#ddj OR (data journalism), Twitter, 9/5/2022 9:21:58 PM, 281368


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#ddj OR (data journalism)_2022-09-05_09-30-01.xlsx
#ddj OR (data journalism)_2022-09-05_09-30-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 05, 2022
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/3TKWkCw
@scotthech
@abtran
@gijnru
@gijn
@this0499154500
@ryp__
@gijnafrica
@kuangkeng
@kaerumy
@pmihail1

Top hashtags:
#ddj
#data
#journalism
#dataviz
#datajournalism
#karankundrra
#nodexl
#kkundrrasquad

Description:
Description
The graph represents a network of 5,576 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, 05 September 2022 at 16:32 UTC.

The requested start date was Monday, 05 September 2022 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, 21-hour, 49-minute period from Monday, 29 August 2022 at 02:07 UTC to Sunday, 04 September 2022 at 23:56 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 : 5576
Unique Edges : 1296
Edges With Duplicates : 9947
Total Edges : 11243
Number of Edge Types : 5
Replies to : 121
Mentions : 530
Retweet : 4867
MentionsInRetweet : 5476
Tweet : 249
Self-Loops : 262
Reciprocated Vertex Pair Ratio : 0.00942760942760943
Reciprocated Edge Ratio : 0.018679119412942
Connected Components : 307
Single-Vertex Connected Components : 94
Maximum Vertices in a Connected Component : 4489
Maximum Edges in a Connected Component : 9420
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 2.984867
Graph Density : 0.000192883015614646
Modularity : 0.414855
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 5,576 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, 05 September 2022 at 16:32 UTC.

The requested start date was Monday, 05 September 2022 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, 21-hour, 49-minute period from Monday, 29 August 2022 at 02:07 UTC to Sunday, 04 September 2022 at 23:56 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:
[126] https://www.theguardian.com/technology/2022/aug/27/facebook-cambridge-analytica-data-breach-lawsuit-ends-in-11th-hour-settlement
[25] https://gijn.org/2022/09/02/data-journalism-top-10-drying-rivers-student-debt-china-taiwan-censoring-big-bang/
[11] https://gijn.org/2022/08/26/data-journalism-top-10-google-and-abortion-crisis-in-emergency-care-future-heatwaves-marvels-cinematic-network/
[10] https://gijn.org/2022/08/30/top-10-ddj-google-i-aborty-krizis-skoroy-pomoschi-teplovyie-volny-kinovselennaya-marvel/
[9] https://www.journalism.co.uk/vocational-skills-study/introduction-to-data-journalism/s43/a554228/
[9] https://journalismcourses.org/course/advanced-data-journalism-doing-more-with-r/
[7] https://ladatacuenta.com/2021/09/25/ocho-pasos-para-mejorar-tus-graficos-de-barras-con-ggplot2-en-r/
[6] https://towardsai.net/p/l/are-data-journalism-and-data-science-the-same-thing
[6] https://www.bbc.co.uk/programmes/m001brjj
[6] https://www.journaliststoolbox.org/category/data-visualization-and-online-tools/

Top URLs in Tweet in G1:
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=6aa15162-2943-11ed-96d1-554643575151&url=L25ld3MvYXJ0aWNsZXMvMjAyMi0wOC0zMC9ueWMtcy1yaXNlLW9mLWxvdy1sZXZlbC1hcnJlc3RzLXdvcnJ5LWNyaXRpY3Mtb2YtYnJva2VuLXdpbmRvd3MtZXJh

Top URLs in Tweet in G2:
[17] https://gijn.org/2022/09/02/data-journalism-top-10-drying-rivers-student-debt-china-taiwan-censoring-big-bang/
[10] https://gijn.org/2022/08/30/top-10-ddj-google-i-aborty-krizis-skoroy-pomoschi-teplovyie-volny-kinovselennaya-marvel/
[9] https://gijn.org/2022/08/26/data-journalism-top-10-google-and-abortion-crisis-in-emergency-care-future-heatwaves-marvels-cinematic-network/
[6] https://www.journaliststoolbox.org/category/data-visualization-and-online-tools/
[5] https://gijn.org/2022/08/16/data-journalism-pioneers-at-work-across-southeast-asia/
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Finside.mediahack.co.za%2Four-data-driven-journalism-publication-launched-a-year-ago-heres-what-we-ve-learned-so-far-a0443a8d2cda
[3] https://www.journaliststoolbox.org/2022/07/14/satellite-imagery/
[2] https://inside.mediahack.co.za/the-tools-we-use-to-run-our-data-journalism-business-9b3698ad8635
[2] https://dataplusjournalism.com/order-the-book/
[2] https://medium.com/warning-graphic-content/2-september-2022-9a60d0f5a64

Top URLs in Tweet in G3:
[125] https://www.theguardian.com/technology/2022/aug/27/facebook-cambridge-analytica-data-breach-lawsuit-ends-in-11th-hour-settlement

Top URLs in Tweet in G4:
[3] https://towardsai.net/p/l/are-data-journalism-and-data-science-the-same-thing
[3] https://gijn.org/2022/09/02/data-journalism-top-10-drying-rivers-student-debt-china-taiwan-censoring-big-bang/
[2] https://www.rawstory.com/ftc-abortion-provider-lawsuit/
[2] https://starlocalmedia.com/planocourier/from-england-to-texas-meet-longtime-plano-resident-sarah-scribner/article_ebcd65b6-2971-11ed-8e4e-13e1e5887f43.html?utm_campaign=blox&utm_source=twitter&utm_medium=social
[2] https://www.journalism.co.uk/vocational-skills-study/introduction-to-data-journalism/s43/a554228/
[2] https://nordot.app/938584657344675840
[1] https://twitter.com/NationAfrica/status/1564087648154800130
[1] https://www.journalism.co.uk/news/10-media-research-hubs-for-journalists/s2/a744411/
[1] https://istories.media/investigations/2022/08/29/sbory-v-shkolu/?utm_source=twitter&utm_medium=mainpage&utm_campaign=sbory-v-shkolu
[1] https://www.tandfonline.com/toc/recq21/current?cookieSet=1

Top URLs in Tweet in G6:
[9] https://journalismcourses.org/course/advanced-data-journalism-doing-more-with-r/
[6] https://www.bbc.co.uk/programmes/m001brjj
[2] https://karthik-muth.github.io/societal_problems/
[2] https://gijn.org/2022/09/02/data-journalism-top-10-drying-rivers-student-debt-china-taiwan-censoring-big-bang/
[2] https://www.bbc.co.uk/lnp/sdu_training_2022/
[1] https://www.theguardian.com/education/2022/aug/18/england-a-level-result-explained-five-charts
[1] https://twitter.com/gwjournalism/status/1555544074417045510
[1] https://www.bbc.co.uk/programmes/p0ctvmq9
[1] https://twitter.com/facostarainis/status/1560335482650853376
[1] https://soccermatics.readthedocs.io/en/latest/index.html

Top URLs in Tweet in G7:
[1] https://docs.google.com/spreadsheets/d/1UhecAD_X-KYZMNYIS2iBpfzTEtAs2P-G/edit#gid=2007869081

Top URLs in Tweet in G8:
[1] https://istories.media/investigations/2022/08/29/sbory-v-shkolu/?utm_source=twitter&utm_medium=mainpage&utm_campaign=sbory-v-shkolu

Top URLs in Tweet in G9:
[1] http://teachershortages.com/
[1] https://twitter.com/USATODAY/status/1563880325033639941
[1] https://awards.journalists.org/entries/the-ongoing-crisis-of-covid-behind-bars/
[1] https://www.theguardian.com/technology/2022/aug/27/facebook-cambridge-analytica-data-breach-lawsuit-ends-in-11th-hour-settlement
[1] https://www.storybench.org/storytelling-stem-northeasterns-new-master-of-science-m-s-in-media-innovation-data-communication/
[1] https://www.americanpressinstitute.org/publications/reports/survey-research/fatigue-traditionalism-and-engagement-the-news-habits-and-attitudes-of-the-gen-z-and-millennial-generations/single-page/
[1] https://www.niemanlab.org/2022/08/how-the-ap-usa-today-and-northeastern-built-a-database-of-mass-killings-that-tracks-more-than-shootings/

Top URLs in Tweet in G10:
[2] https://hostingjournalist.com/cologix-announces-150m-data-center-expansion-in-columbus-ohio/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.datacenterdynamics.com/en/news/equinix-and-digital-realty-increase-data-center-diesel-reserves-amid-european-power-crisis/?utm_content=buffer3b8d9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://datacenterfrontier.com/the-top-10-data-center-stories-for-august-2022/
[1] https://datacenterfrontier.com/cloudhq-breaks-ground-on-2-5-billion-chicago-data-center-campus/
[1] https://twitter.com/alignedenergy/status/1564983818141966337
[1] https://www.wsj.com/articles/data-centers-are-unpopular-all-the-better-for-their-stocks-11661866406?st=hmie95so7mb60do
[1] https://datacenterfrontier.com/land-and-expand-cloudhq-scala-involta-aws-google-microsoft/
[1] https://twitter.com/ronvokoun/status/1458616816985587721
[1] https://www.cablinginstall.com/white-papers/whitepaper/14281810/testing-and-troubleshooting-data-center-cable-plants
[1] https://twitter.com/AKCessPro/status/1547109216699031552?s=20&t=C3BDMGJtZLki9ncd0eflTQ

Top Domains
Top Domains in Tweet in Entire Graph:
[128] theguardian.com
[56] twitter.com
[55] gijn.org
[37] co.uk
[13] journaliststoolbox.org
[10] ladatacuenta.com
[9] journalismcourses.org
[7] medium.com
[7] org.ua
[6] towardsai.net

Top Domains in Tweet in G1:
[1] bloomberg.com

Top Domains in Tweet in G2:
[43] gijn.org
[13] journaliststoolbox.org
[7] medium.com
[3] co.za
[2] twitter.com
[2] pulitzercenter.org
[2] dataplusjournalism.com
[2] youtube.com
[2] nodexlgraphgallery.org
[1] vercel.app

Top Domains in Tweet in G3:
[125] theguardian.com

Top Domains in Tweet in G4:
[16] twitter.com
[5] co.uk
[4] gijn.org
[3] towardsai.net
[3] earthjournalism.net
[3] bigearth-data.com
[2] tandfonline.com
[2] rawstory.com
[2] 6abc.com
[2] substack.com

Top Domains in Tweet in G6:
[9] journalismcourses.org
[9] co.uk
[5] twitter.com
[3] github.io
[2] datajournalism.com
[2] gijn.org
[1] theguardian.com
[1] readthedocs.io

Top Domains in Tweet in G7:
[1] google.com

Top Domains in Tweet in G8:
[1] istories.media

Top Domains in Tweet in G9:
[1] teachershortages.com
[1] twitter.com
[1] journalists.org
[1] theguardian.com
[1] storybench.org
[1] americanpressinstitute.org
[1] niemanlab.org

Top Domains in Tweet in G10:
[4] datacenterfrontier.com
[3] twitter.com
[2] hostingjournalist.com
[2] datacenterdynamics.com
[1] wsj.com
[1] cablinginstall.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[197] ddj
[37] data
[33] journalism
[32] dataviz
[28] datajournalism
[24] karankundrra
[22] nodexl
[16] kkundrrasquad
[16] baarishaayihai
[15] periodismodatos



Top Hashtags in Tweet in G2:
[42] ddj
[5] data
[4] climatechange
[4] mapping
[4] investigative
[4] dataviz
[4] datajournalism
[3] nasa
[3] jobs
[3] media

Top Hashtags in Tweet in G4:
[16] ddj
[9] data
[7] journalism
[4] pioneerdj
[4] dj
[4] djlife
[4] pioneer
[4] cdj
[4] serato
[3] datadriven

Top Hashtags in Tweet in G6:
[21] ddj
[8] datajournalism
[7] data
[6] pickoftheweek
[5] journalism
[5] onlinecourse
[4] bcujournos
[2] issues
[2] val2022
[2] sverige

Top Hashtags in Tweet in G8:
[1] ddj

Top Hashtags in Tweet in G9:
[2] journalism
[1] newshabits

Top Hashtags in Tweet in G10:
[13] datacenter
[4] cloud
[2] hyperscale
[2] news
[2] testing
[2] troubleshooting
[2] cabling
[1] mountprospect
[1] construction
[1] whitepaper

Top Words
Top Words in Tweet in Entire Graph:
[4938] data
[4675] journalism
[3889] analysis
[3886] again
[3864] level
[3857] massive
[3856] scotthech
[3855] extraordinary
[3855] bloomberg
[3855] increases

Top Words in Tweet in G1:
[3842] journalism
[3841] data
[3839] scotthech
[3838] extraordinary
[3838] again
[3838] bloomberg
[3838] analysis
[3838] massive
[3838] increases
[3838] arrests

Top Words in Tweet in G2:
[202] data
[129] journalism
[56] gijn
[42] #ddj
[38] journalists
[37] 10
[36] nuktaafrica
[35] training
[34] africa
[34] в

Top Words in Tweet in G3:
[135] journalism
[126] see
[125] appears
[125] investigative
[125] courts
[125] work
[125] bad
[125] never
[125] zuck
[125] dish

Top Words in Tweet in G4:
[92] data
[82] journalism
[24] র
[19] ন
[16] #ddj
[15] দ
[14] য
[11] news
[10] media
[10] ব

Top Words in Tweet in G5:
[180] data
[90] bbcgaryr
[90] shetislandscll
[90] first
[90] independently
[90] verifying
[90] information
[90] checking
[89] stfilansdream

Top Words in Tweet in G6:
[40] data
[36] journalism
[33] course
[21] #ddj
[16] programming
[16] language
[13] enhance
[11] newest
[10] reporting
[10] sept

Top Words in Tweet in G7:
[46] rosmah
[46] convicted
[46] sentence
[46] 10
[46] years
[46] bribes
[46] related
[46] rm1
[46] billion
[46] solar

Top Words in Tweet in G8:
[115] в
[38] сколько
[38] стоит
[38] собрать
[38] ребенка
[38] школу
[38] во
[38] время
[38] войны
[38] товары

Top Words in Tweet in G9:
[11] journalism
[8] reporting
[8] usatoday
[8] data
[7] magnum
[7] opus
[7] teacher
[7] shortage
[7] great
[7] kaylajjimenez

Top Words in Tweet in G10:
[13] #datacenter
[10] data
[7] center
[4] #cloud
[4] dcfrontier
[4] women
[3] build
[3] centers
[3] companies
[2] cloudhq_llc

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3860] data,analysis
[3855] extraordinary,journalism
[3855] journalism,again
[3855] again,bloomberg
[3855] bloomberg,data
[3855] analysis,massive
[3855] massive,increases
[3855] increases,arrests
[3855] arrests,low
[3855] low,level

Top Word Pairs in Tweet in G1:
[3838] extraordinary,journalism
[3838] journalism,again
[3838] again,bloomberg
[3838] bloomberg,data
[3838] data,analysis
[3838] analysis,massive
[3838] massive,increases
[3838] increases,arrests
[3838] arrests,low
[3838] low,level

Top Word Pairs in Tweet in G2:
[106] data,journalism
[30] journalists,editors
[27] nukta,africa
[27] africa,partnership
[27] partnership,unesco
[27] unesco,unescodar
[27] unescodar,set
[27] set,conduct
[27] conduct,series
[27] series,training

Top Word Pairs in Tweet in G3:
[125] appears,investigative
[125] investigative,journalism
[125] journalism,courts
[125] courts,work
[125] work,bad
[125] bad,never
[125] never,see
[125] see,zuck
[125] zuck,dish
[124] ryp__,appears

Top Word Pairs in Tweet in G4:
[27] data,journalism
[6] investigative,journalism
[5] দ,ব
[5] ড,ট
[4] journalism,data
[4] data,science
[4] raw,story
[4] story,celebrating
[4] celebrating,18
[4] 18,years

Top Word Pairs in Tweet in G5:
[90] bbcgaryr,shetislandscll
[90] shetislandscll,first
[90] first,independently
[90] independently,verifying
[90] verifying,information
[90] information,checking
[90] checking,data
[90] data,data
[89] stfilansdream,bbcgaryr

Top Word Pairs in Tweet in G6:
[25] data,journalism
[16] programming,language
[13] language,enhance
[11] newest,course
[10] enhance,reporting
[9] journalism,alumni
[8] ma,data
[7] using,programming
[7] bcu,journalism
[7] alumni,barniechoudhury

Top Word Pairs in Tweet in G7:
[46] rosmah,convicted
[46] convicted,sentence
[46] sentence,10
[46] 10,years
[46] years,bribes
[46] bribes,related
[46] related,rm1
[46] rm1,billion
[46] billion,solar
[46] solar,energy

Top Word Pairs in Tweet in G8:
[38] сколько,стоит
[38] стоит,собрать
[38] собрать,ребенка
[38] ребенка,в
[38] в,школу
[38] школу,во
[38] во,время
[38] время,войны
[38] войны,товары
[38] товары,подорожали

Top Word Pairs in Tweet in G9:
[7] magnum,opus
[7] opus,teacher
[7] teacher,shortage
[7] shortage,great
[7] great,reporting
[7] reporting,kaylajjimenez
[7] kaylajjimenez,aliaemily
[7] aliaemily,usatoday
[6] citizenross,magnum
[5] congratulations,ap

Top Word Pairs in Tweet in G10:
[7] data,center
[3] data,centers
[3] #datacenter,#cloud
[2] cologix,announces
[2] announces,150m
[2] 150m,data
[2] center,expansion
[2] expansion,columbus
[2] columbus,ohio
[2] ohio,#datacenter

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@scotthech
@ryp__
@shetislandscll
@stfilansdream
@bbcgaryr
@gijn
@kaerumy
@istories_media
@nuktaafrica
@unescodar

Top Mentioned in G1:
@scotthech

Top Mentioned in G2:
@gijn
@nuktaafrica
@unescodar
@gijnafrica
@sz
@dataphyte
@nedemocracy
@washingtonpost
@outlierafrica
@nytimes

Top Mentioned in G3:
@ryp__
@scotthech
@froomkin
@johnjharwood
@mattdodge4
@wawaandpapa

Top Mentioned in G4:
@djdouglascba
@afrjournstud
@yvesmulkers

Top Mentioned in G5:
@shetislandscll
@stfilansdream
@bbcgaryr

Top Mentioned in G6:
@paulbradshaw
@bcujournalism
@abtran
@jcourses
@barniechoudhury
@knightcenterut
@bbcradio4
@datajournalism
@alexhomer
@mybcu

Top Mentioned in G7:
@kaerumy
@kuangkeng

Top Mentioned in G8:
@istories_media

Top Mentioned in G9:
@usatoday
@kaylajjimenez
@aliaemily
@citizenross
@ap
@marshallproj
@ona
@mikesisak
@northeastern
@journalismproj

Top Mentioned in G10:
@dcfrontier
@cloudhq_llc
@microsoft
@google
@dartpoints
@edgeconnex
@plugpowerinc
@switch
@dbrg_group
@vertiv

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@ronniehowlett3
@hrblock_21
@7b73f39b85e1415
@cloudwanderer3
@thepoliticalcat
@sddphoto
@bunrxm
@lesleygsmith3
@marthalynneowe1

Top Tweeters in G1:
@missb62
@7b73f39b85e1415
@cloudwanderer3
@thepoliticalcat
@sddphoto
@bunrxm
@marthalynneowe1
@backstorymom1
@jjj5819
@katcapps

Top Tweeters in G2:
@nytimes
@washingtonpost
@pmihail1
@sokoanalyst
@eldiarioes
@_nwai
@lope_64
@thetimes
@sfchronicle
@malaysiakini

Top Tweeters in G3:
@russelltim151
@adekleine
@deesbarbara
@dianeeugenio
@upchuck66
@karolcummins
@thumppooh
@jmreycroft
@jesusnarrowway
@sad_sadfaces

Top Tweeters in G4:
@dataaugmented
@shoq
@bmangh
@knittingknots
@suriyasubraman
@biconnections
@6abc
@yvesmulkers
@7wdata
@denisdvezine

Top Tweeters in G5:
@lesleygsmith3
@hazelglasgow
@tartancobweb
@ferguson2811
@mckinlay_liz
@xraypat
@jbwhitesnake
@shirleyyoung2
@evolvedpeasant
@weecass1888

Top Tweeters in G6:
@gombang
@chrislepkowski
@margymaclibrary
@luizingalicioli
@bbcradio4
@drmcar
@gersonlmartins
@annfinkbeiner
@paulbradshaw
@pinardag

Top Tweeters in G7:
@michellelanious
@rahah_ghazali
@jshrin_
@taevberrybear
@klausriede
@iksterror
@cahayasakinah_
@chillasaurusx
@danialmegat
@reviewstuffs

Top Tweeters in G8:
@azazet
@sibir_yak
@galinatolstykh
@jakgremlin
@stabilnosti
@kot_ovskii
@isaynotolie
@gal_yaro
@ustavschey
@romanne_

Top Tweeters in G9:
@usatoday
@vickimo08056436
@ap
@leighmunsil
@nixonron
@mikesisak
@marshallproj
@johnquinn83
@mattcdata
@northeastern

Top Tweeters in G10:
@wsj
@comed
@azure
@awscloud
@ronvokoun
@shannonrhulbert
@tech_journalism
@microsoft
@hostingjournal
@dcfrontier


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