data visualization, Twitter, 2/16/2023 7:32:45 AM, 289599


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data visualization_2023-02-15_23-21-04.xlsx
data visualization_2023-02-15_23-21-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 16, 2023
Short Description:
data visualization via NodeXL https://bit.ly/3xosYjc
@abacusai
@johnmil25776716
@themissexcel
@datavizlinds
@alternative200
@jessica_xls
@timothymayor24
@rita_tyna
@newprediction
@mscarolynhodges

Top hashtags:
#visualization
#dataviz
#transfersinlasthour

Description:
Description
The graph represents a network of 2,571 Twitter users whose recent tweets contained "data visualization", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/15/2023 5:00:35 PM. The network was obtained from Twitter on Thursday, 16 February 2023 at 07:28 UTC.

The tweets in the network were tweeted over the 1489-day, 7-hour, 54-minute period from Friday, 18 January 2019 at 17:02 UTC to Thursday, 16 February 2023 at 00:57 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 : 2571
Unique Edges : 1316
Edges With Duplicates : 4050
Total Edges : 5366
Number of Edge Types : 9
Retweet : 1522
MentionsInRetweet : 1976
Replies to : 394
MentionsInReplyTo : 313
Tweet : 812
Mentions : 265
Quote : 47
MentionsInQuoteReply : 10
MentionsInQuote : 27
Self-Loops : 1130
Reciprocated Vertex Pair Ratio : 0.0230073952341824
Reciprocated Edge Ratio : 0.0449799196787149
Connected Components : 659
Single-Vertex Connected Components : 327
Maximum Vertices in a Connected Component : 563
Maximum Edges in a Connected Component : 1285
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.681503
Graph Density : 0.000376846205885157
Modularity : 0.501101
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,571 Twitter users whose recent tweets contained "data visualization", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/15/2023 5:00:35 PM. The network was obtained from Twitter on Thursday, 16 February 2023 at 07:28 UTC.

The tweets in the network were tweeted over the 1489-day, 7-hour, 54-minute period from Friday, 18 January 2019 at 17:02 UTC to Thursday, 16 February 2023 at 00:57 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 : data visualization
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:
[198] https://www.fplanalytics.com/priceTable.html
[198] https://www.fplanalytics.com/NettTransfers.html
[73] https://twitter.com/themissexcel/status/1624808149872963585/video/1
[15] https://svs.gsfc.nasa.gov/5057
[11] https://www.ntsb.gov/news/press-releases/Pages/NR20230215.aspx
[11] https://twitter.com/NTSB_Newsroom/status/1625900382277849089/photo/1
[10] https://inventhigh.net/udemy/mastering-python-data-handling-analysis-and-visualization/
[9] https://stat.world/biportal/?lang=en
[8] https://coolinfographics.com/blog/2023/2/14/data-visualization-word-search
[7] https://blogs.oracle.com/analytics/post/start-using-oracle-analytics-and-ai-in-5-minutes?source=:so:fb:or:awr:ana:::RC_WWMK210908P00048:&SC=:so:fb:or:awr:ana:::RC_WWMK210908P00048:&pcode=WWMK210908P00048

Top URLs in Tweet in G1:
[8] https://coolinfographics.com/blog/2023/2/14/data-visualization-word-search
[6] https://blogs.oracle.com/analytics/post/start-using-oracle-analytics-and-ai-in-5-minutes?source=:so:fb:or:awr:ana:::RC_WWMK210908P00048:&SC=:so:fb:or:awr:ana:::RC_WWMK210908P00048:&pcode=WWMK210908P00048
[4] https://twitter.com/Aaronlane/status/1624815276104757248/photo/1
[4] https://pietroviolo.com/
[4] https://mastodon.social/@Sheril/109857086829451099
[4] https://twitter.com/viableinsights/status/1625924714169237524/photo/1
[4] https://twitter.com/Supmasol/status/1625234138155347981/photo/1
[4] https://twitter.com/ralph_spandl/status/1625909690847703059/photo/1
[3] https://www.tableau.com/blog/38-examples-football-data-analysis?utm_source=dlvr.it&utm_medium=twitter
[3] https://twitter.com/MBRSG/status/1625533980735856640/photo/1

Top URLs in Tweet in G2:
[3] https://www.fastcompany.com/90637011/the-untold-story-of-how-florence-nightingale-used-data-viz-to-save-lives?partner=rss&utm_source=rss&utm_medium=feed&utm_campaign=rss+fastcompany&utm_content=rss

Top URLs in Tweet in G3:
[1] https://us02web.zoom.us/meeting/register/tZUuc-qppj4jEtxwlpNqNFZ968zpjnAy52Uj
[1] https://twitter.com/BlockchainEdu/status/1412078819381481475/photo/1

Top URLs in Tweet in G4:
[1] https://twitter.com/jessica_xls/status/1529762566003630083
[1] https://www.amazon.ca/Storytelling-Data-Visualization-Business-Professionals/dp/1119002257/
[1] https://twitter.com/jessica_xls/status/1529762566003630083/photo/1
[1] https://twitter.com/jesumbo_oludipe/status/1625198094286524435/photo/1
[1] https://twitter.com/adorwizzy/status/1625567531082649616/photo/1
[1] https://twitter.com/SheWho_talks/status/1625434237963739136/photo/1
[1] https://www.datacamp.com/webinars/time-series-analysis-python?utm_source=twitter&utm_medium=organic_social&utm_campaign=230201_1-time-analysis_2-mix_3-all_4-na_5-kt_6-python_7-na_8-ogsl-tw_9-na_10-bau_11-n/a
[1] https://twitter.com/DataCamp/status/1625857461440884737/photo/1
[1] https://www.datacamp.com/courses/understanding-data-visualization
[1] https://twitter.com/storywithdata/status/1625268803394306050/photo/1

Top URLs in Tweet in G5:
[2] https://twitter.com/james_y_zou/status/1625508564495396864/photo/1
[1] https://www.nature.com/articles/doi:10.1038/s41467-023-36492-2.epdf?sharing_token=yhimeiA0lOcpYriBl_4tWNRgN0jAjWel9jnR3ZoTv0Oty0x5aC7o3avABNaPahftjAmSro4zc2xE5SoPkJgjHZE7XyPvrRchRPOIQ-9Bmu4Cp9mBtGwe9hS2WJZMXUJ-zPd7JGuPogAgPPwoDosB6hzjIl7BL-1v1QsQF713kgY%3D
[1] https://github.com/rongstat/meta-visualization

Top URLs in Tweet in G6:
[71] https://twitter.com/themissexcel/status/1624808149872963585/video/1
[1] https://www.youtube.com/playlist?list=PLmOT4VqnRaYRsayb67izTpiZ-3j-JQ_Zr

[1] https://www.linkedin.com/jobs/view/3475090106
[1] https://www.linkedin.com/jobs/view/3443426490

Top URLs in Tweet in G7:
[1] https://www.microstrategy.com/en

Top URLs in Tweet in G8:
[2] https://techsguy.com/buwW3
[2] https://inventhigh.net/udemy/mastering-python-data-handling-analysis-and-visualization/
[1] https://twitter.com/NewPrediction/status/1625782032956809217/photo/1
[1] https://founderslist.com/events/view/javascript-data-visualization-build-a-timeline-generator-workshop-PLrYFloy
[1] https://twitter.com/_mayanktripathi/status/1625218249360297984/photo/1
[1] https://twitter.com/eudoh940/status/1625082809034342400/photo/1
[1] https://twitter.com/Shreya_sri25/status/1625874859099303936/photo/1
[1] https://echojobs.io/job/datadog-senior-software-engineer-data-visualization-izfob?ref=twitter&utm_source=twitter
[1] https://www.smartdatacamp.com/s/store/courses/description/Big-Data-Visualization-Tools
[1] https://twitter.com/bigdata_engnr/status/1625347676735737862/photo/1

Top URLs in Tweet in G9:
[9] https://stat.world/biportal/?lang=en
[4] https://twitter.com/AnalyticsVidhya/status/1622851805682991104/photo/1
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41467-023-36492-2.epdf
[2] https://techtrendzonee.blogspot.com/2023/02/data-visualization-importance.html
[2] https://twitter.com/Dr_Alex_Crimi/status/1625592371596386313/photo/1
[2] http://news.bi.today/?read=https%3A%2F%2Fskillenhance.in%2Flearn%2Ddata%2Danalysis%2Dvisualization%2Dwith%2Dmicrosoft%2Dpower%2Dbi
[1] http://www.kphit.com/power-bi
[1] https://twitter.com/kph_it/status/1625062281573990404/photo/1
[1] https://twitter.com/Techtrends_2023/status/1624920285987086336/photo/1
[1] https://twitter.com/Techtrends_2023/status/1624742415117561857/photo/1

Top URLs in Tweet in G10:
[3] https://twitter.com/Melodena/status/1625085922973782017/photo/1
[2] https://twitter.com/Melodena/status/1625086806139043843/photo/1
[2] https://twitter.com/alkitbai/status/1625709947760660480/photo/1
[2] https://twitter.com/alkitbai/status/1625709936092106752/photo/1
[2] https://twitter.com/DXBMediaOffice/status/1625444622657806338/photo/1
[1] https://twitter.com/datavizlinds/status/1625829160559030273/photo/1
[1] https://lindseypoulter.com/wdvp/
[1] https://twitter.com/datavizlinds/status/1621222419146100736/photo/1
[1] https://twitter.com/Melodena/status/1625089115099103233/photo/1
[1] https://twitter.com/UAE_Forsan/status/1625553603346763776/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[677] twitter.com
[396] fplanalytics.com
[23] medium.com
[23] youtube.com
[22] linkedin.com
[20] github.com
[19] nasa.gov
[16] coursera.org
[16] tableau.com
[15] google.com

Top Domains in Tweet in G1:
[161] twitter.com
[15] linkedin.com
[13] tableau.com
[11] coolinfographics.com
[10] youtube.com
[9] medium.com
[7] github.com
[7] edulearn.io
[6] oracle.com
[6] fiverr.com

Top Domains in Tweet in G2:
[3] fastcompany.com

Top Domains in Tweet in G3:
[1] zoom.us
[1] twitter.com

Top Domains in Tweet in G4:
[7] twitter.com
[3] datacamp.com
[1] amazon.ca

Top Domains in Tweet in G5:
[2] twitter.com
[1] nature.com
[1] github.com

Top Domains in Tweet in G6:
[71] twitter.com
[2] linkedin.com
[1] youtube.com

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

Top Domains in Tweet in G8:
[7] twitter.com
[2] techsguy.com
[2] inventhigh.net
[1] founderslist.com
[1] echojobs.io
[1] smartdatacamp.com
[1] zylalabs.com

Top Domains in Tweet in G9:
[21] twitter.com
[9] stat.world
[3] nature.com
[2] blogspot.com
[2] bi.today
[1] kphit.com
[1] youtu.be
[1] github.com
[1] opentopography.org
[1] medium.com

Top Domains in Tweet in G10:
[17] twitter.com
[2] cloudfront.net
[1] lindseypoulter.com
[1] informationisbeautiful.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[165] visualization
[124] dataviz
[100] transfersinlasthour
[100] transfersoutlasthour
[99] data
[89] meta
[82] analytics
[82] datavisualization
[74] datascience
[68] python



Top Hashtags in Tweet in G1:
[33] datavisualization
[33] data
[27] datascience
[27] visualization
[22] dataviz
[22] dataanalytics
[16] analytics
[15] python
[12] ai
[12] businessintelligence

Top Hashtags in Tweet in G2:
[3] dataviz
[3] servicedesign

Top Hashtags in Tweet in G4:
[5] python
[3] dataanalytics
[3] 50daysofdatawithwida
[2] data
[2] powerbi
[1] project
[1] visualization
[1] storytellingwithyou
[1] 50daysofconsistency
[1] datavisualization

Top Hashtags in Tweet in G5:
[89] meta
[89] visualization
[1] data
[1] umap
[1] tsne
[1] pca

Top Hashtags in Tweet in G7:
[54] analytics
[54] dataviz
[1] businessintelligence

Top Hashtags in Tweet in G8:
[16] 100daysofcode
[6] javascript
[6] python
[6] programming
[5] react
[4] datascience
[4] coding
[3] python3
[3] developers
[3] bigdata

Top Hashtags in Tweet in G9:
[14] datascience
[11] statistics
[11] data
[11] visualization
[6] undata
[5] worldbank
[3] powerbi
[3] datavisualization
[3] germany
[3] coffee

Top Hashtags in Tweet in G10:
[2] dubai
[1] metaverse
[1] mbrsginwgs2023
[1] worldgovsummit
[1] uae
[1] wgs2023
[1] القمة_العالمية_للحكومات
[1] wdvp

Top Words
Top Words in Tweet in Entire Graph:
[2777] data
[1637] visualization
[433] gt
[405] analysis
[327] learning
[323] python
[261] 2023
[248] top
[240] full
[222] machine

Top Words in Tweet in G1:
[627] data
[353] visualization
[82] analysis
[53] more
[43] tools
[41] help
[37] python
[37] analytics
[36] learn
[36] power

Top Words in Tweet in G2:
[160] data
[157] machine
[157] learning
[156] numpy
[156] manipulation
[156] scientific
[156] pandas
[156] libraries
[156] core
[156] computing

Top Words in Tweet in G3:
[104] uniswap
[55] keeps
[55] meta
[55] flipsidecrypto's
[55] davebalter
[55] showcase
[55] delegate
[55] uniswapgrants
[55] rolling
[55] brings

Top Words in Tweet in G4:
[101] data
[68] visualization
[56] part
[43] series
[38] dashboards
[38] creating
[38] first
[38] build
[38] analytics
[37] rita_tyna

Top Words in Tweet in G5:
[90] paper
[89] share
[89] naturecomms
[89] show
[89] excited
[89] introducing
[89] #meta
[89] #visualization
[89] optimally
[89] set

Top Words in Tweet in G6:
[86] data
[77] visualization
[71] create
[71] colorful
[71] arrows
[71] tip
[70] themissexcel
[6] business
[6] tools
[5] yang

Top Words in Tweet in G7:
[54] sharing
[54] creative
[54] #analytics
[54] #dataviz
[54] globe
[54] best
[54] around
[54] visualizations
[54] enthusiasts
[54] data

Top Words in Tweet in G8:
[152] data
[39] types
[38] dashboard
[36] newprediction
[33] portfolio
[32] projects
[32] analytics
[32] great
[32] online
[32] look

Top Words in Tweet in G9:
[96] power
[85] bi
[83] data
[33] kommawarswapnil
[31] northwind
[31] base
[31] db
[31] formulas
[31] sample
[31] download

Top Words in Tweet in G10:
[59] prize
[48] data
[45] visualization
[36] world
[29] datavizlinds
[24] honored
[24] winner
[23] person
[23] receive
[23] grand

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1042] data,visualization
[335] data,analysis
[220] machine,learning
[200] data,table
[199] feb,2023
[198] gt,visualization
[198] full,gw
[198] gw,data
[198] visualization,gt
[198] 00,gmt

Top Word Pairs in Tweet in G1:
[245] data,visualization
[63] data,analysis
[31] analysis,visualization
[27] power,bi
[22] data,analytics
[20] visualization,tools
[20] data,science
[15] machine,learning
[15] word,search
[13] python,data

Top Word Pairs in Tweet in G2:
[157] machine,learning
[156] core,python
[156] python,libraries
[156] learning,numpy
[156] analysis,manipulation
[156] pandas,data
[156] scientific,computing
[156] numpy,scientific
[156] libraries,machine
[156] computing,pandas

Top Word Pairs in Tweet in G3:
[55] uniswap,meta
[55] delegate,brings
[55] showcase,keeps
[55] keeps,rolling
[55] meta,delegate
[55] brings,flipsidecrypto's
[55] flipsidecrypto's,davebalter
[55] rolling,uniswap
[55] uniswapgrants,showcase
[54] davebalter,avi

Top Word Pairs in Tweet in G4:
[48] data,visualization
[37] data,analytics
[37] starting,data
[37] creating,first
[37] dashboards,creating
[37] learning,build
[37] analytics,learning
[37] build,dashboards
[36] rita_tyna,starting
[36] first,dashboa

Top Word Pairs in Tweet in G5:
[89] combine,set
[89] optimally,combine
[89] naturecomms,paper
[89] excited,share
[89] #meta,#visualization
[89] show,optimally
[89] #visualization,show
[89] paper,introducing
[89] share,naturecomms
[89] introducing,#meta

Top Word Pairs in Tweet in G6:
[77] data,visualization
[71] visualization,tip
[71] colorful,arrows
[71] tip,create
[71] create,colorful
[70] themissexcel,data
[3] business,intelligence
[3] analysis,data
[3] fokus,pada
[3] data,analysis

Top Word Pairs in Tweet in G7:
[54] sharing,best
[54] creative,data
[54] enthusiasts,around
[54] #analytics,#dataviz
[54] data,visualizations
[54] globe,sharing
[54] #dataviz,enthusiasts
[54] best,creative
[54] around,globe
[53] microstrategy,#analytics

Top Word Pairs in Tweet in G8:
[38] data,dashboard
[33] dashboard,data
[32] look,great
[32] online,data
[32] types,projects
[32] data,analytics
[32] portfolio,data
[32] projects,look
[32] analytics,portfolio
[32] great,online

Top Word Pairs in Tweet in G9:
[85] power,bi
[31] formulas,install
[31] data,base
[31] perfect,excel
[31] install,power
[31] sample,db
[31] excel,formulas
[31] base,sample
[31] bi,perfect
[31] northwind,data

Top Word Pairs in Tweet in G10:
[43] data,visualization
[35] world,data
[34] visualization,prize
[24] winner,world
[23] prize,winner
[23] prize,receive
[23] receive,person
[23] honored,grand
[23] grand,prize
[22] datavizlinds,honored

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@abacusai
@uniswap
@naturecomms
@james_y_zou
@themissexcel
@uniswapgrants
@flipsidecrypto
@davebalter
@blockchainedu

Top Mentioned in G1:
@zeroplagiarism
@tylermorganwall
@josh_ebner
@jpgpicscom
@neuroimage_eic
@railsware
@bt_ambda
@darleneaguiler3
@rayiana6

Top Mentioned in G2:
@abacusai
@fastcompany
@s_amani

Top Mentioned in G3:
@uniswap
@uniswapgrants
@flipsidecrypto
@davebalter
@blockchainedu
@avimeyers

Top Mentioned in G4:
@rita_tyna
@jessica_xls
@jesumbo_oludipe
@datacamp
@alex_theanalyst
@datavizlinds
@anjass67
@womenindataafri
@storywithdata

Top Mentioned in G5:
@naturecomms
@james_y_zou

Top Mentioned in G6:
@themissexcel
@pacmannai
@jessica_xls
@abacusai

Top Mentioned in G7:
@microstrategy

Top Mentioned in G8:
@newprediction
@founderslist
@codebasicshub
@shreya_sri25
@abacusai
@_mayanktripathi
@eudoh940
@developrec
@jessica_xls
@echojobs_io

Top Mentioned in G9:
@kommawarswapnil
@techtrends_2023
@intellect_data
@kph_it
@stat_world
@iwmentor
@analyticsvidhya
@dr_alex_crimi
@opentopography
@hannalytics1

Top Mentioned in G10:
@datavizlinds
@worldgovsummit
@infobeautiful
@hamdanmohammed
@melodena
@linaka_g
@sesameworkshop
@uae_forsan
@alkitbai
@hesheissa

Top Tweeters
Top Tweeters in Entire Graph:
@hirogallery
@javascriptd
@dgendvil
@frontendla
@bot_nayeon
@rahul05ranjan
@amazingchevvolt
@welduytbarek
@ricardo_ik_ahau
@eldokshe

Top Tweeters in G1:
@suriyasubraman
@vcontenting
@ihirejobalerts
@caristocks1
@7wdata
@money_personal
@jobboardsrch
@domycustomessay
@grjenkin
@besttutorshelp1

Top Tweeters in G2:
@dariosailor86
@fastcompany
@shaniqasmi
@take_gattcha
@libardopez
@salisuahmad_
@yogeshbang
@dolhani
@drskc
@prodevitconsult

Top Tweeters in G3:
@flipsidecrypto
@lets_dancing123
@blockchainedu
@davebalter
@uniswap
@avimeyers
@morikana_301
@john_adams158
@antman_76
@uniswapgrants

Top Tweeters in G4:
@deuxsvelte
@electraguunn
@ireteeh
@iam_tunadez
@jackgyeombeom
@mohirukamau
@ben_el_elyon
@bassa14
@deedollyp
@femiuniq

Top Tweeters in G5:
@ayirpelle
@ceobillionaire
@subhobrata1
@bibourokuabc
@kentwillismd
@christian_unoxx
@ivanov_pineda
@assistedevolve
@antomon
@naturecomms

Top Tweeters in G6:
@worrelpa
@silaspaul
@srinivasgolla16
@20bluecrowns
@amaralalexandro
@drgwapoleon
@pacmannai
@kashifmalik001
@muhamma76529576
@timothymayor24

Top Tweeters in G7:
@microstrategy
@jeffrey0917
@fifagaming23
@brendantallod17
@tekondo6
@ultra2015ultra0
@iam_kim_kk
@noeliacriss4
@sorahane16
@torekuru06111

Top Tweeters in G8:
@javascriptd
@rahul05ranjan
@teddybearisabot
@_go47
@yalkharizmi
@echojobs_io
@raefdd
@tenajlezdnah
@ouzediop98
@4anjell

Top Tweeters in G9:
@ricardo_ik_ahau
@r_ranjan06
@azuretweetbot
@farirf07
@champ2020stock
@csssoft
@analyticsvidhya
@tiempocol
@kommawarswapnil
@mikenewkirk

Top Tweeters in G10:
@dxbmediaoffice
@khaledalbloosh
@afalsaleh_al
@jenstirrup
@ofelizzola
@dubaitrends
@mtascon
@uae_forsan
@azoresmadeira
@ijusttire


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