data visualization, Twitter, 10/28/2021 6:48:46 AM, 264960


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data visualization_2021-10-27_23-24-56.xlsx
data visualization_2021-10-27_23-24-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 28, 2021
Short Description:
data visualization via NodeXL https://bit.ly/3nA1L7Y
@poontany
@tundetash
@elmihiro
@olxwaseun
@ml_tweet_bot
@blkhwk0ps
@kdnuggets
@pacmannai
@rainmaker1973
@cuinpradipta

Top hashtags:
#datascience
#machinelearning
#python
#datavisualization
#data
#visualization

Description:
Description
The graph represents a network of 7,083 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, 28 October 2021 at 06:31 UTC.

The requested start date was Thursday, 28 October 2021 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 5-day, 23-hour, 20-minute period from Friday, 22 October 2021 at 00:39 UTC to Thursday, 28 October 2021 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 : 7083
Unique Edges : 2050
Edges With Duplicates : 12872
Total Edges : 14922
Number of Edge Types : 5
Retweet : 6079
MentionsInRetweet : 6934
Replies to : 165
Tweet : 1108
Mentions : 636
Self-Loops : 1138
Reciprocated Vertex Pair Ratio : 0.0114647963312652
Reciprocated Edge Ratio : 0.0226696892919056
Connected Components : 709
Single-Vertex Connected Components : 349
Maximum Vertices in a Connected Component : 3030
Maximum Edges in a Connected Component : 6063
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 3.370215
Graph Density : 0.000149496212317395
Modularity : 0.466201
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,083 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, 28 October 2021 at 06:31 UTC.

The requested start date was Thursday, 28 October 2021 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 5-day, 23-hour, 20-minute period from Friday, 22 October 2021 at 00:39 UTC to Thursday, 28 October 2021 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:
[286] https://www.fplanalytics.com/priceTable.html
[286] https://www.fplanalytics.com/NettTransfers.html
[54] https://www.kdnuggets.com/2020/11/top-python-libraries-data-science-data-visualization-machine-learning.html
[19] https://zpy.io/ca/b8d236bf
[19] https://covid.smartgraph.bi/?lang=en
[19] https://www.youtube.com/watch?v=ARUwgEWyksA

[13] https://stat.world/biportal/?lang=en
[12] https://zpy.io/ca/4580cc42
[11] https://www.figma.com/@alexbourt
[8] https://www.dataversity.net/what-is-data-visualization/

Top URLs in Tweet in G2:
[1] https://twitter.com/TundeTASH/status/1452338844939001878

Top URLs in Tweet in G3:
[3] https://www.zyter.com
[3] https://www.unhcr.org/news/press/2021/10/6176ca784/new-data-visualization-covid-19-eviction-homelessness-risks-venezuelan.html?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.amazon.it/Leconomia-autonoma-Digilosofia-intelligenze-artificiali-ebook/dp/B08LL7FD2X/ref=
[3] https://misterreset.blogspot.com/2021/10/open-data-smart-printing-da-instagram.html
[2] https://www.analyticsvidhya.com/blog/2021/10/10-ideas-that-every-professional-should-avoid-for-data-visualization/
[2] https://www.surveypractice.org/article/25699-what-to-do-with-all-those-open-ended-responses-data-visualization-techniques-for-survey-researchers
[2] https://twitter.com/TundeTASH/status/1452338844939001878
[2] https://nightingaledvs.com/subscribe/
[2] https://aws.amazon.com/partners/success/tgs-int/
[2] https://www.uxjobsboard.com/job/assistant-professor-of-data-visualization/

Top URLs in Tweet in G4:
[52] https://www.kdnuggets.com/2020/11/top-python-libraries-data-science-data-visualization-machine-learning.html
[19] https://zpy.io/ca/b8d236bf
[12] https://zpy.io/ca/4580cc42
[7] https://udemycoupons.me/it-software-courses/data-analysis-data-science-visualization-python-pandas/
[5] https://k21-academy.medium.com/data-visualization-using-plotly-6b87a901d1fe?source=rss------python-5&utm_source=dlvr.it&utm_medium=twitter
[5] https://zpy.io/ca/c6acfd73
[5] https://datastori.es/165-accessibility-with-sarah-fossheim/
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fhow-to-create-a-non-ugly-figure-a-recipe-for-python-data-visualization-3793fde29e79
[4] https://towardsdatascience.com/eda-and-visualization-of-earthquake-occurrence-in-indonesia-over-the-last-20-years-using-r-4c76e94e94c2?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[4] https://link.medium.com/iqhtPN9Dykb

Top URLs in Tweet in G5:
[1] https://svs.gsfc.nasa.gov/4944?utm_source=TWITTER&utm_medium=NASAMoon&utm_campaign=NASASocial&linkId=136524295

Top URLs in Tweet in G6:
[8] https://www.dataversity.net/what-is-data-visualization/
[5] https://rkabacoff.github.io/datavis/preface.html
[3] https://www.youtube.com/watch?v=W6cfxJkKy3Q

[3] https://www.analyticsvidhya.com/blog/2021/10/10-ideas-that-every-professional-should-avoid-for-data-visualization/
[3] https://www.frizzifrizzi.it/2021/10/22/nightingale-la-rivista-della-data-visualization-society-arriva-su-carta/
[2] https://www.kdnuggets.com/2020/11/top-python-libraries-data-science-data-visualization-machine-learning.html
[2] https://www.predictiveanalyticstoday.com/top-data-visualization-software/
[2] https://www.youtube.com/watch?v=rLGJO6aOD6c

[2] https://medium.com/nightingale/writing-alt-text-for-data-visualization-2a218ef43f81
[2] https://policyviz.com/books/better-data-visualizations/policyviz-data-visualization-catalog/

Top URLs in Tweet in G7:
[1] https://old.reddit.com/r/dataisbeautiful/comments/grsab3/oc_water_volume_compared_to_the_earth_volume/
[1] https://en.wikipedia.org/wiki/File:Volume_rendered_CT_scan_of_a_pregnancy_of_37_weeks_of_gestational_age_(smaller).gif
[1] https://cloud.google.com/blog/ja/products/maps-platform/richer-data-visualization-google-maps-platform-using-deckgl

Top URLs in Tweet in G9:
[4] https://news.ucsc.edu/2021/10/data-visualization.html
[1] https://www.goodreads.com/book/show/53317477-living-in-data?from_search=true&from_srp=true&qid=aqkLhvZqqj&rank=1
[1] https://arxiv.org/pdf/2107.09042.pdf
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fengineering.tableau.com%2Fhow-do-people-communicate-and-collaborate-with-data-in-organizations-a19154bd25e0
[1] https://visactivities.github.io/
[1] https://ieeevis.b-cdn.net/vis_2021/pdfs/a-visap-1031.pdf
[1] https://www.jessiekb.com/artforscicomm
[1] https://github.com/jmkendallbar/VisualizingLifeintheDeep
[1] https://altvis.github.io/papers/mcnutt.pdf
[1] https://twitter.com/artistjaneadams/status/1452324781295079436

Top Domains
Top Domains in Tweet in Entire Graph:
[572] fplanalytics.com
[91] twitter.com
[56] medium.com
[54] kdnuggets.com
[48] youtube.com
[41] zpy.io
[37] towardsdatascience.com
[21] google.com
[19] smartgraph.bi
[18] datacamp.com

Top Domains in Tweet in G2:
[1] twitter.com

Top Domains in Tweet in G3:
[39] twitter.com
[10] towardsdatascience.com
[9] linkedin.com
[7] google.com
[7] cnrs.fr
[6] blogspot.com
[5] medium.com
[4] amazon.com
[4] boldbi.com
[3] zyter.com

Top Domains in Tweet in G4:
[52] kdnuggets.com
[40] zpy.io
[32] medium.com
[27] towardsdatascience.com
[14] datacamp.com
[7] udemycoupons.me
[6] twitter.com
[6] comidoc.net
[5] onlinecouponcourses.com
[5] datastori.es

Top Domains in Tweet in G5:
[1] nasa.gov

Top Domains in Tweet in G6:
[10] dataversity.net
[9] youtube.com
[5] github.io
[4] medium.com
[3] grjenkin.com
[3] datacamp.com
[3] policyviz.com
[3] twitter.com
[3] analyticsvidhya.com
[3] frizzifrizzi.it

Top Domains in Tweet in G7:
[1] reddit.com
[1] wikipedia.org
[1] google.com

Top Domains in Tweet in G9:
[4] ucsc.edu
[4] twitter.com
[4] ieeevis.org
[3] medium.com
[2] github.io
[2] routledge.com
[1] goodreads.com
[1] arxiv.org
[1] b-cdn.net
[1] jessiekb.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[250] datascience
[191] machinelearning
[178] python
[175] datavisualization
[145] data
[118] visualization
[106] 100daysofcode
[104] ai
[100] dataviz
[92] iot



Top Hashtags in Tweet in G3:
[28] datavisualization
[22] data
[18] visualization
[16] dataviz
[8] datascience
[6] dataanalytics
[5] bigdata
[4] dataanalysis
[4] python
[4] 66daysofdata

Top Hashtags in Tweet in G4:
[178] datascience
[166] machinelearning
[157] python
[102] 100daysofcode
[89] ai
[83] datavisualization
[67] bigdata
[50] data
[42] analytics
[40] visualization

Top Hashtags in Tweet in G6:
[41] datascience
[24] rstats
[21] machinelearning
[14] datavisualization
[13] python
[12] dataviz
[10] ai
[9] tableau
[8] powerbi
[7] data

Top Hashtags in Tweet in G7:
[6] マッピング
[6] 地理空間情報
[1] gcpja

Top Hashtags in Tweet in G9:
[22] ieeevis
[8] visualization
[6] vis4dh
[6] digitalhumanities
[5] visinpractice
[4] royal
[4] dataviz
[3] vahc
[2] visactivities
[2] donoharmguide

Top Words
Top Words in Tweet in Entire Graph:
[6437] data
[6066] ท
[5831] visualization
[3040] ย
[3038] ว
[3031] asia
[3031] ค
[3031] ม
[3031] เป
[3030] poontany

Top Words in Tweet in G1:
[6066] ท
[3033] data
[3033] visualization
[3031] asia
[3031] ม
[3031] ย
[3031] เป
[3030] poontany
[3030] ค
[3030] ปเอเช

Top Words in Tweet in G2:
[1393] skills
[701] 10
[698] top
[698] tech
[698] demand
[698] machine
[696] cloud
[696] aws
[696] tundetash
[695] still

Top Words in Tweet in G3:
[493] data
[362] visualization
[49] more
[38] analysis
[29] learn
[29] business
[28] #datavisualization
[23] tools
[23] using
[22] #data

Top Words in Tweet in G4:
[680] data
[458] visualization
[178] #datascience
[166] #machinelearning
[158] python
[157] #python
[102] #100daysofcode
[93] freecodecamp
[89] #ai
[88] using

Top Words in Tweet in G5:
[238] moon
[237] spy
[237] little
[237] eye
[237] something
[237] blue
[237] darkness
[237] space
[237] hi
[237] nasaearth

Top Words in Tweet in G6:
[213] data
[172] visualization
[47] icymi_r
[44] geospatial
[44] health
[44] modeling
[44] inla
[44] shiny
[44] paula
[44] moraga

Top Words in Tweet in G7:
[121] volume
[120] visualization
[118] rainmaker1973
[92] water
[92] 000
[82] 3d
[75] scientific
[75] rendering
[75] technique
[75] used

Top Words in Tweet in G8:
[96] visualization
[96] data
[93] axis
[92] elmihiro
[91] continuously
[91] varying
[91] scale
[91] next
[91] great
[91] breakthrough

Top Words in Tweet in G9:
[58] data
[49] visualization
[22] ieeevis
[22] #ieeevis
[15] session
[13] 2021
[12] keynote
[12] panel
[11] paper
[10] neutral

Top Words in Tweet in G10:
[79] visualization
[78] data
[77] scottadamssays
[77] here's
[77] persuasion
[77] secret
[77] learned
[77] analyst
[77] whoever
[77] comes

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4797] data,visualization
[3029] rid,dictatorship
[3029] dictatorship,asia
[3029] asia,ค
[3029] ค,ม
[3029] ม,อการกำจ
[3029] อการกำจ,ดเผด
[3029] ดเผด,จการในทว
[3029] จการในทว,ปเอเช
[3029] ปเอเช,ย

Top Word Pairs in Tweet in G1:
[3033] data,visualization
[3029] rid,dictatorship
[3029] dictatorship,asia
[3029] asia,ค
[3029] ค,ม
[3029] ม,อการกำจ
[3029] อการกำจ,ดเผด
[3029] ดเผด,จการในทว
[3029] จการในทว,ปเอเช
[3029] ปเอเช,ย

Top Word Pairs in Tweet in G2:
[698] top,10
[698] 10,tech
[698] tech,skills
[698] skills,demand
[695] skills,still
[695] still,top
[695] demand,cloud
[695] cloud,amazon
[695] amazon,web
[695] web,services

Top Word Pairs in Tweet in G3:
[268] data,visualization
[26] data,analysis
[17] analysis,visualization
[15] visualization,data
[12] data,science
[11] visualization,tools
[11] learn,more
[9] power,bi
[7] data,analytics
[7] big,data

Top Word Pairs in Tweet in G4:
[364] data,visualization
[63] #python,libraries
[61] libraries,#datascience
[54] atención,cuarta
[54] cuarta,certificación
[54] certificación,freecodecamp
[54] freecodecamp,completamente
[54] completamente,traducida
[54] traducida,español
[54] español,vivo

Top Word Pairs in Tweet in G5:
[237] spy,little
[237] little,eye
[237] eye,something
[237] something,blue
[237] blue,darkness
[237] darkness,space
[237] space,hi
[237] hi,nasaearth
[237] nasaearth,saturday
[237] saturday,observed

Top Word Pairs in Tweet in G6:
[97] data,visualization
[44] geospatial,health
[44] health,data
[44] data,modeling
[44] modeling,visualization
[44] visualization,inla
[44] inla,shiny
[44] shiny,paula
[44] paula,moraga
[44] moraga,paula_moraga_

Top Word Pairs in Tweet in G7:
[75] scientific,visualization
[75] visualization,volume
[75] volume,rendering
[75] rendering,technique
[75] technique,used
[75] used,display
[75] display,2d
[75] 2d,projection
[75] projection,3d
[75] 3d,discretely

Top Word Pairs in Tweet in G8:
[94] data,visualization
[91] axis,continuously
[91] continuously,varying
[91] varying,scale
[91] scale,next
[91] next,great
[91] great,breakthrough
[91] breakthrough,data
[90] elmihiro,axis
[2] power,bi

Top Word Pairs in Tweet in G9:
[21] data,visualization
[6] session,end
[6] end,opening
[6] opening,keynote
[6] keynote,yloukissas
[6] yloukissas,open
[6] open,data
[6] data,settings
[6] settings,#vis4dh
[6] #vis4dh,#ieeevis

Top Word Pairs in Tweet in G10:
[77] here's,persuasion
[77] persuasion,secret
[77] secret,learned
[77] learned,data
[77] data,analyst
[77] analyst,whoever
[77] whoever,comes
[77] comes,best
[77] best,useful
[77] useful,visualization

Top Replied-To
Top Replied-To in Entire Graph:
@frederickporti6
@visapnet
@anoortm
@maartenzam
@chazman
@yosracodes
@weatherchannel
@chingling1408
@bernhardsson
@arorachakit

Top Replied-To in G2:
@womiv
@tunjitalks

Top Replied-To in G3:

Top Replied-To in G4:
@anoortm
@yohaniddawela
@florinpop1705

Top Replied-To in G6:
@visualisingdata
@tdinh_me
@akident
@albertocairo

Top Replied-To in G8:
@thisishuni
@tundetash
@elmihiro

Top Replied-To in G9:
@visapnet
@altvisworkshop
@ikamyx
@ieeevis
@emayfarris

Top Replied-To in G10:
@scottadamssays

Top Mentioned
Top Mentioned in Entire Graph:
@poontany
@tundetash
@nasaearth
@nasamoon
@rainmaker1973
@elmihiro
@freecodecamp
@pacmannai
@scottadamssays
@mikestucka

Top Mentioned in G1:
@poontany

Top Mentioned in G2:
@tundetash
@iaboyeji
@cmapit

Top Mentioned in G3:
@sygyzmundovych
@digitaldevnet
@zyterofficial
@_w0bb1t_
@cortezaproject
@peerjcompsci
@aemeducation
@datasciencedojo
@voydorg
@ottohmaccabee

Top Mentioned in G4:
@freecodecamp
@freecodecampes
@kdnuggets
@eli_krumova
@moo
@akbarth3great
@santanumaji1994
@darreandrie
@machinelearnflx
@d3js_org

Top Mentioned in G5:
@nasaearth
@nasamoon
@elmihiro

Top Mentioned in G6:
@icymi_r
@paula_moraga_
@dataversity
@datavizsociety
@viswkshp
@sandy_carter
@rstatsvideo
@jschwabish
@max_graze
@ipfconline1

Top Mentioned in G7:
@rainmaker1973
@googlecloud_jp
@gmapsplatform

Top Mentioned in G8:
@elmihiro
@rainmaker1973
@tundetash
@rajivchandran1

Top Mentioned in G9:
@ieeevis
@jmkendallbar
@ucsc
@yloukissas
@zephoria
@ucscscience
@visapnet
@vis4dh
@vis4good
@fleecealeece

Top Mentioned in G10:
@scottadamssays
@andreasshrugged
@anatoly
@tundetash

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@souljahsingh
@hsungom
@xaelbot
@codedailybot
@dhruvbhim
@aaroncuddeback
@snailtinyb

Top Tweeters in G1:
@hsungom
@snailtinyb
@g1aucous
@amenonikki
@semarktuan
@decemberkidx
@pearry0629
@nuanearr
@pgkyslgk_136
@salinla18

Top Tweeters in G2:
@theolisa_
@ovie52009
@adetigerr
@oluwej
@duchessbidex
@halaalballer
@unclebeeola
@adebowvle
@adeyhinka_
@rolex7michael

Top Tweeters in G3:
@prpnews
@stackdevjobs
@miragenewscom
@suriyasubraman
@jonesls
@shopy_cart
@yvesmulkers
@alchemists_song
@7wdata
@eagerbeavertech

Top Tweeters in G4:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@codedailybot
@aaroncuddeback
@thedeveloperbot
@rosenchild
@cybersecurityn8
@ipythonistabot

Top Tweeters in G5:
@amoltikam
@vikas1689
@equateall
@autumnalbaby
@igorcarron
@stevebrant
@zerokarasu
@em_pulse
@zmothership
@dare2zak

Top Tweeters in G6:
@dataaugmented
@fabriciosx
@nicochan33
@tarundsnaol
@raulpacheco
@ricardo_ik_ahau
@pythonexpertbot
@rstatstweet
@developerbot_v1
@spirosmargaris

Top Tweeters in G7:
@homerwhite
@silvrib
@ptialex77
@lavoe_jonnath
@loulan_7porta
@chuckbaggett
@outrasilvoca
@daniambiental
@mw4lyf
@h2ofizz

Top Tweeters in G8:
@cchukudebelu
@shobhits89
@pavan_de
@mahektetweet
@sakthivel_cit93
@thesanemind
@prempiyush
@sudeepj21
@krish_diganth
@acharya280702

Top Tweeters in G9:
@needhibhalla
@iubloomington
@fightthecovid
@blprnt
@maltizm
@botlabhd
@johnpharmd
@eagereyes
@davidmpires
@theneilrichards

Top Tweeters in G10:
@souljahsingh
@thethegrinch7
@standtalleurope
@punditocrat
@rollypoly31
@tiffanypy35
@lolli55
@opinionherehi
@korblimee47
@selbjim


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