data visualization, Twitter, 10/6/2022 6:51:10 AM, 282452


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data visualization_2022-10-05_23-21-04.xlsx
data visualization_2022-10-05_23-21-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 06, 2022
Short Description:
data visualization via NodeXL https://bit.ly/3Mebehi
@razoralign
@rmarkdown
@newprediction
@joachimgoedhart
@_jaydeepkarale
@aakriti_sarma
@__mharrison__
@allfordata
@clauswilke
@clcoding

Top hashtags:
#rstats
#dataviz
#dataanalytics
#sql
#datascience
#data

Description:
Description
The graph represents a network of 6,601 Twitter users whose tweets in the requested range contained "data visualization", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 06 October 2022 at 06:39 UTC.

The requested start date was Thursday, 06 October 2022 at 00:01 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 8-day, 5-hour, 13-minute period from Tuesday, 27 September 2022 at 18:47 UTC to Thursday, 06 October 2022 at 00:00 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 : 6601
Unique Edges : 3262
Edges With Duplicates : 11744
Total Edges : 15006
Number of Edge Types : 5
Retweet : 5369
MentionsInRetweet : 6822
Tweet : 1751
Replies to : 235
Mentions : 829
Self-Loops : 1801
Reciprocated Vertex Pair Ratio : 0.0115591397849462
Reciprocated Edge Ratio : 0.0228541057666755
Connected Components : 1128
Single-Vertex Connected Components : 606
Maximum Vertices in a Connected Component : 3847
Maximum Edges in a Connected Component : 10504
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.744729
Graph Density : 0.000172747012619759
Modularity : 0.489932
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 6,601 Twitter users whose tweets in the requested range contained "data visualization", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 06 October 2022 at 06:39 UTC.

The requested start date was Thursday, 06 October 2022 at 00:01 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 8-day, 5-hour, 13-minute period from Tuesday, 27 September 2022 at 18:47 UTC to Thursday, 06 October 2022 at 00:00 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 : 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:
[125] https://www.frontiersin.org/articles/10.3389/fgene.2022.957317/full
[8] https://www.youtube.com/watch?v=QV3UlHB-ZaU&feature=youtu.be

[4] https://www.collaborativedrug.com/cdd-vault-update-june-2022-expanded-interface-visualization-dates-color-code-data-table/?utm_campaign=cdd-vault-update-june-2022-new-expanded-cdd-interface-and-visualization-now-supports-dates-and-the-ability-to-easily-color-code-the-data-table&utm_medium=social_link&utm_source=missinglettr-twitter
[4] http://www.comptia.org/content/guide/information-technology-terminology?utm_source=twitter&utm_medium=organic_social&utm_campaign=Social_Certs_Guide_SM_Editorial&utm_term=Guide&utm_compid=organic_social-twitter-sm_editorial-Social_Certs_Guide_SM_Editorial-na-na-Guide-B2C
[3] http://docs.enthought.com/mayavi/mayavi/
[2] https://www.datacamp.com/cheat-sheet/data-viz-cheat-sheet
[1] https://www.collaborativedrug.com/cdd-vault-update-july-2022-numeric-protocol-fields-exporting-visualizing-run-summary-data/?utm_campaign=cdd-vault-update-july-2022-numeric-protocol-fields-exporting-and-visualizing-run-summary-data&utm_medium=social_link&utm_source=missinglettr-twitter
[1] https://imp.i384100.net/c/2840738/1242836/14726?prodsku=crse%3AXNsQpICMEeyoNA5LwAhmgw&u=https%3A%2F%2Fwww.coursera.org%2Flearn%2Fdata-analysis-visualization-foundations-assessment&intsrc=CATF_9419&level=1&brwsr=bot&brwsrsig=3jr0xZWggwVt1kMSob1zbxttU6%3ATTT
[1] https://imp.i384100.net/c/2840738/1242836/14726?prodsku=spzn%3AWjW-t2I9EeqoIw5_9BB05Q&u=https%3A%2F%2Fwww.coursera.org%2Fspecializations%2Fjhu-data-visualization-dashboarding-with-r&intsrc=CATF_9419&level=1&brwsr=bot&brwsrsig=3jr0xZWggwVt1kMSob1zbxttU6%3ATTT
[1] https://medium.com/m/global-identity?redirectUrl=https://uxdesign.cc/gaining-data-visualization-insight-via-color-deficiency-transformations-6f042e691adc%3Fsource%3Drss----138adf9c44c---4&utm_content=buffer42205&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[1] https://cviog.uga.edu/training-and-education/georgia-data-innovation-hub/
[1] https://www.nytimes.com/interactive/2022/09/26/world/asia/china-fishing-south-america.html
[1] https://host.promo/vlog/8Qr7WdatIHc/top-6-react-js-charting-and-data-visualization-libraries
[1] https://courses.analyticsvidhya.com/courses/tableau-for-beginners
[1] https://twitter.com/valuationfstyle/status/1574835579652640805
[1] https://content.govdelivery.com/accounts/USAHRQ/bulletins/32f3937?reqfrom=share/
[1] https://www.frontiersin.org/articles/10.3389/fgene.2022.957317/full
[1] https://www.coursera.org/share/b7d7548b59dc29758c52ff8b42487d89
[1] https://read.chartr.co/newsletters/2022/9/14/spooked
[1] https://examine.com/

Top URLs in Tweet in G2:
[124] https://www.frontiersin.org/articles/10.3389/fgene.2022.957317/full
[1] https://www.wolfram.com/language/core-areas/visualization/

Top URLs in Tweet in G4:
[3] http://docs.enthought.com/mayavi/mayavi/
[1] https://towardsdatascience.com/4-things-to-know-to-have-a-better-understanding-of-matplotlib-a84ed54b3b2c

Top URLs in Tweet in G6:
[2] https://www.datacamp.com/cheat-sheet/data-viz-cheat-sheet

Top Domains
Top Domains in Tweet in Entire Graph:
[788] fplanalytics.com
[658] frontiersin.org
[273] youtube.com
[99] twitter.com
[63] github.io
[61] medium.com
[50] amazon.com
[36] github.com
[34] ahrq.gov
[30] uxdesign.cc

Top Domains in Tweet in G1:
[50] twitter.com
[18] smh.re
[17] techcrunch.com
[13] linkedin.com
[12] medium.com
[9] youtube.com
[8] shopycart.net
[7] google.com
[7] tibco.com
[6] blogspot.com

Top Domains in Tweet in G2:
[607] frontiersin.org
[2] github.io
[1] wiley.com
[1] wolfram.com

Top Domains in Tweet in G3:
[39] github.io
[13] frontiersin.org
[7] medium.com
[4] microsoft.com
[3] clauswilke.com
[3] youtube.com
[2] citedrive.com
[1] robinlovelace.net
[1] zpy.io
[1] mlnuggets.com

Top Domains in Tweet in G4:
[45] amazon.com
[21] learnformula.com
[17] zpy.io
[14] kdnuggets.com
[13] udemy.com
[13] voicestorm.com
[13] comidoc.net
[12] datasciencedojo.com
[11] medium.com
[11] stat.world

Top Domains in Tweet in G6:
[9] udacity.com
[6] datacamp.com
[1] freecodecamp.org

Top Domains in Tweet in G7:
[14] frontiersin.org
[2] github.io
[1] google.com
[1] ucdavis.edu

Top Domains in Tweet in G8:
[2] frontiersin.org
[1] ua.edu
[1] github.io
[1] udacity.com

Top Domains in Tweet in G9:
[2] udacity.com
[1] twitter.com
[1] github.com
[1] frontiersin.org

Top Domains in Tweet in G10:
[7] frontiersin.org
[6] github.io
[4] blogspot.com
[2] forms.gle
[2] stackoverflow.com
[2] sdstate.edu
[2] data-goblins.com
[1] vercel.app
[1] github.com
[1] physalia-courses.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[862] rstats
[587] dataviz
[382] dataanalytics
[298] sql
[263] datascience
[241] data
[200] transfersoutlasthour
[200] transfersinlasthour
[187] datavisualization
[185] python



Top Hashtags in Tweet in G1:
[34] datavisualization
[32] data
[22] visualization
[16] dataanalytics
[16] dataviz
[14] datascience
[11] machinelearning
[10] businessintelligence
[10] python
[10] ai

Top Hashtags in Tweet in G2:
[2] rstats
[2] dataviz
[2] ggplot2
[1] code
[1] dev
[1] datascience
[1] wolflang

Top Hashtags in Tweet in G3:
[440] rstats
[427] dataviz
[40] ggplot2
[5] dataanalytics
[4] sql
[4] azure
[4] powerbi
[2] datavisualization
[2] datascience
[1] rstast

Top Hashtags in Tweet in G4:
[234] datascience
[156] python
[146] 100daysofcode
[123] data
[110] ai
[103] coding
[97] visualization
[90] analytics
[82] bigdata
[80] datavisualization

Top Hashtags in Tweet in G5:
[3] dataanalytics
[3] sql
[2] tableau
[2] thread
[1] datascientists
[1] datafestafrica22
[1] data_visualization
[1] data
[1] visualization

Top Hashtags in Tweet in G6:
[1] tableau
[1] learningwithdatakliq

Top Hashtags in Tweet in G7:
[252] rstats
[6] dataviz
[2] limnoseries
[1] ggplot2

Top Hashtags in Tweet in G8:
[4] rstats
[2] dataviz
[1] dataanalytics
[1] sql
[1] ggplot2

Top Hashtags in Tweet in G9:
[236] dataanalytics
[236] sql
[2] datafam
[2] python
[1] allaboutthedata
[1] r
[1] datavisualization

Top Hashtags in Tweet in G10:
[49] rstats
[19] dataviz
[10] ggplot2
[9] 100daysofcode
[6] introtodatavisualization
[6] datacamp
[4] sqlserver
[3] python
[3] powerbi
[3] tidyverse

Top Words
Top Words in Tweet in Entire Graph:
[8392] data
[6108] visualization
[1443] analysis
[1148] python
[1066] using
[891] gt
[862] #rstats
[843] app
[761] web
[703] top

Top Words in Tweet in G1:
[955] data
[652] visualization
[93] analysis
[65] more
[61] analytics
[59] tableau
[46] learn
[45] using
[41] time
[41] help

Top Words in Tweet in G2:
[619] data
[618] visualization
[608] graphbio
[608] shiny
[608] web
[608] app
[608] easily
[608] perform
[608] popular
[608] analysis

Top Words in Tweet in G3:
[660] data
[643] visualization
[440] #rstats
[431] rmarkdown
[427] #dataviz
[396] using
[381] free
[379] access
[379] ebook
[379] fundamentals

Top Words in Tweet in G4:
[744] data
[487] visualization
[234] #datascience
[156] #python
[146] #100daysofcode
[130] day
[129] python
[123] #data
[110] #ai
[103] #coding

Top Words in Tweet in G5:
[615] data
[400] visualization
[188] allfordata
[187] tableau
[184] scientist
[183] power
[183] bi
[183] major
[183] role
[183] analyst

Top Words in Tweet in G6:
[540] data
[275] visualization
[233] analysis
[223] aakriti_sarma
[214] part
[212] integral
[212] process
[212] essential
[212] skill
[212] breaking

Top Words in Tweet in G7:
[276] data
[273] visualization
[253] using
[252] #rstats
[247] protocols
[246] online
[246] resource
[246] introduces
[246] ggplot2
[246] 12

Top Words in Tweet in G8:
[519] data
[486] python
[243] hello
[243] matt
[243] science
[243] author
[243] trainer
[243] follow
[243] learn
[243] more

Top Words in Tweet in G9:
[289] data
[262] visualization
[237] start
[237] practice
[236] #dataanalytics
[236] 101
[236] basics
[236] month
[236] sqlbolt
[236] #sql

Top Words in Tweet in G10:
[256] data
[169] app
[165] science
[163] co
[162] rami_krispin
[162] means
[162] clustering
[162] explorable
[162] explainer
[162] yizhe_ang

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4156] data,visualization
[812] python,data
[690] using,#rstats
[685] visualization,analysis
[661] web,app
[660] popular,visualization
[659] graphbio,shiny
[659] shiny,web
[659] app,easily
[659] easily,perform

Top Word Pairs in Tweet in G1:
[501] data,visualization
[42] data,analysis
[38] data,analytics
[25] data,science
[25] data,management
[23] reflect,brings
[23] brings,data
[23] visualization,hr
[23] hr,teams
[19] analysis,data

Top Word Pairs in Tweet in G2:
[608] graphbio,shiny
[608] shiny,web
[608] web,app
[608] app,easily
[608] easily,perform
[608] perform,popular
[608] popular,visualization
[608] visualization,analysis
[608] analysis,omics
[607] omics,data

Top Word Pairs in Tweet in G3:
[478] data,visualization
[392] using,#rstats
[379] access,free
[379] free,ebook
[379] ebook,fundamentals
[379] fundamentals,data
[379] visualization,clauswilke
[379] clauswilke,#dataviz
[379] #dataviz,using
[242] #rstats,following

Top Word Pairs in Tweet in G4:
[371] data,visualization
[69] data,analysis
[62] data,science
[47] python,data
[45] #analytics,#datascience
[37] #datascience,#machinelearning
[37] #datascience,#ml
[36] #datascience,#ai
[35] #ai,#ml
[35] #python,#coding

Top Word Pairs in Tweet in G5:
[386] data,visualization
[186] allfordata,data
[183] visualization,power
[183] power,bi
[183] bi,tableau
[183] tableau,major
[183] major,role
[183] role,data
[183] data,analyst
[183] analyst,scientist

Top Word Pairs in Tweet in G6:
[271] data,visualization
[233] data,analysis
[216] aakriti_sarma,data
[212] visualization,integral
[212] integral,part
[212] part,data
[212] analysis,process
[212] process,essential
[212] essential,skill
[212] skill,breaking

Top Word Pairs in Tweet in G7:
[257] data,visualization
[251] using,#rstats
[246] online,resource
[246] resource,introduces
[246] introduces,data
[246] visualization,using
[246] #rstats,ggplot2
[246] ggplot2,12
[246] 12,complete
[246] complete,protocols

Top Word Pairs in Tweet in G8:
[486] python,data
[243] hello,matt
[243] matt,python
[243] data,science
[243] science,author
[243] author,trainer
[243] trainer,follow
[243] follow,learn
[243] learn,more
[243] more,python

Top Word Pairs in Tweet in G9:
[260] data,visualization
[236] #dataanalytics,101
[236] 101,start
[236] start,basics
[236] basics,month
[236] month,sqlbolt
[236] sqlbolt,practice
[236] practice,#sql
[236] #sql,tableaupublic
[236] tableaupublic,data

Top Word Pairs in Tweet in G10:
[165] data,science
[162] means,clustering
[162] clustering,explorable
[162] explorable,explainer
[162] explainer,app
[162] app,yizhe_ang
[162] yizhe_ang,another
[162] another,great
[162] great,example
[162] example,explaining

Top Replied-To
Top Replied-To in Entire Graph:
@datakliq
@metapredict
@allfordata
@economyapp
@stepanhlinka
@giulio_mattioli
@thenaijacarguy
@barefoot_pivots
@alexmeshkin
@pcrickard

Top Replied-To in G1:
@missionanddata

Top Replied-To in G4:
@chris1610
@pascal_bornet
@3lprof3
@crossfitgames
@datasciencedojo

Top Replied-To in G5:
@allfordata
@thenaijacarguy
@skrowe

Top Replied-To in G6:
@datakliq
@osasuwenedwin
@olaoluwa__mercy

Top Replied-To in G8:
@malthe

Top Mentioned
Top Mentioned in Entire Graph:
@razoralign
@rmarkdown
@clauswilke
@newprediction
@joachimgoedhart
@aakriti_sarma
@__mharrison__
@_jaydeepkarale
@allfordata
@rami_krispin

Top Mentioned in G1:
@leonaessays
@zeroplagiarism
@hwexpert
@chicagoessays
@isc_irungu
@dr_mokhtar1981
@hernangraffe
@projectconsult5
@eelrekab
@prodigies_hub1

Top Mentioned in G2:
@razoralign
@rmarkdown
@yudistiroad
@pacmannai
@island_evo_lab
@danielscarvalho

Top Mentioned in G3:
@rmarkdown
@clauswilke
@robinlovelace
@garethbilaney
@joachimgoedhart
@razoralign
@citedrive
@aakriti_sarma
@_jaydeepkarale
@newprediction

Top Mentioned in G4:
@pro_damperr
@cdwgwagov
@corpus_news
@emilanky10
@datacamp
@tram_ngo
@chris1610
@datasciencedojo
@innov_inf
@harisystems

Top Mentioned in G5:
@allfordata
@rita_tyna
@ess_wambui
@levikul09
@jessica_xls
@newprediction
@_jaydeepkarale
@ola_olamijuwon
@datacamp
@savetonotion

Top Mentioned in G6:
@aakriti_sarma
@datakliq
@allfordata
@mbaziiraronn
@nevrekaraishwa2
@rita_tyna
@avikumart_
@_promise_nonso
@chimexdata
@chibuike_umeh

Top Mentioned in G7:
@joachimgoedhart
@razoralign
@rmarkdown
@clauswilke
@allfordata
@thebarkerlab
@lfsofi8
@cee_viz
@gleonetwork
@jrob__09

Top Mentioned in G8:
@__mharrison__
@aakriti_sarma
@allfordata
@elpanek
@ua_jcm
@joachimgoedhart
@razoralign
@rmarkdown
@kurissuuu
@malthe

Top Mentioned in G9:
@newprediction
@aakriti_sarma
@allfordata
@__mharrison__
@freest_man
@rami_krispin
@datasciencedojo
@razoralign

Top Mentioned in G10:
@rami_krispin
@yizhe_ang
@emmadnn
@aalechiarenza
@physacourses
@rmarkdown
@joachimgoedhart
@clauswilke
@razoralign
@tram_ngo

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@xaelbot
@rk70534
@cybersecurityn8
@bitcoinagile
@kuramato904
@newsfilterio
@john1966olsen
@vonrosenchild

Top Tweeters in G1:
@bitcoinagile
@kuramato904
@newsfilterio
@frontendla
@jimmyroybloom
@evanderburg
@ambulsiva
@pavelnosok
@suriyasubraman
@newsfrombw

Top Tweeters in G2:
@yujimarutani
@divine_jit
@skatiq3
@skiba_dmitry
@exfictz
@kkami1115
@erikmaronde
@shigellady
@danielscarvalho
@coded_omoluabi

Top Tweeters in G3:
@vonrosenchild
@sikanii_bi_yere
@foraneostereo
@01062021ad
@biorxivpreprint
@xdiegoramirezx
@chrpollo
@sachatb
@jaimedgeo
@salisuahmad_

Top Tweeters in G4:
@sectest9
@xaelbot
@cybersecurityn8
@100xcode
@fabriciosx
@rahul05ranjan
@goaidev
@codewithtwitchi
@education_24x7
@xeronbot

Top Tweeters in G5:
@getmebayo
@savetonotion
@mayor_cobblepot
@makeupafrica_
@simphiwe_chef
@ilatemistokles
@ameikpe
@kaptainobiwan
@lovealwayste
@theagboolaali

Top Tweeters in G6:
@nancyrubin
@davedknd
@boldjay25
@segunr70
@chinemeogu
@onegentle_man
@king_scxtt
@dadaseunb
@moore_trips
@sulubabs

Top Tweeters in G7:
@oregakitaworld
@projektxpand
@arkreader
@ardalby71
@markedeschaine
@heizellee
@thebertmcgill
@ambijat
@mugahayaliey
@kkkkosalll

Top Tweeters in G8:
@nahzree
@kayodeoshinubi
@imexploring2
@bornweezy1
@april_x_i
@ayomideakinde10
@hgfernan
@jay_stunnna
@olakunle_hk
@wraibapraise

Top Tweeters in G9:
@lord_mannie
@gq23401
@jcjamaican84
@afroboyug
@cottila
@agwunag
@shmrar_
@debasisdas
@geraldmuvengei2
@__ogero

Top Tweeters in G10:
@pecunium
@kalisbrood
@rstatstweet
@morioka
@tidyversetweets
@rstats_tweets
@savranweb
@et_elias_et
@luiseduardohd
@darioestraviz


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