trib.al

Top Domains in Tweet in G7:
[99] twitter.com
[5] worrydream.com
[3] businessinsider.com
[3] cbc.ca
[3] trib.al
[3] cnbc.com
[2] pewresearch.org
[2] spiegel.de
[1] nytimes.com
[1] digiphile.info

Top Domains in Tweet in G8:
[4] twitter.com
[1] buckscountybeacon.com
[1] theguardian.com
[1] edwardjones.com

Top Domains in Tweet in G9:
[19] twitter.com
[15] justjournalism.org
[4] investigatemidwest.org
[3] newsday.com
[2] wshu.org
[2] thenation.com
[1] bloomberg.com
[1] themarshallproject.org
[1] slate.com
[1] signalcleveland.org

Top Domains in Tweet in G10:
[12] twitter.com
[2] odysee.com
[2] rte.ie
[2] ottawacitizen.com
[1] cnn.com
[1] healthline.com
[1] ctvnews.ca
[1] gbdeclaration.org
[1] fordhamobserver.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1335] ddj
[454] datajournalism
[370] journalism
[333] data
[240] dataviz
[150] snowden
[110] data4citscinews
[83] berliner
[76] russian
[68] lockupp



Top Hashtags in Tweet in G1:
[612] ddj
[297] datajournalism
[97] journalism
[70] dataviz
[63] data
[62] uberfiles
[44] aijc2022
[36] nodexl
[19] ukraine
[19] bcujournos

Top Hashtags in Tweet in G2:
[1] leicester
[1] vaccineinjuries
[1] bbc

Top Hashtags in Tweet in G4:
[71] ddj
[37] journalism
[19] dj
[15] data
[8] pioneer
[7] datajournalism
[7] pioneerdj
[6] bigdata
[6] news
[5] media

Top Hashtags in Tweet in G5:
[3] ctvnews
[2] bcpoli
[2] palantir
[2] vote
[2] statistics
[1] bcmedia
[1] bced
[1] new
[1] yyj
[1] bcndp

Top Hashtags in Tweet in G6:
[78] ddj
[71] berliner
[38] datajournalism
[24] berlin
[22] iqb
[17] nr22
[15] qatar
[14] opendata
[12] informationsfreiheit
[12] ifg

Top Hashtags in Tweet in G7:
[8] data
[8] journalism
[7] ddj
[3] gdpr
[3] mediafest22
[2] datajournalism
[2] design
[2] privacy
[1] rtsconvention
[1] gop

Top Hashtags in Tweet in G8:
[1] uberfiles
[1] ddj

Top Hashtags in Tweet in G9:
[8] journalism
[3] statistics
[3] journalists
[2] agriculture
[2] farmers
[1] usda
[1] subsidies
[1] news
[1] newsmatch
[1] midwest

Top Hashtags in Tweet in G10:
[1] lacorona
[1] vaccinesideeffects

Top Words
Top Words in Tweet in Entire Graph:
[12617] journalism
[11960] data
[1371] journalist
[1333] #ddj
[1292] journalists
[1243] investigative
[1224] reporting
[1176] media
[1111] more
[1035] open

Top Words in Tweet in G1:
[3030] data
[2187] journalism
[629] gijn
[612] #ddj
[562] journalists
[383] 10
[382] investigative
[331] 2022
[323] open
[320] applications

Top Words in Tweet in G2:
[830] journalism
[817] researched
[817] johnboweactor
[817] same
[817] journalist
[816] calmly
[816] intelligent
[816] aggressive
[816] delivered
[816] charmingly

Top Words in Tweet in G3:
[618] journalism
[617] probably
[617] unbiased
[617] nigerians
[617] safe
[617] david
[617] brand
[617] rely
[617] hundeyin's
[616] wel

Top Words in Tweet in G4:
[645] data
[574] journalism
[80] story
[70] news
[70] years
[69] more
[69] journalists
[69] #ddj
[64] raw
[64] 18

Top Words in Tweet in G5:
[520] journalism
[501] bc
[386] mikehanafin
[366] adriandix
[365] stellar
[350] knew
[344] right
[343] foi
[342] lied
[341] played

Top Words in Tweet in G6:
[286] die
[212] journalism
[203] data
[169] plateauton
[78] #ddj
[78] schlecht
[71] luftqualität
[71] grünflächen
[71] kiezen
[71] welchen

Top Words in Tweet in G7:
[282] data
[261] journalism
[163] elonmusk
[89] twitter
[72] news
[57] people
[44] open
[36] citizen
[36] more
[34] media

Top Words in Tweet in G8:
[483] journalism
[474] doing
[473] reporting
[472] citizen
[472] investigative
[472] jennycohn1
[472] group
[472] incredible
[472] capitolhunters
[472] amazing

Top Words in Tweet in G9:
[417] based
[400] data
[350] scotthech
[320] journalism
[243] far
[233] justice
[210] newsday
[209] possible
[208] nails
[208] sensational

Top Words in Tweet in G10:
[368] increase
[236] vprasadmdmph
[186] see
[185] bad
[184] cnn
[184] divided
[184] pfizer
[184] bivalent
[145] journalism
[141] data

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3875] data,journalism
[830] researched,intelligent
[830] same,journalist
[830] intelligent,journalism
[830] charmingly,same
[830] aggressive,researched
[830] journalism,delivered
[830] delivered,calmly
[830] calmly,charmingly
[829] johnboweactor,aggressive

Top Word Pairs in Tweet in G1:
[1555] data,journalism
[218] top,10
[165] journalism,masterclass
[162] call,applications
[149] masterclass,2022
[148] journalism,top
[142] 2022,open
[139] investigative,journalism
[137] data,driven
[113] rcdij,data

Top Word Pairs in Tweet in G2:
[816] intelligent,journalism
[816] delivered,calmly
[816] journalism,delivered
[816] same,journalist
[816] calmly,charmingly
[816] aggressive,researched
[816] researched,intelligent
[816] charmingly,same
[815] johnboweactor,aggressive
[20] really,poor

Top Word Pairs in Tweet in G3:
[617] hundeyin's,brand
[617] rely,david
[617] brand,journalism
[617] david,hundeyin's
[617] safe,nigerians
[617] nigerians,rely
[617] journalism,probably
[617] probably,unbiased
[616] sirdavidbent,safe
[616] unbiased,wel

Top Word Pairs in Tweet in G4:
[216] data,journalism
[60] raw,story
[60] independent,journalism
[60] years,independent
[60] celebrating,18
[60] 18,years
[60] story,celebrating
[31] african,journalists
[31] journalism,masterclass
[31] train,african

Top Word Pairs in Tweet in G5:
[341] foi,request
[341] along,stellar
[341] played,along
[341] journalism,took
[341] easy,bc
[341] knew,adriandix
[341] stellar,journalism
[341] lied,right
[341] adriandix,played
[341] took,foi

Top Word Pairs in Tweet in G6:
[101] data,journalism
[71] schlecht,laut
[71] gibt's,genug
[71] grünflächen,haustür
[71] kiezen,gibt's
[71] luftqualität,schlecht
[71] genug,grünflächen
[71] #berliner,kiezen
[71] haustür,die
[71] die,luftqualität

Top Word Pairs in Tweet in G7:
[29] citizen,journalism
[28] data,journalism
[25] data,reporting
[17] open,sourcing
[16] open,journalism
[16] sourcing,news
[15] showing,work
[15] elonmusk,open
[15] news,showing
[15] journalism,open

Top Word Pairs in Tweet in G8:
[472] doing,incredible
[472] incredible,citizen
[472] amazing,investigative
[472] journalism,capitolhunters
[472] jennycohn1,group
[472] group,doing
[472] citizen,journalism
[472] investigative,reporting
[472] reporting,jennycohn1
[471] stephenjamesus,amazing

Top Word Pairs in Tweet in G9:
[215] justice,journalism
[213] scotthech,justice
[208] far,sensational
[208] based,far
[208] sensational,possible
[208] possible,newsday
[208] fact,based
[208] journalism,fact
[208] data,based
[208] based,data

Top Word Pairs in Tweet in G10:
[184] bivalent,increase
[184] see,pfizer
[184] increase,bivalent
[184] bad,see
[184] cnn,bad
[184] divided,increase
[184] pfizer,divided
[183] vprasadmdmph,cnn
[52] ratio,wonder
[52] 54,titers

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@ctvnews
@sbabones
@channel4
@orodata
@bbcnews
@danrather
@int_idea
@ruffydfire
@aajkamrankhan

Top Replied-To in G1:
@orodata
@washingtonpost
@taiwo_adenike
@glepeyko
@1p21interactive
@axios
@kontinentalist_
@beverleyturner
@davidclinchnews
@zielina

Top Replied-To in G2:
@hmp_ober
@jpm287
@breesanna
@mohamme90939901
@essexpr
@del67739379
@davey3483
@drmatthewsweet
@gbnews
@johnboweactor

Top Replied-To in G4:
@articonf

Top Replied-To in G5:
@ctvnews
@atrachelgilmore
@adriandix
@nick35028314
@wisdomkeeper6
@capitaldailyvic
@mikeinitright
@sbassalien
@infil00p

Top Replied-To in G6:
@int_idea
@alexselbyb
@webfoundation
@techjournalisto
@edconwaysky
@beninldn
@bquilty
@leslieyoung
@googlenewsinit
@theeconomist

Top Replied-To in G7:
@elonmusk
@paulg
@msnbc
@jordanbpeterson
@gelliottmorris
@chazman
@gladioperibunt
@bella_boo_99t
@ashleyann_atx
@ashleygwinter

Top Replied-To in G8:
@simonwdc
@edwardjones

Top Replied-To in G9:
@deperepeter
@openmarkets

Top Replied-To in G10:
@fergalbowers
@ottawacitizen
@calvinistviking
@freerangescots
@divestspd
@choeshow
@irishtimes
@cjad800
@rtenews
@erdocaa

Top Mentioned
Top Mentioned in Entire Graph:
@johnboweactor
@sirdavidbent
@gijn
@stephenjamesus
@jennycohn1
@capitolhunters
@mikehanafin
@scotthech
@adriandix
@juliustroeger

Top Mentioned in G1:
@gijn
@gijnafrica
@datajournalism
@rcdij
@mediahackza
@alastairotter
@propublica
@africa_datahub
@washingtonpost
@icijorg

Top Mentioned in G2:
@johnboweactor
@essexpr
@gbnews
@terraorbust
@breesanna
@sandrawight1
@charlotteflit
@n_shirtcliffe
@simbaknows2
@ofcom

Top Mentioned in G3:
@sirdavidbent
@onyeka_nwelue

Top Mentioned in G4:
@hernangraffe
@mosenatlarge
@chyseqa7
@realcode
@summerdharlow
@_caitlin_quinn
@dschallenges
@universalrepor1

Top Mentioned in G5:
@mikehanafin
@adriandix
@robshaw_bc
@jodyvance
@keithbaldrey
@richardzussman
@debraj43
@capitaldailyvic
@globalbc
@ianhanomansing

Top Mentioned in G6:
@plateauton
@theeconomist
@pressgazette
@s_muellerhansen
@sz
@the_claus
@data_leads
@googlenewsinit
@funkeinteraktiv
@cianmian

Top Mentioned in G7:
@elonmusk
@twitter
@digiphile
@msnbc
@cbouzy
@foxnews
@cnn
@cestvraiapp
@nbcnews
@stevekornacki

Top Mentioned in G8:
@jennycohn1
@capitolhunters
@stephenjamesus
@lrbitisnot
@meidastouch
@visionsurreal
@dempseytwo
@icijorg
@lukewyman1
@simonwdc

Top Mentioned in G9:
@scotthech
@newsday
@sethabramson
@markpuente
@ansirh
@_eric_reinhart
@americanedge
@openmarkets
@opinfo
@madimcvan

Top Mentioned in G10:
@vprasadmdmph
@fatemperor
@irishtimes
@freerangescots
@johnboweactor
@rtenews
@ericacbarnett
@burgersorelse
@fergalbowers
@maxigreece

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@sectest9
@oldlady12345
@dichristine
@chidambara09
@hrblock_21
@cybersecurityn8
@moonbootica
@llemj
@_redfrog

Top Tweeters in G1:
@chidambara09
@hrblock_21
@_redfrog
@chrisbrey1
@kokusizu2
@scheerenberger
@reuters
@elkehollings
@unlewis
@business

Top Tweeters in G2:
@porridgeisgood
@z_chrissie
@lewtonserena5
@idomain8
@kheatherbrown
@mutalabala
@donifordace
@lunaperla
@wickedfairysad
@terrytmcgookin

Top Tweeters in G3:
@garrincha_1962_
@oluwej
@harsiwarju
@bode_bankz
@fresh_josh
@iphedollar
@tomiwao_
@omuzibuwaalu
@kunlebinjo
@mayeesq

Top Tweeters in G4:
@marthalynneowe1
@stigmabasee
@dataaugmented
@ng_dailynews
@solusnan1
@bmangh
@eraser
@jchapman1729
@knittingknots
@uwesteiner

Top Tweeters in G5:
@pqpolitics
@blubdha
@dawnroseturner
@ghostcatbce
@wavetop
@jdignum
@merlinofcanada
@natricer
@joejaggi
@kathy19090674

Top Tweeters in G6:
@nobby15
@dailymirror
@prensa_libre
@milatrud11
@newindianxpress
@thesun
@skynews
@dailymailuk
@theeconomist
@komiska

Top Tweeters in G7:
@akuma_river
@businessinsider
@cnbc
@nypost
@foxnews
@zerohedge
@jornaloglobo
@paulbernaluk
@washtimes
@optus

Top Tweeters in G8:
@oldlady12345
@kenkircher1
@backstorymom1
@teram323tere
@bellesapepper37
@cotey_mary
@cblazblaz
@lorettabower3
@wellness4you13
@carollarue

Top Tweeters in G9:
@wally_wests
@sar_oso
@jamestoupin
@estarianne
@eilonwy24
@drseid
@debr3322
@shareitarie10
@geostompx
@odoylecharlotte

Top Tweeters in G10:
@madrynha2012
@heidiec5
@metz_chance
@irishtimes
@sidljon
@petermcc66
@supershocked10
@weejockmaley
@ottawacitizen
@mahfood_86
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