data visualization, Twitter, 12/22/2022 7:37:29 AM, 286751


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data visualization_2022-12-21_23-21-04.xlsx
data visualization_2022-12-21_23-21-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 22, 2022
Short Description:
data visualization via NodeXL https://bit.ly/3HV1c4g
@dankornas
@tut_ml
@nasamoon
@luengo1958
@rmarkdown
@citedrive
@_arroba_daniel
@sciencevisuals
@winty_updates
@20bluecrowns

Top hashtags:
#artemis
#otd
#apollo17
#rstats
#ai
#transfersinlasthour

Description:
Description
The graph represents a network of 6,358 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, 22 December 2022 at 07:28 UTC.

The requested start date was Thursday, 22 December 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 12-day, 11-hour, 45-minute period from Friday, 09 December 2022 at 13:15 UTC to Thursday, 22 December 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 : 6358
Unique Edges : 3059
Edges With Duplicates : 10471
Total Edges : 13530
Number of Edge Types : 5
Retweet : 4461
MentionsInRetweet : 5380
Tweet : 2402
Mentions : 981
Replies to : 306
Self-Loops : 2491
Reciprocated Vertex Pair Ratio : 0.0146412884333821
Reciprocated Edge Ratio : 0.0288600288600289
Connected Components : 1453
Single-Vertex Connected Components : 896
Maximum Vertices in a Connected Component : 3395
Maximum Edges in a Connected Component : 8615
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.531674
Graph Density : 0.000154313175732498
Modularity : 0.476497
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,358 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, 22 December 2022 at 07:28 UTC.

The requested start date was Thursday, 22 December 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 12-day, 11-hour, 45-minute period from Friday, 09 December 2022 at 13:15 UTC to Thursday, 22 December 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:
[81] https://learn.microsoft.com/en-us/power-bi/
[81] https://www.youtube.com/watch?v=glA5eG8s0Pw

[44] https://www.citedrive.com/blog/data-visualization-packages-for-r-you-should-check-out/
[6] https://finnstats.com/index.php/2021/05/12/visualization-graphs/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[6] https://icsmp-covid19.netlify.app
[5] https://twinybots.ch/
[5] https://medium.com/@seunismailadeleke/the-art-of-visualization-in-data-analytics-an-overview-e72c27670bcc?source=twitterShare-d65a011a7794-1670749422&_branch_match_id=link-1130411883565471164
[4] https://www.kdnuggets.com/2022/12/introduction-data-visualization-matplotlib.html
[3] https://finnstats.com/index.php/2021/10/09/line-plots-in-r/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://dev.to/sm0ke/data-visualization-using-react-and-tremor-with-sample-546a

Top URLs in Tweet in G1:
[5] https://twinybots.ch/
[4] https://www.kdnuggets.com/2022/12/introduction-data-visualization-matplotlib.html
[3] https://dev.to/sm0ke/data-visualization-using-react-and-tremor-with-sample-546a
[2] https://n3uron.com/downloads/?utm_source=twitter&utm_medium=social-post&utm_campaign=awareness&utm_term=081222-n3&utm_content=download+n3uron
[2] https://twitter.com/Thevesh/status/1601533774151372800
[2] https://www.cisin.com/coffee-break/technology/data-visualization-is-key-to-advanced-analytics.html
[1] https://twitter.com/ggreenwald/status/1600508005379981312
[1] https://www.datylon.com/blog/data-visualization-for-visually-impaired-users?utm_campaign=DataViz%20Best%20Practices&utm_source=twitter&utm_medium=social&utm_content=charts-for-visually-impaired-readers-twitter
[1] https://egusphere.copernicus.org/preprints/2022/egusphere-2022-1319/
[1] https://docs.google.com/forms/d/e/1FAIpQLSeSYJhRzTazL8vBLNKgndV__DLPJ4iHCjr5DulEMemUzp2PqQ/viewform?usp=send_form

Top URLs in Tweet in G3:
[44] https://www.citedrive.com/blog/data-visualization-packages-for-r-you-should-check-out/
[6] https://finnstats.com/index.php/2021/05/12/visualization-graphs/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[3] https://finnstats.com/index.php/2021/10/09/line-plots-in-r/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fpermalink.php%3Fstory_fbid%3D103274852637131%26id%3D100088638486927
[1] https://www.amazon.com/Better-Data-Visualizations-Scholars-Researchers/dp/0231193114?crid=952RSXQ2U467&keywords=data+visualization&qid=1657457398&sprefix=data+visualization,aps,143&sr=8-2&linkCode=sl1&tag=rappa753-20&linkId=4d582d662b4f78b7c0f8933e89ddf9e0&language=en_US&ref_=as_li_ss_tl
[1] http://experception.net/
[1] https://learn.microsoft.com/en-us/power-bi/
[1] https://www.youtube.com/watch?v=glA5eG8s0Pw


Top URLs in Tweet in G6:
[1] https://fediscience.org/@twinkler/109490305844231177

Top URLs in Tweet in G8:
[80] https://learn.microsoft.com/en-us/power-bi/
[80] https://www.youtube.com/watch?v=glA5eG8s0Pw

[2] https://news.google.com/__i/rss/rd/articles/CBMiPmh0dHBzOi8vd3d3LnRlY2hyZXB1YmxpYy5jb20vYXJ0aWNsZS9kYXRhLXZpc3VhbGl6YXRpb24tdG9vbHMv0gFCaHR0cHM6Ly93d3cudGVjaHJlcHVibGljLmNvbS9hcnRpY2xlL2RhdGEtdmlzdWFsaXphdGlvbi10b29scy9hbXAv?oc=5&utm_source=dlvr.it&utm_medium=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[1198] fplanalytics.com
[227] youtube.com
[149] amazon.com
[148] oracle.com
[127] twitter.com
[110] microsoft.com
[107] citedrive.com
[78] mltut.com
[75] medium.com
[55] towardsdatascience.com

Top Domains in Tweet in G1:
[134] amazon.com
[69] twitter.com
[30] medium.com
[14] twinybots.ch
[14] unovis.dev
[13] urban.org
[13] shopycart.net
[13] comidoc.net
[12] linkedin.com
[12] youtube.com

Top Domains in Tweet in G2:
[7] coursera.org
[3] youtube.com
[3] twitter.com
[3] udemy.com

Top Domains in Tweet in G3:
[106] citedrive.com
[56] mltut.com
[47] youtube.com
[26] coursera.org
[22] finnstats.com
[16] bigbookofr.com
[13] medium.com
[13] jadirectives.com
[10] datasciencedojo.com
[8] coursemetry.com

Top Domains in Tweet in G4:
[1] nasa.gov

Top Domains in Tweet in G5:
[147] oracle.com
[16] youtube.com
[3] mltut.com
[2] microsoft.com
[1] newdigitals.org
[1] twitter.com
[1] usfca.edu

Top Domains in Tweet in G6:
[47] datavizproject.com
[20] urban.org
[12] fossheim.io
[3] medium.com
[3] datawrapper.de
[2] twitter.com
[2] material.io
[1] slack.com
[1] amazon.com
[1] datavizstyleguide.com

Top Domains in Tweet in G7:
[6] unity.com
[2] science.org
[1] d.gallery
[1] instagram.com

Top Domains in Tweet in G8:
[104] microsoft.com
[104] youtube.com
[14] google.com
[2] mltut.com
[1] tutorialspoint.com
[1] mygreatlearning.com
[1] simplilearn.com
[1] medium.com
[1] github.com
[1] lighthall.co

Top Domains in Tweet in G10:
[6] gov.in
[1] hubblesite.org
[1] gizmodo.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[350] artemis
[350] otd
[350] apollo17
[339] rstats
[317] ai
[304] transfersinlasthour
[300] transfersoutlasthour
[298] dataviz
[279] data
[270] datascience



Top Hashtags in Tweet in G1:
[69] data
[68] datavisualization
[41] datascience
[40] visualization
[31] dataanalytics
[28] machinelearning
[26] python
[24] bigdata
[22] dataviz
[20] dataanalysis

Top Hashtags in Tweet in G2:
[1] python
[1] numpy
[1] pandas
[1] data

Top Hashtags in Tweet in G3:
[315] rstats
[209] dataviz
[149] ai
[141] datascience
[140] machinelearning
[113] bigdata
[105] data
[103] analytics
[103] iot
[94] python

Top Hashtags in Tweet in G4:
[344] artemis
[344] otd
[344] apollo17

Top Hashtags in Tweet in G5:
[5] machinelearning
[5] ai
[5] iot
[3] python
[3] datascience
[3] dataviz
[3] 100daysofcode
[3] 90daysofprogramming
[2] 90daysofcoding
[2] 90daysoftech

Top Hashtags in Tweet in G6:
[33] accessibility
[30] donoharmguide
[16] dataviz
[8] accessible
[7] fellowship
[6] databookclub
[5] datavisualization
[4] a11y
[3] datavisualizations
[3] data

Top Hashtags in Tweet in G7:
[179] covid19
[6] gamedev
[4] assetstoreunity3d
[2] sciencemagarchives
[1] sciencemag
[1] vegalms

Top Hashtags in Tweet in G8:
[2] machinelearning
[2] 100daysofcode
[2] ai
[2] iot
[1] bigdata
[1] analytics
[1] datascience
[1] iiot
[1] pytorch
[1] python

Top Hashtags in Tweet in G9:
[115] ai
[1] crypto
[1] alts
[1] web3

Top Hashtags in Tweet in G10:
[37] happyholidays
[8] visualization
[4] dataportalindia
[4] opendata
[3] artemis
[3] otd
[3] apollo17
[1] mnrega

Top Words
Top Words in Tweet in Entire Graph:
[7991] data
[5350] visualization
[1520] python
[1344] gt
[978] dankornas
[963] learning
[955] 2022
[878] analysis
[827] machine
[665] best

Top Words in Tweet in G1:
[1481] data
[1065] visualization
[144] analysis
[105] more
[93] tools
[93] python
[93] business
[76] analytics
[70] learn
[69] #data

Top Words in Tweet in G2:
[1305] data
[907] python
[888] dankornas
[535] visualization
[514] learning
[511] programming
[511] machine
[511] sql
[509] youtube
[509] derek

Top Words in Tweet in G3:
[793] data
[633] visualization
[321] #rstats
[209] #dataviz
[158] check
[149] #ai
[147] 2022
[141] #datascience
[140] #machinelearning
[131] citedrive

Top Words in Tweet in G4:
[345] lunar
[344] surface
[344] test
[344] earth
[344] nasamoon
[344] returned
[344] #apollo17
[344] today
[344] years
[344] #artemis

Top Words in Tweet in G5:
[413] data
[309] visualization
[209] learning
[206] machine
[187] computing
[187] cloud
[186] technologies
[186] bull
[186] exploring
[186] advanced

Top Words in Tweet in G6:
[332] data
[133] visualization
[63] co
[62] urbaninstitute
[61] jschwabish
[61] vitalyf
[55] accessible
[52] project
[50] viz
[48] down

Top Words in Tweet in G7:
[189] visualization
[185] data
[182] vaccines
[180] look
[179] back
[179] 2017
[179] distributed
[179] shows
[179] boosters
[179] #covid19

Top Words in Tweet in G8:
[125] power
[110] bi
[108] tableau
[106] free
[104] resources
[104] quick
[104] prepared
[104] beating
[104] freest_man
[81] data

Top Words in Tweet in G9:
[116] data
[115] contracts
[115] lower
[115] smart
[115] speed
[115] market
[115] medicine
[115] cost
[115] #ai
[115] analytics

Top Words in Tweet in G10:
[82] minar
[43] states
[42] data
[42] make
[41] united
[41] used
[41] single
[41] river
[41] gorgeous
[41] nelson

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3838] data,visualization
[825] machine,learning
[692] data,analysis
[606] dec,2022
[601] gt,visualization
[601] 00,gmt
[600] visualization,gt
[599] full,gw
[599] gw,data
[599] data,table

Top Word Pairs in Tweet in G1:
[811] data,visualization
[83] data,analysis
[39] analysis,visualization
[36] visualization,tools
[30] data,science
[29] machine,learning
[28] data,analytics
[26] visualization,data
[24] analytics,data
[23] learn,more

Top Word Pairs in Tweet in G2:
[532] data,visualization
[511] machine,learning
[510] learning,python
[509] sql,programming
[509] best,youtube
[509] banas,sql
[509] youtube,channels
[509] channels,machine
[509] programming,mosh
[509] derek,banas

Top Word Pairs in Tweet in G3:
[576] data,visualization
[119] visualization,packages
[118] packages,check
[118] check,2022
[117] #rstats,#dataviz
[114] 2022,citedrive
[114] citedrive,#rstats
[92] #bigdata,#analytics
[85] #analytics,#datascience
[73] #datascience,#ai

Top Word Pairs in Tweet in G4:
[344] #artemis,returned
[344] moon,#otd
[344] lunar,surface
[344] ago,#apollo17
[344] #apollo17,landed
[344] landed,lunar
[344] 50,years
[344] today,#artemis
[344] returned,earth
[344] years,ago

Top Word Pairs in Tweet in G5:
[300] data,visualization
[206] machine,learning
[187] cloud,computing
[186] computing,data
[186] together,red
[186] learning,cloud
[186] advanced,technologies
[186] exploring,machine
[186] red,bull
[186] bull,advanced

Top Word Pairs in Tweet in G6:
[127] data,visualization
[50] data,viz
[49] visualization,data
[47] co,s8c018gfge
[47] project,co
[47] s8c018gfge,breaks
[47] right,data
[47] down,types
[47] viz,project
[47] pick,right

Top Word Pairs in Tweet in G7:
[184] data,visualization
[179] back,data
[179] visualization,2017
[179] boosters,#covid19
[179] look,back
[179] #covid19,distributed
[179] vaccines,boosters
[179] 2017,shows
[179] distributed,look
[167] sciencevisuals,vaccines

Top Word Pairs in Tweet in G8:
[110] power,bi
[104] free,resources
[104] prepared,quick
[104] tableau,prepared
[104] bi,beating
[104] quick,free
[104] beating,tableau
[103] freest_man,power
[39] data,visualization
[15] data,scraped

Top Word Pairs in Tweet in G9:
[115] smart,contracts
[115] lower,cost
[115] cost,medicine
[115] speed,market
[115] cti,combining
[115] #ai,smart
[115] combining,data
[115] data,analytics
[115] market,delivery
[115] analytics,#ai

Top Word Pairs in Tweet in G10:
[41] vector,data
[41] map,nelson
[41] gorgeous,map
[41] nelson,minar
[41] single,river
[41] minar,shows
[41] minar,used
[41] shows,single
[41] used,make
[41] data,minar

Top Replied-To
Top Replied-To in Entire Graph:
@hacksultan
@_jaydeepkarale
@nadiehbremer
@wgeary
@frankelavsky
@ketanj0
@aligreo
@alimo_philip
@foxsoccer
@vitalyf

Top Replied-To in G2:
@crazypepeeth
@hasantoxr

Top Replied-To in G3:
@kirkdborne
@scicommclub

Top Replied-To in G4:
@vinylmatt7373

Top Replied-To in G5:
@_jaydeepkarale
@powerzzs
@matplotlib

Top Replied-To in G6:
@nadiehbremer
@frankelavsky
@vitalyf
@jscottbriggs
@sharoz

Top Mentioned
Top Mentioned in Entire Graph:
@dankornas
@nasamoon
@oracle
@sciencevisuals
@_jaydeepkarale
@citedrive
@pumppope
@rmarkdown
@freest_man
@thegoldsuite

Top Mentioned in G1:
@teamincus
@filemakertoday
@a_infonomics
@campusbizke
@opendatasoft
@surveycto
@lostgeographer_
@metaworldx
@uni_uidesign

Top Mentioned in G2:
@dankornas
@akshay_pachaar
@digitalhealthxx
@thomasvarekamp
@realnaijakolo
@artisticsauro
@crazypepeeth
@alchemylearn

Top Mentioned in G3:
@citedrive
@rmarkdown
@tut_ml
@gp_pulipaka
@tativlkv
@patilindrajeets
@ajay_kolii
@innov_inf
@dankornas
@t_info_v

Top Mentioned in G4:
@nasamoon
@nasaartemis

Top Mentioned in G5:
@oracle
@_jaydeepkarale
@plotlygraphs
@matplotlib
@dankornas
@swapnakpanda
@aakriti_sarma
@thegoldsuite
@levikul09
@tut_ml

Top Mentioned in G6:
@urbaninstitute
@jschwabish
@vitalyf
@sjpopkin
@materialdesign
@fleecealeece
@doggeneticsllc
@frankelavsky
@amycesal
@daxjcastro

Top Mentioned in G7:
@sciencevisuals
@newsfromscience
@wevolverapp
@breakfastny
@tech_ergo_appli
@arealhumanname1

Top Mentioned in G8:
@freest_man
@dankornas
@abduibasit_
@exceldashboards
@bowtied_raptor
@tut_ml
@_jaydeepkarale
@thenaijacarguy
@gp_pulipaka
@dd_nana_

Top Mentioned in G9:
@pumppope
@clintexcti

Top Mentioned in G10:
@rainmaker1973
@hubbletelescope
@dataportalindia
@nasamoon
@payloadartist
@mojsdowrrdgr
@jaljeevan_
@pibwater
@jalshaktiabhyan
@petroleummin

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@jornalistavitor
@alerttrade
@oldlady12345
@chidambara09
@gambiste1
@cybersecurityn8
@serendipitysays
@javascriptd
@john1966olsen

Top Tweeters in G1:
@alerttrade
@frontendla
@uhiiman
@m157q_news_rss
@hntweets
@suriyasubraman
@vcontenting
@feedpushr
@sharon_smith_1
@dxxptoughts

Top Tweeters in G2:
@fullnam35087976
@bhordemarz
@fmfrancoise
@archavensz
@engrmartell
@salisuahmad_
@yogeshbang
@ubuntu_col
@kasungwa_
@samuelcamarade

Top Tweeters in G3:
@sectest9
@cybersecurityn8
@javascriptd
@ssxman2
@calcaware
@pvalsfr
@ricardo_ik_ahau
@jamesvgingerich
@nicochan33
@rstatstweet

Top Tweeters in G4:
@oldlady12345
@serendipitysays
@magicdmw
@richfm39517086
@jinxthelynx
@adekleine
@famouspixs
@kimpy123
@stormhour
@southerngemgal

Top Tweeters in G5:
@lalojimjuarez
@ml_tweet_bot
@makeupafrica_
@ranajoypaul15
@timeup001
@supersciencegrl
@rahulfan15
@belikemanny
@troublesommee
@bengreenbergnyc

Top Tweeters in G6:
@afronola
@smartguitar1
@bbbcccnnn
@kayfey
@a11yalicia
@inklake
@blackstembot
@albertocairo
@deathbearbrown
@pablolarah

Top Tweeters in G7:
@arealhumanname1
@erinofalaska
@tothur
@prometheusgreen
@kath2cats
@astropierre
@artist_hb
@sigma19001
@sallyfereday
@mihulkas

Top Tweeters in G8:
@az_binbaz
@r_piment
@iam_zenzen
@peternikolow
@raefdd
@consuelx
@jimin926
@achint0807
@stevenpaget5
@fintasticdata

Top Tweeters in G9:
@cryptoliberty3
@clintexcti
@al_burkhead
@pumppope
@benson_laham
@malcombias
@johnniecallende
@evrtt_peirce
@hwd_boord
@bobby_martyn_

Top Tweeters in G10:
@leehillerlondon
@wstrohmacher
@syawal
@billrockey
@daaeismyname
@genejm29
@sesuter1
@rainmaker1973
@publichealthmap
@todd_scheve


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