datajournalism, Twitter, 11/28/2022 6:04:17 PM, 285044


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datajournalism_2022-11-28_10-00-01.xlsx
datajournalism_2022-11-28_10-00-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 28, 2022
Short Description:
datajournalism via NodeXL https://bit.ly/3GWYhaO
@datajournalism
@masterbigdatapi
@godfrey_g_
@kirkdborne
@prpnetwork1
@kamtchang1
@_jakashi
@datasciencebot_
@coetvooruit
@gijn

Top hashtags:
#datajournalism
#ddj
#bigdata
#datascience
#dataviz
#intelligenzaartificiale

Description:
Description
The graph represents a network of 517 Twitter users whose tweets in the requested range contained "datajournalism", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 28 November 2022 at 18:00 UTC.

The requested start date was Monday, 28 November 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 9-hour, 11-minute period from Monday, 14 November 2022 at 07:03 UTC to Sunday, 27 November 2022 at 16:15 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 : 517
Unique Edges : 281
Edges With Duplicates : 813
Total Edges : 1094
Number of Edge Types : 5
Replies to : 17
Mentions : 247
Retweet : 344
MentionsInRetweet : 400
Tweet : 86
Self-Loops : 89
Reciprocated Vertex Pair Ratio : 0.0399274047186933
Reciprocated Edge Ratio : 0.0767888307155323
Connected Components : 63
Single-Vertex Connected Components : 26
Maximum Vertices in a Connected Component : 251
Maximum Edges in a Connected Component : 661
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.433404
Graph Density : 0.00214790157887634
Modularity : 0.463212
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 517 Twitter users whose tweets in the requested range contained "datajournalism", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 28 November 2022 at 18:00 UTC.

The requested start date was Monday, 28 November 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 9-hour, 11-minute period from Monday, 14 November 2022 at 07:03 UTC to Sunday, 27 November 2022 at 16:15 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 : datajournalism
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:
[43] https://stibee.com/api/v1.0/emails/share/dO0DYMXcnfCRj1EbY0pw559fwg6DiA4=
[33] https://datajournalism.com/survey/2022/
[26] https://www.amazon.com/gp/product/0367000083?&linkCode=sl1&tag=kirkdborne-20&linkId=9556c451cf95db21fd1466a84f3dc6c0&language=en_US&ref_=as_li_ss_tl
[10] https://twitter.com/datajournalism/status/1592490819755593728
[6] https://stibee.com/api/v1.0/emails/share/qNzm4qhlT_US0IeF20tDa-PjRU-kFdc=
[5] https://newsera2020.eu/events/newsera-enjoi-data-journalism-and-misinformation/
[5] https://twitter.com/datajournalism/status/1594681367501197316
[4] https://ladatacuenta.com/2022/11/22/in-a-gender-world-cup-latin-american-countries-will-not-reach-the-final-why/
[4] https://www.coursera.org/learn/visualization-for-data-journalism?irclickid=&irgwc=1&utm_medium=partners&utm_source=impact&utm_campaign=2840738&utm_content=b2c
[3] https://app.addevent.com:443/dir/link/evt/aiiddgdow

Top URLs in Tweet in G1:
[20] https://datajournalism.com/survey/2022/
[3] https://mailchi.mp/hackshackers/take-the-state-of-data-journalism-survey
[3] https://app.addevent.com:443/dir/link/evt/aiiddgdow
[2] https://datajournalismcom.s3-eu-central-1.amazonaws.com/handbooks/The-Data-Journalism-Handbook-2-JP.pdf
[2] https://corporate.dw.com/en/data-journalism-why-usability-is-more-than-nice-to-have/a-63539204
[2] https://twitter.com/datajournalism/status/1594683733868793858
[2] https://twitter.com/datajournalism/status/1592490819755593728
[1] https://www.goodcountry.org/index/source-data/
[1] https://www.diffbot.com/insights/every-company-affected-by-sanctions/
[1] https://flokinet.is/ejc.php

Top URLs in Tweet in G2:
[43] https://stibee.com/api/v1.0/emails/share/dO0DYMXcnfCRj1EbY0pw559fwg6DiA4=
[6] https://stibee.com/api/v1.0/emails/share/qNzm4qhlT_US0IeF20tDa-PjRU-kFdc=

Top URLs in Tweet in G3:
[26] https://www.amazon.com/gp/product/0367000083?&linkCode=sl1&tag=kirkdborne-20&linkId=9556c451cf95db21fd1466a84f3dc6c0&language=en_US&ref_=as_li_ss_tl
[2] https://masterbigdata.it/it/iscrizione-2022-2023

Top URLs in Tweet in G4:
[5] https://twitter.com/datajournalism/status/1594681367501197316
[3] https://twitter.com/datajournalism/status/1592490819755593728
[2] https://datajournalism.com/survey/2022/
[2] https://twitter.com/datajournalism/status/1595051498014183424
[1] https://www.youtube.com/watch?v=j78p4xtjZ0Y&feature=youtu.be

[1] https://twitter.com/datajournalism/status/1594981789147226114
[1] https://twitter.com/datajournalism/status/1594610234529660934
[1] https://p.dw.com/p/4IbRs?maca=en-Twitter-sharing
[1] https://datajournalism.com/watch/python-for-journalists
[1] https://twitter.com/datajournalism/status/1594982369026531332

Top URLs in Tweet in G5:
[4] https://twitter.com/datajournalism/status/1592490819755593728
[4] https://datajournalism.com/survey/2022/
[3] https://tweetedtimes.com/topic.process
[1] https://twitter.com/Nate_Cohn/status/1592340379898347520
[1] https://twitter.com/ejcnet/status/1592492872955305985
[1] https://www.formulagod.ai/
[1] https://www.dw.com/en/schengen-states-extend-border-checks-ignoring-eu-court/a-63747406
[1] https://twitter.com/jimccasey1/status/1593446344319959040
[1] https://grist.org/article/qatar-claims-the-2022-fifa-world-cup-is-carbon-neutral-its-not/
[1] https://twitter.com/jon_bois/status/1594413430609436675

Top URLs in Tweet in G6:
[1] https://datacameroon.com/environment-in-bonaberi-about-31-of-mangroves-have-been-lost-in-5-years/

Top URLs in Tweet in G7:
[2] https://www.wprpn.com/operation-secret-santa/

Top URLs in Tweet in G8:
[2] https://medium.com/warning-graphic-content/18-november-2022-bc0b7c04790d

Top URLs in Tweet in G9:
[1] https://twitter.com/datajournalism/status/1592490819755593728

Top URLs in Tweet in G10:
[4] https://newsera2020.eu/events/newsera-enjoi-data-journalism-and-misinformation/
[1] https://twitter.com/teo_moretti/status/1593185051621007360

Top Domains
Top Domains in Tweet in Entire Graph:
[49] stibee.com
[43] twitter.com
[39] datajournalism.com
[26] amazon.com
[5] newsera2020.eu
[4] ladatacuenta.com
[4] dw.com
[4] coursera.org
[4] thefunctionalart.com
[3] addevent.com

Top Domains in Tweet in G1:
[23] datajournalism.com
[11] twitter.com
[3] mailchi.mp
[3] addevent.com
[2] amazonaws.com
[2] dw.com
[1] goodcountry.org
[1] diffbot.com
[1] flokinet.is
[1] bit.ly

Top Domains in Tweet in G2:
[49] stibee.com

Top Domains in Tweet in G3:
[26] amazon.com
[2] masterbigdata.it

Top Domains in Tweet in G4:
[13] twitter.com
[3] datajournalism.com
[1] youtube.com
[1] dw.com
[1] cfi.fr

Top Domains in Tweet in G5:
[11] twitter.com
[6] datajournalism.com
[3] tweetedtimes.com
[1] formulagod.ai
[1] dw.com
[1] grist.org
[1] newsera2020.eu
[1] ml-concepts.com
[1] pbs.org
[1] co.uk

Top Domains in Tweet in G6:
[1] datacameroon.com

Top Domains in Tweet in G7:
[2] wprpn.com

Top Domains in Tweet in G8:
[2] medium.com

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[4] newsera2020.eu
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[269] datajournalism
[97] ddj
[28] bigdata
[28] datascience
[27] dataviz
[24] intelligenzaartificiale
[24] deeplearning
[24] machinelearning
[22] periodismo
[22] datos



Top Hashtags in Tweet in G1:
[86] datajournalism
[67] ddj
[22] periodismo
[22] datos
[5] 日本語版
[5] ai
[5] datascience
[4] bigdata
[4] intelligenzaartificiale
[4] deeplearning

Top Hashtags in Tweet in G2:
[14] 마부뉴스
[9] 아파트
[9] 뉴스레터
[9] dataviz
[9] datajournalism
[5] 수능
[5] 대학

Top Hashtags in Tweet in G3:
[24] bigdata
[22] datascience
[20] intelligenzaartificiale
[20] deeplearning
[20] machinelearning
[4] datajournalism
[2] master
[2] deadline
[2] socialsciences
[2] ai

Top Hashtags in Tweet in G4:
[34] datajournalism
[14] ddj
[5] riptwitter
[4] opportunities
[3] data
[2] dataviz
[1] osint
[1] ukraine
[1] musthaves
[1] sharingiscaring

Top Hashtags in Tweet in G5:
[15] datajournalism
[4] ddj
[2] data
[2] datavisualization
[2] dataviz
[1] iimmdelhi
[1] workshop
[1] google
[1] datavis
[1] datajoirnalism

Top Hashtags in Tweet in G6:
[5] affcameroon
[4] datajournalism
[4] aff
[3] factchecking
[3] defyhatenow
[3] act4peace
[3] hatefreecameroon
[1] environment
[1] mangroves

Top Hashtags in Tweet in G7:
[2] oss2020
[2] wwrhd
[2] wprpn

Top Hashtags in Tweet in G8:
[2] data
[2] dataviz
[2] ddj
[2] datajournalism
[1] opengov

Top Hashtags in Tweet in G10:
[8] datajournalism
[6] data4citscinews
[4] newsera
[4] barcelona
[3] innat
[2] citizenscience

Top Words
Top Words in Tweet in Entire Graph:
[271] #datajournalism
[164] datajournalism
[162] data
[102] survey
[101] 2022
[99] state
[97] #ddj
[65] help
[56] 뉴스레터
[56] 보러가기

Top Words in Tweet in G1:
[118] datajournalism
[86] #datajournalism
[72] survey
[69] 2022
[67] #ddj
[65] state
[46] help
[40] open
[36] gijn
[35] map

Top Words in Tweet in G2:
[56] 보러가기
[56] 뉴스레터
[47] sbsdataj
[37] 아래
[35] 88
[35] 수도권
[35] 압도적으로
[35] 빨간색
[35] 무려
[35] 카토그램

Top Words in Tweet in G3:
[52] data
[26] sketches
[26] beautiful
[26] journey
[26] exploration
[26] visualizations
[26] imagination
[24] kirkdborne
[24] #bigdata
[22] #datascience

Top Words in Tweet in G4:
[34] #datajournalism
[29] datajournalism
[16] state
[14] #ddj
[14] data
[12] 2022
[12] survey
[12] help
[11] smfrogers
[10] back

Top Words in Tweet in G5:
[16] data
[15] #datajournalism
[11] journalism
[7] state
[6] 2022
[6] more
[5] survey
[4] #ddj
[3] see
[2] attacks

Top Words in Tweet in G6:
[8] fellows
[5] #affcameroon
[5] cameroon
[4] #datajournalism
[4] hotel
[4] datajournalism
[4] mis
[4] ongoing
[4] challenging
[4] yaounde

Top Words in Tweet in G7:
[2] hashtags
[2] tsoukalos
[2] campaign
[2] ancientorigins
[2] #wprpn
[2] key
[2] #wwrhd
[2] countrymusic
[2] #oss2020

Top Words in Tweet in G8:
[2] #ddj
[2] many
[2] etc
[2] more
[2] #dataviz
[2] much
[2] week's
[2] #datajournalism
[2] #data

Top Words in Tweet in G10:
[10] #datajournalism
[6] november
[6] #data4citscinews
[6] event
[4] th
[4] art
[4] state
[4] #barcelona
[4] 28th
[4] #newsera

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[70] state,#datajournalism
[64] survey,2022
[56] 뉴스레터,보러가기
[53] #datajournalism,survey
[49] data,journalism
[42] help,map
[41] map,#ddj
[41] #ddj,landscape
[38] 2022,open
[37] open,available

Top Word Pairs in Tweet in G1:
[52] survey,2022
[51] state,#datajournalism
[43] #datajournalism,survey
[34] #ddj,landscape
[34] map,#ddj
[34] help,map
[30] open,available
[30] 2022,open
[27] landscape,state
[27] back,help

Top Word Pairs in Tweet in G2:
[56] 뉴스레터,보러가기
[35] 카토그램,gt
[35] 게,느껴지죠
[35] 경기,인천
[35] 서울,경기
[35] 공동,주택비율은
[35] 아파트,카토그램
[35] 입니다,뉴스레터
[35] lt,아파트
[35] gt,에서

Top Word Pairs in Tweet in G3:
[26] beautiful,data
[26] data,visualizations
[26] data,sketches
[26] imagination,exploration
[26] exploration,beautiful
[26] journey,imagination
[26] sketches,journey
[24] kirkdborne,data
[20] vuoi,lavorare
[20] lavorare,#bigdata

Top Word Pairs in Tweet in G4:
[14] state,#datajournalism
[7] data,journalism
[7] survey,2022
[7] datajournalism,team
[6] learn,archive
[6] #datajournalism,risk
[6] #datajournalism,survey
[6] risk,learn
[6] discuss,#datajournalism
[6] smfrogers,discuss

Top Word Pairs in Tweet in G5:
[10] data,journalism
[6] state,data
[5] journalism,2022
[3] see,more
[2] 2022,results
[2] direct,attacks
[2] data,journalist

Top Word Pairs in Tweet in G6:
[4] challenging,mis
[4] conference,ongoing
[4] djeuga,palace
[4] cameroon,fellows
[4] yaounde,theme
[4] hotel,yaounde
[4] ongoing,djeuga
[4] cohort,fellows
[4] theme,challenging
[4] #aff,cameroon

Top Word Pairs in Tweet in G7:
[2] hashtags,#oss2020
[2] #oss2020,#wwrhd
[2] campaign,hashtags
[2] #wwrhd,#wprpn
[2] key,campaign
[2] tsoukalos,countrymusic
[2] #wprpn,tsoukalos
[2] countrymusic,ancientorigins

Top Word Pairs in Tweet in G8:
[2] week's,#data
[2] #data,#dataviz
[2] #ddj,#datajournalism
[2] #dataviz,#ddj

Top Word Pairs in Tweet in G10:
[6] #datajournalism,#data4citscinews
[4] interest,state
[4] 28th,november
[4] #data4citscinews,th
[4] art,#datajournalism
[4] #barcelona,event
[4] state,art
[4] november,#barcelona
[4] th,28th
[3] formicablu,interest

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@datajournalism
@sbsdataj
@gijn
@kirkdborne
@masterbigdatapi
@smfrogers
@ejcnet
@ajelearnen
@muckrock
@fattoquotidiano

Top Mentioned in G1:
@datajournalism
@gijn
@chelm
@smfrogers
@diffbot
@deutschewelle
@flokinetehf
@chadskelton
@masterbigdatapi
@bahareh360

Top Mentioned in G2:
@sbsdataj

Top Mentioned in G3:
@kirkdborne
@masterbigdatapi

Top Mentioned in G4:
@datajournalism
@smfrogers
@ejcnet
@muckrock
@betsyladyzhets
@dillonbergin
@andariyamag
@discord
@tarakelly
@kromark

Top Mentioned in G6:
@datajournalism
@cijournalism
@petiuh
@stanford
@hooverinst
@stanforddaily
@stanfordlaw
@gijn
@journalismnews
@columbiajourn

Top Mentioned in G7:
@tsoukalos
@countrymusic
@ancientorigins
@prpnetwork1
@truthajustice
@andrewmorrisuk
@anomalistnews
@anthonybratts
@bbcr1

Top Mentioned in G8:
@obr_uk
@guardiandata
@telegraph_data
@theifs
@resfoundation
@postgraphics
@nytgraphics
@theathleticfc
@ldn_data
@ons

Top Mentioned in G9:
@lulu_crocky
@ntungab
@thandazaninkomo
@iamdumisibanda
@nkanyyso
@zibonele
@hiltonmavise
@tmuranganwa
@lnmanzini

Top Mentioned in G10:
@formicablu
@crea_ricerca
@enjoiproject
@alecampanaro
@stickydoteu
@citscicomm

Top Tweeters
Top Tweeters in Entire Graph:
@o_fabriciosouza
@education_24x7
@godfrey_g_
@andrewmorrisuk
@daily_trust
@ricardo_ik_ahau
@nilab
@discord
@washingtonpost
@kwon_terry

Top Tweeters in G1:
@education_24x7
@godfrey_g_
@nilab
@washingtonpost
@hydwatch
@zeitonline
@margymaclibrary
@zubairabbasi
@bbbcccnnn
@cuyonoticias

Top Tweeters in G2:
@kwon_terry
@mindooze
@ranpeichan_dayo
@southstep
@1_and_ahalf
@onezero42o
@heyneble
@karaghiozis
@ksixrenine
@wilsherekim

Top Tweeters in G3:
@o_fabriciosouza
@datasciencebot_
@kirkdborne
@luengo1958
@_jakashi
@francis81286836
@scuolasantanna
@kikeperez75
@iambanjoaderemi
@williamxlr

Top Tweeters in G4:
@discord
@arc_atlantique
@jensbest
@poontany
@muckrock
@manhack
@affendi_xiii
@pinardag
@girentiyapost
@acotgreave

Top Tweeters in G5:
@mart1oeil
@byelin
@oohrip
@dw_europe
@gzapico
@ndiakopoulos
@cciudadanaes
@dataremixed
@journalism2ls
@mirkolorenz

Top Tweeters in G6:
@journalismnews
@hooverinst
@actuenviro
@stanfordlaw
@madeinmenlo
@stanford
@columbiajourn
@worldbankdata
@pewjournalism
@cijournalism

Top Tweeters in G7:
@andrewmorrisuk
@anomalistnews
@cmt
@bbcr1
@truthajustice
@ancientorigins
@backpainsecret1
@allthingscomedy
@countrymusic
@bbc_future

Top Tweeters in G8:
@resfoundation
@theathleticfc
@ons
@thegovlab
@theifs
@postgraphics
@kanedr
@nytgraphics
@guardiandata
@alexparsons

Top Tweeters in G9:
@zibonele
@nkanyyso
@iamdumisibanda
@ntungab
@seanndlovu
@lnmanzini
@simbanembaware
@tmuranganwa
@thandazaninkomo
@hiltonmavise

Top Tweeters in G10:
@crea_ricerca
@formicablu
@enjoiproject
@alecampanaro
@giusepp96695724
@emanudat
@giulia_bonelli
@llazzarato
@citscicomm
@stickydoteu