data visualization, Twitter, 1/20/2022 8:00:45 AM, 270332


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data visualization_2022-01-19_23-24-56.xlsx
data visualization_2022-01-19_23-24-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 20, 2022
Short Description:
data visualization via NodeXL https://bit.ly/3AjSlUa
@ogbenidipo
@kareem_carr
@intelsoftca
@ashioya_
@poontany
@sciencemagazine
@codewithtwitchi
@nainachaturved8
@datavisfriendly
@yvesmulkers

Top hashtags:
#covid19
#datascience
#vaccines
#data
#transfersinlasthour

Description:
Description
The graph represents a network of 6,870 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, 20 January 2022 at 07:34 UTC.

The requested start date was Thursday, 20 January 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 8-day, 9-hour, 43-minute period from Tuesday, 11 January 2022 at 15:17 UTC to Thursday, 20 January 2022 at 01:00 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 : 6870
Unique Edges : 3005
Edges With Duplicates : 11361
Total Edges : 14366
Number of Edge Types : 5
Mentions : 946
Tweet : 1730
Replies to : 341
Retweet : 5187
MentionsInRetweet : 6162
Self-Loops : 1782
Reciprocated Vertex Pair Ratio : 0.0145480225988701
Reciprocated Edge Ratio : 0.0286788250034804
Connected Components : 1148
Single-Vertex Connected Components : 538
Maximum Vertices in a Connected Component : 3748
Maximum Edges in a Connected Component : 9257
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.6797
Graph Density : 0.000152214355447538
Modularity : 0.507227
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,870 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, 20 January 2022 at 07:34 UTC.

The requested start date was Thursday, 20 January 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 8-day, 9-hour, 43-minute period from Tuesday, 11 January 2022 at 15:17 UTC to Thursday, 20 January 2022 at 01:00 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:
[402] https://www.fplanalytics.com/priceTable.html
[402] https://www.fplanalytics.com/NettTransfers.html
[58] https://www.couponed12.com/2022/01/complete-course-on-data-visualization.html
[49] https://www.trifacta.com/podcast/d3-and-data-visualization-insights-with-mike-bostock/
[39] https://twinybots.ch/
[35] https://www.analyticsvidhya.com/blog/2022/01/walmarts-sales-analysis-through-data-visualization/
[33] https://www.couponed12.com/2020/03/jupyter-notebook-big-data-visualization.html
[26] https://towardsdatascience.com/interactive-data-visualization-with-julia-and-pluto-notebooks-6fad6f3eca2?source=social.tw
[25] https://medium.com/coders-mojo/day-1-day-60-quick-recap-of-60-days-of-data-science-and-ml-6fc021643d1?sk=4e75e043b7630a9f963562ebac94e129
[24] https://zpy.io/ca/c6acfd73

Top URLs in Tweet in G2:
[8] https://www.cmswire.com/digital-marketing/how-to-choose-the-right-data-visualization/
[6] https://twinybots.ch/
[5] https://martechseries.com/analytics/data-visualization/datakitchen-introduces-dataops-training-and-certification-program/
[5] https://www.amazon.it/Leconomia-autonoma-Digilosofia-intelligenze-artificiali-ebook/dp/B08LL7FD2X/ref=
[5] https://misterreset.blogspot.com/2021/10/open-data-smart-printing-da-instagram.html
[4] https://dev.to/aws-builders/introduction-to-data-visualization-3l1f
[3] https://twitter.com/FugaziTruther/status/1480697892365119491
[3] https://www.connecticum.de/jobboerse/student-computer-science-information-management-data-science-or-similar-x-maritime-data-fusion-and-visualization-for-web-applications-stellenangebot-1476618.html
[3] https://aws.amazon.com/blogs/mt/automate-aws-config-data-visualization-with-aws-systems-manager/
[3] http://www.tuxmachines.org/node/160244

Top URLs in Tweet in G4:
[54] https://www.couponed12.com/2022/01/complete-course-on-data-visualization.html
[44] https://www.trifacta.com/podcast/d3-and-data-visualization-insights-with-mike-bostock/
[31] https://www.analyticsvidhya.com/blog/2022/01/walmarts-sales-analysis-through-data-visualization/
[30] https://www.couponed12.com/2020/03/jupyter-notebook-big-data-visualization.html
[29] https://twinybots.ch/
[26] https://towardsdatascience.com/interactive-data-visualization-with-julia-and-pluto-notebooks-6fad6f3eca2?source=social.tw
[25] https://medium.com/coders-mojo/day-1-day-60-quick-recap-of-60-days-of-data-science-and-ml-6fc021643d1?sk=4e75e043b7630a9f963562ebac94e129
[22] https://towardsdatascience.com/8-best-data-visualization-tools-that-every-data-scientist-should-know-2287c9c45cc4?source=social.tw
[21] https://zpy.io/ca/c6acfd73
[19] https://zpy.io/ca/8486b195

Top URLs in Tweet in G5:
[2] https://www.science.org/content/article/here-s-visual-proof-why-vaccines-do-more-good-harm?utm_campaign=SciMag&utm_source=Social&utm_medium=Twitter
[1] https://sios-svalbard.org/metsis/search

Top URLs in Tweet in G6:
[1] https://jobs.beyondwordsstudio.com/designer/
[1] https://graphichunters.nl/finding-elegance-designing-with-data/
[1] https://www.instagram.com/accounts/login/
[1] https://medium.com/@siddhardhan23/data-visualization-in-python-a90ddb706b23?source=twitterShare-1020608f478a-1642520643&_branch_match_id=link-1012011803512083015
[1] https://www.youtube.com/watch?v=5JRIqc6PT5k&feature=youtu.be

[1] https://friendly.github.io/6135/
[1] https://www.crowdcast.io/e/datavis%40interos1
[1] https://twitter.com/MishraAbhiA/status/1483495160067641351
[1] https://github.com/abhiamishra/ggshakeR
[1] https://www.linkedin.com/posts/opensourcecommunity_data-datastorytelling-datascience-activity-6879744977417592832-9y4J

Top URLs in Tweet in G7:
[1] https://svs.gsfc.nasa.gov/4961
[1] https://data.giss.nasa.gov/gistemp/station_data_v4_globe/

Top URLs in Tweet in G8:
[3] https://bmcbioinformatics.biomedcentral.com/articles/10.1186/s12859-021-04556-z
[1] https://www.dolomite-bio.com/rnadia-kit-launch?utm_medium=social&utm_source=twitter&utm_campaign=BIS
[1] RNAdia
[1] launch&utm_content=RNAdia
[1] langing
[1] page-BIS#Bioinformatic-Service
[1] https://blog.bioturing.com/2022/01/14/umap-vs-t-sne-single-cell-rna-seq-data-visualization/
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell-reports-methods%2Ffulltext%2FS2667-2375%2821%2900204-6&rc=0
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell-genomics%2Ffulltext%2FS2666-979X%2821%2900106-3&rc=0
[1] https://www.rna-seqblog.com/discovering-cell-types-using-manifold-learning-and-enhanced-visualization-of-single-cell-rna-seq-data/

Top URLs in Tweet in G9:
[3] https://422south.com/
[1] https://usal4excellence.usal.es/
[1] https://twitter.com/robertotheron/status/1481614716216741898
[1] https://twitter.com/422South/status/1037009378321358848?s=20
[1] https://glowy-earthquakes.glitch.me/
[1] https://twitter.com/AmyCesal/status/1331688715270414341

Top URLs in Tweet in G10:
[1] https://linktr.ee/ashioyajotham
[1] https://jabde.com/2021/03/08/grad-student-births-graph/

Top Domains
Top Domains in Tweet in Entire Graph:
[804] fplanalytics.com
[156] twitter.com
[128] medium.com
[97] couponed12.com
[81] zpy.io
[77] towardsdatascience.com
[51] youtube.com
[49] trifacta.com
[39] analyticsvidhya.com
[39] twinybots.ch

Top Domains in Tweet in G2:
[55] twitter.com
[28] linkedin.com
[15] medium.com
[15] youtube.com
[13] cmswire.com
[9] towardsdatascience.com
[9] martechseries.com
[9] github.io
[8] tableau.com
[7] amazon.com

Top Domains in Tweet in G4:
[90] couponed12.com
[83] medium.com
[76] zpy.io
[67] towardsdatascience.com
[44] trifacta.com
[31] analyticsvidhya.com
[29] fusioncharts.com
[29] twinybots.ch
[20] udemy.com
[19] datacamp.com

Top Domains in Tweet in G5:
[2] science.org
[1] sios-svalbard.org

Top Domains in Tweet in G6:
[1] beyondwordsstudio.com
[1] graphichunters.nl
[1] instagram.com
[1] medium.com
[1] youtube.com
[1] github.io
[1] crowdcast.io
[1] twitter.com
[1] github.com
[1] linkedin.com

Top Domains in Tweet in G7:
[2] nasa.gov

Top Domains in Tweet in G8:
[3] biomedcentral.com
[2] elsevierhealth.com
[1] dolomite-bio.com
[1] bioturing.com
[1] rna-seqblog.com

Top Domains in Tweet in G9:
[3] twitter.com
[3] 422south.com
[1] usal.es
[1] glitch.me

Top Domains in Tweet in G10:
[1] linktr.ee
[1] jabde.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[372] covid19
[351] datascience
[317] vaccines
[234] data
[204] transfersinlasthour
[201] transfersoutlasthour
[191] python
[187] dataviz
[182] machinelearning
[175] visualization



Top Hashtags in Tweet in G2:
[51] datavisualization
[28] data
[23] visualization
[20] datascience
[20] dataviz
[12] bigdata
[11] businessintelligence
[11] dataanalytics
[10] exploratorydataanalysis
[9] analytics

Top Hashtags in Tweet in G4:
[285] datascience
[171] machinelearning
[169] python
[131] ai
[124] deeplearning
[90] 100daysofcode
[86] analytics
[84] bigdata
[74] data
[69] dataviz

Top Hashtags in Tweet in G5:
[289] vaccines
[289] covid19
[2] dyk
[2] svalbard

Top Hashtags in Tweet in G6:
[86] psy6135
[16] dataviz
[14] visualization
[13] data
[12] design
[12] history
[12] circles
[12] diagrams
[8] r
[3] datavisualization

Top Hashtags in Tweet in G7:
[128] arctic
[1] vaccines
[1] covid19

Top Hashtags in Tweet in G8:
[14] singlecell
[5] genomicsdata
[4] visualization
[3] scrnaseq
[1] unifiedcomputingenvironment
[1] federatedcloudplatform
[1] chromosomevisualization
[1] r
[1] bioinformatics
[1] genes

Top Hashtags in Tweet in G9:
[2] dataviz
[2] datavisualization
[2] datavis
[1] psy6135

Top Words
Top Words in Tweet in Entire Graph:
[7754] data
[5153] visualization
[1399] analysis
[1065] excel
[1058] need
[1024] focus
[1012] career
[1011] power
[993] bi
[958] ogbenidipo

Top Words in Tweet in G1:
[1059] data
[998] analysis
[986] excel
[983] need
[983] focus
[982] career
[945] ogbenidipo
[926] power
[926] bi
[924] spreadsheets

Top Words in Tweet in G2:
[788] data
[568] visualization
[70] tools
[62] analysis
[59] more
[51] #datavisualization
[43] business
[34] project
[33] analytics
[32] python

Top Words in Tweet in G3:
[537] data
[537] visualization
[534] poontany
[533] อส
[533] นเด
[533] ก
[532] อะไรค
[532] งท
[532] ซ
[532] อนอย

Top Words in Tweet in G4:
[1356] data
[923] visualization
[285] #datascience
[232] python
[171] #machinelearning
[169] #python
[155] science
[146] analysis
[131] #ai
[125] learning

Top Words in Tweet in G5:
[298] data
[290] visualization
[289] #vaccines
[289] #covid19
[289] distributed
[289] globe
[289] look
[289] back
[289] 2017
[287] sciencemagazine

Top Words in Tweet in G6:
[224] data
[182] visualization
[86] restarted
[86] #psy6135
[86] course
[86] psychology
[86] website
[86] lectures
[86] resources
[86] etc

Top Words in Tweet in G7:
[256] sea
[256] ice
[140] more
[138] zlabe
[128] change
[128] age
[128] #arctic
[128] during
[128] early
[128] january

Top Words in Tweet in G8:
[139] data
[117] visualization
[109] chromomap
[109] multi
[109] chromosomes
[107] package
[107] interactive
[107] omics
[107] annotation
[97] razoralign

Top Words in Tweet in G9:
[100] july
[93] data
[93] visualization
[54] shows
[53] rainmaker1973
[50] nicolaraluk
[50] occurrence
[50] earthquakes
[50] earth
[50] between

Top Words in Tweet in G10:
[76] data
[74] visualization
[73] kareem_carr
[70] sex
[69] sometimes
[69] good
[69] better
[2] event
[2] gt

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3656] data,visualization
[1241] data,analysis
[999] analysis,career
[999] career,need
[999] need,focus
[985] power,bi
[951] ogbenidipo,data
[942] microsoft,power
[937] excel,spreadsheets
[937] spreadsheets,microsoft

Top Word Pairs in Tweet in G1:
[996] data,analysis
[982] analysis,career
[982] career,need
[982] need,focus
[938] ogbenidipo,data
[926] power,bi
[924] excel,spreadsheets
[924] spreadsheets,microsoft
[924] microsoft,power
[923] focus,excel

Top Word Pairs in Tweet in G2:
[411] data,visualization
[37] visualization,tools
[36] data,analysis
[20] visualization,data
[19] analysis,visualization
[14] analysis,data
[13] choose,right
[13] right,data
[12] machine,learning
[11] data,analytics

Top Word Pairs in Tweet in G3:
[537] data,visualization
[533] นเด,ก
[532] อะไรค,อส
[532] อส,งท
[532] งท,ซ
[532] ซ,อนอย
[532] อนอย,ในคำขว
[532] ในคำขว,ญว
[532] ญว,นเด
[532] ก,hidden

Top Word Pairs in Tweet in G4:
[689] data,visualization
[150] data,science
[100] data,analysis
[82] visualization,matplotlib
[79] machine,learning
[66] visualization,tool
[63] complete,course
[63] course,data
[63] matplotlib,python
[60] visualization,tools

Top Word Pairs in Tweet in G5:
[290] data,visualization
[289] #vaccines,#covid19
[289] #covid19,distributed
[289] distributed,globe
[289] globe,look
[289] look,back
[289] back,data
[289] visualization,2017
[287] sciencemagazine,#vaccines
[2] 2017,illustrates

Top Word Pairs in Tweet in G6:
[171] data,visualization
[86] restarted,#psy6135
[86] #psy6135,course
[86] course,psychology
[86] psychology,data
[86] visualization,website
[86] website,lectures
[86] lectures,resources
[86] resources,etc
[85] datavisfriendly,restarted

Top Word Pairs in Tweet in G7:
[256] sea,ice
[128] change,age
[128] age,#arctic
[128] #arctic,sea
[128] ice,during
[128] during,early
[128] early,january
[128] january,younger
[128] younger,sea
[128] ice,usually

Top Word Pairs in Tweet in G8:
[107] chromomap,package
[107] package,interactive
[107] interactive,visualization
[107] visualization,multi
[107] multi,omics
[107] omics,data
[107] data,annotation
[107] annotation,chromosomes
[97] razoralign,chromomap
[14] data,analysis

Top Word Pairs in Tweet in G9:
[76] data,visualization
[51] rainmaker1973,data
[50] visualization,nicolaraluk
[50] nicolaraluk,shows
[50] shows,occurrence
[50] occurrence,earthquakes
[50] earthquakes,earth
[50] earth,between
[50] between,july
[50] july,2017

Top Word Pairs in Tweet in G10:
[74] data,visualization
[69] sometimes,good
[69] good,data
[69] visualization,better
[69] better,sex
[68] kareem_carr,sometimes

Top Replied-To
Top Replied-To in Entire Graph:
@ogbenidipo
@kareem_carr
@melaneelthomas
@frankelavsky
@worksfess
@vayacollection
@giyednap
@endy1010
@rainmaker1973
@irg9876

Top Replied-To in G1:
@ogbenidipo
@endy1010
@krys_yogi
@olassac
@mcnobzy
@osato05
@pharuc1
@terabyttera

Top Replied-To in G4:
@giyednap
@rajatt_07
@bajrangi_lama
@tdatascience
@lizthetechie
@manugarg25
@andreaskayy
@oriowoesther
@aakriiti_sharma
@tmrhyne

Top Replied-To in G6:
@patilindrajeets
@janwillemtulp

Top Replied-To in G9:
@rainmaker1973

Top Replied-To in G10:
@kareem_carr
@amerix

Top Mentioned
Top Mentioned in Entire Graph:
@ogbenidipo
@poontany
@sciencemagazine
@zlabe
@razoralign
@datavisfriendly
@kareem_carr
@highimpact01
@theplanetaryguy
@tdatascience

Top Mentioned in G1:
@ogbenidipo
@highimpact01
@ajibolayf
@olhayemi
@ldiboye
@_isioma__
@sauain
@odo_ceo

Top Mentioned in G2:
@wifeyuniversity
@teamincus
@analyticsgroup_
@journtoolbox
@am_malik3
@e_niskala
@jiigggeee
@digitaldevnet
@menmartey
@bidofi

Top Mentioned in G3:
@poontany
@kareem_carr

Top Mentioned in G4:
@tdatascience
@nainachaturved8
@everythingcour1
@miketamir
@machinelearnflx
@fusioncharts
@couponed_code
@knowprogram
@mralanjones
@clubsignage

Top Mentioned in G5:
@sciencemagazine
@sios_kc

Top Mentioned in G6:
@datavisfriendly
@fedfragapane
@graphichunters
@beyond_wrds
@bookofcircles
@pythonwithrune
@mslima
@mishraabhia
@ogbenidipo
@patilindrajeets

Top Mentioned in G7:
@zlabe
@nasagiss
@nasahyperwall
@sciencemagazine

Top Mentioned in G8:
@razoralign
@jsantoyo
@bioturing
@dolomitebio
@rnaseqblog
@cellrepmethods
@cellgenomics
@bmcbioinfo
@uwindsor
@tangming2005

Top Mentioned in G9:
@rainmaker1973
@nicolaraluk
@robertotheron
@drmooh_
@visusal
@grial_usal
@datavisfriendly
@razoralign

Top Mentioned in G10:
@kareem_carr
@intelsoftca

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@sectest9
@threadreaderapp
@cybersec_feeds
@odio_nao
@chidambara09
@watdaswnsay
@xaelbot
@codedailybot
@collegemenfess

Top Tweeters in G1:
@jayromee_
@advsola
@yojora
@holawhunmee
@oluwej
@adetigerr
@blackshadie
@unclebeeola
@halaalballer
@donxfemo

Top Tweeters in G2:
@schestowitz
@123trabajo
@dataaugmented
@softmedian
@m157q_news_rss
@scopedbylarry
@suriyasubraman
@feedpushr
@amacattackkk
@careerage

Top Tweeters in G3:
@watdaswnsay
@pm2u_
@onmylil_ty
@zw199x
@tvxqonly5w
@spaceship_an409
@jungsu1004
@monaugnt
@slt_jungsoo13
@_ss03tw_

Top Tweeters in G4:
@sectest9
@threadreaderapp
@chidambara09
@xaelbot
@codedailybot
@thedeveloperbot
@cybersecurityn8
@ipythonistabot
@rosenchild
@morolswediu

Top Tweeters in G5:
@jornalistavitor
@odio_nao
@baronianconsult
@emocionycambio
@don_hasegawa
@ohtsune2nd
@ruffusmd
@scott_squires
@benjamindstone
@smartguitar1

Top Tweeters in G6:
@southstep
@adeyemoadekunl2
@akeisaac2
@imnickhuber
@mishraabhia
@5berto
@com4myst_blgspt
@kipkoech_the4th
@megahied
@miskaknapek

Top Tweeters in G7:
@marijaserenidad
@haltaq
@redmayne_robert
@pmagn
@deborahskyrim
@vinepsychic
@vjmahon
@rsmith1935
@somyooddddd
@faboomama

Top Tweeters in G8:
@takatoh1
@drjulie_b
@windowmoon
@mtanichthys
@tingerwu
@hinaichigo
@gringene_bio
@jasonwilliamsny
@manueltard
@singlecellmedia

Top Tweeters in G9:
@larsthewanderer
@llarisah
@rainmaker1973
@aminumusa2
@faypumping
@drmooh_
@umar_fryda
@drscopes
@gorinanu
@mikapsky

Top Tweeters in G10:
@dianagenius_
@iamankurrrrrrr
@amerix
@tomisiin
@dabo_modii
@berba_q
@_nuayx
@mr_baagii
@zopatoli
@josecolunga


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