data visualization, Twitter, 9/30/2021 7:02:47 AM, 263280


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data visualization_2021-09-29_23-24-56.xlsx
data visualization_2021-09-29_23-24-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 30, 2021
Short Description:
data visualization via NodeXL https://bit.ly/3ihSxew
@jeande_d
@erictopol
@machinelearnflx
@rainmaker1973
@developerbot_v1
@powerbi_pros
@samadovaabditch
@hpeng01016_hua
@datavizsociety
@sdghackathon

Top hashtags:
#datascience
#datavisualization
#machinelearning

Description:
Description
The graph represents a network of 6,463 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, 30 September 2021 at 06:34 UTC.

The requested start date was Thursday, 30 September 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 8-day, 19-hour, 0-minute period from Tuesday, 21 September 2021 at 05:00 UTC to Thursday, 30 September 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 : 6463
Unique Edges : 2654
Edges With Duplicates : 11552
Total Edges : 14206
Number of Edge Types : 5
Retweet : 5112
MentionsInRetweet : 5961
Tweet : 1814
Replies to : 283
Mentions : 1036
Self-Loops : 1860
Reciprocated Vertex Pair Ratio : 0.0162054731692402
Reciprocated Edge Ratio : 0.031894087558297
Connected Components : 1109
Single-Vertex Connected Components : 530
Maximum Vertices in a Connected Component : 2508
Maximum Edges in a Connected Component : 6913
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.979568
Graph Density : 0.000159156569311309
Modularity : 0.47692
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,463 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, 30 September 2021 at 06:34 UTC.

The requested start date was Thursday, 30 September 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 8-day, 19-hour, 0-minute period from Tuesday, 21 September 2021 at 05:00 UTC to Thursday, 30 September 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:
[424] https://www.fplanalytics.com/priceTable.html
[424] https://www.fplanalytics.com/NettTransfers.html
[86] https://www.youtube.com/watch?v=ccPugZe_mJk&feature=youtu.be

[42] https://zpy.io/ca/6c953772
[34] https://www.youtube.com/watch?v=-GbZrMH-NHs&feature=youtu.be

[29] https://stat.world/biportal/?lang=en
[27] https://www.critrolestats.com/blog/2021/9/29/the-critical-role-of-visualization-a-data-exploration-of-campaign-1-by-peter-mckay
[27] https://www.youtube.com/watch?v=ThRvOoOXMOM&feature=youtu.be

[27] https://www.youtube.com/watch?v=nUzsAaIFD_o&feature=youtu.be

[24] https://zpy.io/ca/043d6add

Top URLs in Tweet in G1:
[1] https://nightingaledvs.com/why-we-find-joy-and-value-in-creating-data-visualization/

Top URLs in Tweet in G2:
[7] https://twitter.com/ndrew_lawrence/status/1442640716753166339
[7] https://www.youtube.com/watch?v=TyNMY6Y1HZQ

[5] https://www.chatterbuzzmedia.com/blog/data-visualization-google-data-studio/?ref=quuu
[5] https://twitter.com/lachlan/status/1440762413544984579
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fuxdesign.cc%2F20-ideas-for-better-data-visualization-73f7e3c2782d
[4] https://www.udemy.com/course/mastering-python-data-handling-analysis-and-visualization/?couponCode=D8F4E7082326863D64E0
[3] https://www.infoworld.com/article/3339679/how-to-choose-the-right-data-visualization-tools.html#tk.rss_all
[3] https://www.analyticsvidhya.com/blog/2021/09/guide-for-data-visualization-with-bokeh-python-library/
[3] https://www.informationweek.com/big-data/software-platforms/canadian-olympians-owe-gold-to-data-visualization-/d/d-id/1341581?_mc=rss_x_iwr_edt_aud_iw_x_x-rss-simple
[3] https://www.udemy.com/course/data-visualization-in-excel-for-business-professionals/?couponCode=DVESEP2

Top URLs in Tweet in G3:
[35] https://zpy.io/ca/6c953772
[24] https://zpy.io/ca/043d6add
[23] https://mikemahoney218.github.io/2021-09-08_esip/esip.html
[22] https://radarinfo01.blogspot.com/2020/10/mastering-data-visualization-in-d3js.html
[13] https://griddb.net/en/blog/data-visualization-with-python-plotly-and-griddb/
[13] https://udemycoupons.me/dev/mastering-python-data-handling-analysis-and-visualization/
[13] https://www.computerworld.com/article/2921176/great-r-packages-for-data-import-wrangling-visualization.html
[13] https://raw.githubusercontent.com/rstudio/cheatsheets/master/data-visualization.pdf
[13] https://www.rstudio.com/resources/cheatsheets/
[10] https://inventhigh.com/udemy?mastering-python-data-handling-analysis-and-visualization/

Top URLs in Tweet in G4:
[3] https://nightingaledvs.com/the-kids-table-draw-along-dataviz/
[2] https://zpy.io/ca/6c953772
[1] https://colab.research.google.com/drive/1Qkf53B4NM9DJPy0kJhxwZfbogPwzGlfn?usp=sharing
[1] https://twitter.com/Jeande_d/status/1441349421858320387
[1] https://github.com/Nyandwi/machine_learning_complete
[1] https://realpython.com/learning-paths/data-visualization-python/

Top URLs in Tweet in G5:
[86] https://www.youtube.com/watch?v=ccPugZe_mJk&feature=youtu.be

[34] https://www.youtube.com/watch?v=-GbZrMH-NHs&feature=youtu.be

[27] https://www.youtube.com/watch?v=nUzsAaIFD_o&feature=youtu.be

[27] https://www.youtube.com/watch?v=ThRvOoOXMOM&feature=youtu.be

[23] https://www.youtube.com/watch?v=4oH9nuWhFCA&feature=youtu.be

[19] https://www.youtube.com/watch?v=GPorBn2ZOps&feature=youtu.be

[18] https://www.youtube.com/watch?v=Tjavlp6qim8&feature=youtu.be

[14] https://www.youtube.com/watch?v=Lmal82Vb1FY&feature=youtu.be

[14] https://www.youtube.com/watch?v=SH51A7A41Lw&feature=youtu.be

[14] https://www.youtube.com/watch?v=oYRP9jhQxsY&feature=youtu.be


Top URLs in Tweet in G6:
[1] https://www.autodesk.com/research/publications/same-stats-different-graphs
[1] http://www.visualcapitalist.com/
[1] https://www.visualcapitalist.com/countries-by-share-of-earths-surface/

Top URLs in Tweet in G7:
[2] https://zpy.io/ca/6c953772
[1] http://www.edwardtufte.com/tufte/
[1] http://91-divoc.com/pages/covid-visualization/?chart=countries-normalized&highlight=Brazil&show=highlight-only&y=both&scale=linear&data=deaths-daily-7&data-source=merged&xaxis=right-12wk-wks&extra=United%20States%2CArizona#countries-normalized
[1] http://91-divoc.com/pages/covid-visualization/?chart=states-normalized&highlight=Hawaii&show=highlight-only&y=both&scale=linear&data=deaths&data-source=jhu&xaxis=right-52wk&extra=Washington%2CIdaho%2CMontana%2COregon%2CWyoming%2CVermont%2CFlorida%2CTexas&extraData=&extraDataScale=#states-normalized
[1] https://91-divoc.com/pages/covid-visualization/
[1] https://kathyegill.substack.com/p/-22-september-2021-chartjunk-of-the

Top URLs in Tweet in G8:
[9] https://medium.com/noteableio/data-visualization-has-a-taxonomy-problem-f3f8954f577e
[4] https://www.eventbrite.it/e/data-visualization-with-rawgraphs-webinar-tickets-175531568647
[4] https://www.surveymonkey.com/r/dataviz2021
[3] http://trib.al/e6LL5yx
[2] https://twitter.com/DataVizSociety/status/1440802853082177542
[2] https://nightingaledvs.com/why-mental-models-matter-in-data-visualization/
[2] https://link.medium.com/ZFGVxCBHTjb
[2] https://www.loom.com/share/a99abbcce488493083fc8a37f626144b
[2] https://www.loom.com/share/dcf24f1c04fd4e548b8ba489aed1eb08?sharedAppSource=personal_library
[2] https://zpy.io/ca/6c953772

Top URLs in Tweet in G9:
[1] https://myskill.id/bootcamp

Top URLs in Tweet in G10:
[1] https://www.youtube.com/watch?v=RUmrKdm9dfw&feature=youtu.be

[1] https://www.youtube.com/watch?v=aXX1cL54Oqk&feature=youtu.be

[1] https://www.youtube.com/watch?v=zsfOVSUsdiw&feature=youtu.be

[1] https://www.youtube.com/watch?v=HOsqRu2bkh8&feature=youtu.be

[1] https://www.youtube.com/watch?v=0c7zXmUtT24&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[848] fplanalytics.com
[421] youtube.com
[147] twitter.com
[123] medium.com
[72] zpy.io
[57] towardsdatascience.com
[45] github.io
[45] linkedin.com
[44] datacamp.com
[29] google.com

Top Domains in Tweet in G1:
[1] nightingaledvs.com

Top Domains in Tweet in G2:
[67] twitter.com
[18] youtube.com
[17] medium.com
[12] analyticsvidhya.com
[10] linkedin.com
[9] udemy.com
[8] google.com
[7] tableau.com
[6] chatterbuzzmedia.com
[6] towardsdatascience.com

Top Domains in Tweet in G3:
[65] zpy.io
[56] medium.com
[44] datacamp.com
[38] github.io
[30] towardsdatascience.com
[27] udemycoupons.me
[22] blogspot.com
[20] amazon.com
[16] inventhigh.com
[14] youtube.com

Top Domains in Tweet in G4:
[3] nightingaledvs.com
[2] zpy.io
[1] google.com
[1] twitter.com
[1] github.com
[1] realpython.com

Top Domains in Tweet in G5:
[366] youtube.com

Top Domains in Tweet in G6:
[2] visualcapitalist.com
[1] autodesk.com

Top Domains in Tweet in G7:
[3] 91-divoc.com
[2] zpy.io
[1] edwardtufte.com
[1] substack.com

Top Domains in Tweet in G8:
[15] medium.com
[8] nightingaledvs.com
[6] twitter.com
[4] eventbrite.it
[4] surveymonkey.com
[4] loom.com
[3] domestika.org
[3] nytimes.com
[3] trib.al
[2] coolinfographics.com

Top Domains in Tweet in G9:
[1] myskill.id

Top Domains in Tweet in G10:
[5] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[444] datascience
[321] datavisualization
[285] machinelearning
[285] data
[245] python
[220] dataviz
[202] ai
[200] bigdata
[174] analytics
[156] visualization



Top Hashtags in Tweet in G2:
[44] data
[37] datavisualization
[20] datascience
[17] dataviz
[15] visualization
[14] dataanalytics
[12] technology
[10] analytics
[8] report
[8] javascript221

Top Hashtags in Tweet in G3:
[347] datascience
[260] machinelearning
[224] python
[177] bigdata
[173] ai
[140] analytics
[129] 100daysofcode
[115] data
[114] datavisualization
[107] iot

Top Hashtags in Tweet in G4:
[4] datascience
[4] machinelearning
[2] bigdata
[2] analytics
[2] ai
[2] iot
[2] iiot

Top Hashtags in Tweet in G5:
[5] goldenchild
[4] hasungwoon
[4] bts
[4] sf9
[4] dreamcatcher
[3] theboyz
[2] taemin
[2] straykids
[2] txt
[2] astro

Top Hashtags in Tweet in G7:
[3] datascience
[2] machinelearning
[1] dataviz
[1] vaccines

Top Hashtags in Tweet in G8:
[58] datavisualization
[52] dataviz
[15] rawgraphs
[11] datascience
[9] businessintelligence
[4] storytelling
[3] dh
[3] ux
[3] digitalhumanities
[3] r

Top Hashtags in Tweet in G10:
[5] datavisualization
[5] kpop
[4] spotify
[3] moststreamedsong
[3] totalstream
[2] jaypark
[2] rosé
[2] iu
[2] taeyeon
[2] do

Top Words
Top Words in Tweet in Entire Graph:
[7658] data
[5702] visualization
[1682] ท
[1246] 2021
[968] end
[942] gt
[695] python
[684] learning
[666] over
[604] best

Top Words in Tweet in G1:
[1674] ท
[559] data
[558] อาท
[558] ตย
[558] แล
[558] วม
[558] งานท
[558] ย
[558] งไม
[558] ได

Top Words in Tweet in G2:
[748] data
[574] visualization
[86] more
[65] tools
[47] analysis
[46] learn
[46] python
[44] #data
[41] analytics
[41] tool

Top Words in Tweet in G3:
[1548] data
[1071] visualization
[498] python
[347] #datascience
[260] #machinelearning
[224] #python
[177] #bigdata
[173] #ai
[156] day
[149] learn

Top Words in Tweet in G4:
[908] end
[529] data
[461] learning
[457] machine
[456] jeande_d
[454] complete
[454] package
[454] containing
[454] notebooks
[252] analysis

Top Words in Tweet in G5:
[521] data
[521] visualization
[498] 08
[496] 2021
[493] co
[470] best
[470] selling
[456] koreansales_twt
[413] albums
[392] under

Top Words in Tweet in G6:
[245] rainmaker1973
[244] over
[244] 510
[244] million
[244] square
[244] kilometers
[244] area
[244] surface
[244] earth
[244] less

Top Words in Tweet in G7:
[236] data
[232] visualization
[228] erictopol
[228] headline
[228] go
[228] down
[228] history
[228] leading
[228] explanation
[228] america's

Top Words in Tweet in G8:
[208] data
[167] visualization
[58] #datavisualization
[52] more
[52] #dataviz
[43] datavizsociety
[43] webinar
[38] fedfragapane
[37] elijah_meeks
[33] learn

Top Words in Tweet in G9:
[261] data
[131] tableau
[130] mini
[130] bootcamp
[130] visualization
[130] pengajar
[130] vino
[130] tri
[130] ex
[130] analyst

Top Words in Tweet in G10:
[116] aug
[114] data
[114] visualization
[114] top15
[114] 2021
[110] total
[110] sep
[110] 22
[109] visualization_k
[104] kpop

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4288] data,visualization
[573] machine,learning
[560] อ,data
[559] อาท,ตย
[559] ตย,ท
[559] ท,แล
[559] แล,วม
[559] วม,งานท
[559] งานท,ย
[559] ย,งไม

Top Word Pairs in Tweet in G1:
[558] อาท,ตย
[558] ตย,ท
[558] ท,แล
[558] แล,วม
[558] วม,งานท
[558] งานท,ย
[558] ย,งไม
[558] งไม,ได
[558] ได,โพสลงใน
[558] โพสลงใน,twitter

Top Word Pairs in Tweet in G2:
[441] data,visualization
[29] visualization,tool
[28] data,analysis
[26] visualization,tools
[24] learn,more
[24] visualization,data
[17] data,science
[16] data,analytics
[15] python,data
[13] #data,visualization

Top Word Pairs in Tweet in G3:
[800] data,visualization
[111] data,science
[110] python,data
[104] #analytics,#datascience
[103] visualization,python
[102] visualization,#bigdata
[100] python,packages
[100] packages,working
[100] working,improve
[100] improve,data

Top Word Pairs in Tweet in G4:
[457] machine,learning
[454] package,containing
[454] end,end
[454] end,notebooks
[252] data,analysis
[251] notebooks,data
[250] releasing,complete
[250] complete,machine
[250] learning,package
[250] containing,over

Top Word Pairs in Tweet in G5:
[521] data,visualization
[490] 08,2021
[470] visualization,best
[470] best,selling
[454] koreansales_twt,data
[413] selling,albums
[392] albums,under
[335] 2021,co
[131] under,jyp
[131] jyp,entertainment

Top Word Pairs in Tweet in G6:
[244] over,510
[244] 510,million
[244] million,square
[244] square,kilometers
[244] kilometers,area
[244] area,surface
[244] surface,earth
[244] earth,less
[244] less,30
[244] 30,covered

Top Word Pairs in Tweet in G7:
[229] data,visualization
[228] headline,data
[228] visualization,go
[228] go,down
[228] down,history
[228] history,leading
[228] leading,explanation
[228] explanation,america's
[228] america's,failure
[228] failure,lead

Top Word Pairs in Tweet in G8:
[150] data,visualization
[27] hour,webinar
[21] spent,over
[21] over,year
[21] year,building
[21] building,#datavisualization
[21] #datavisualization,product
[21] product,noteable_io
[21] noteable_io,made
[21] made,more

Top Word Pairs in Tweet in G9:
[130] mini,bootcamp
[130] bootcamp,tableau
[130] tableau,data
[130] data,visualization
[130] visualization,pengajar
[130] pengajar,vino
[130] vino,tri
[130] tri,ex
[130] ex,data
[130] data,analyst

Top Word Pairs in Tweet in G10:
[114] data,visualization
[112] 2021,aug
[109] visualization_k,data
[108] aug,22
[108] 22,sep
[104] top15,2021
[100] visualization,digital
[100] digital,total
[100] total,sales
[100] sales,kpop

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@poontany
@jeande_d
@koreansales_twt
@rainmaker1973
@erictopol
@erahmat_id
@visualization_k
@scotthech
@rbcrwanda
@nsanzimanasabin

Top Mentioned in G1:
@poontany

Top Mentioned in G2:
@sams__1
@knowesisinc
@fahad_almsned
@asimovers
@5minutebi
@nbcuacademy
@closereachltd

Top Mentioned in G3:
@gp_pulipaka
@machinelearnflx
@akbarth3great
@realpython
@icymi_r
@dd_fafa_
@yeagerist_07
@mikemahoney218
@newonline23
@thinklbc

Top Mentioned in G4:
@jeande_d
@realpython
@gp_pulipaka
@mikeloukides
@machinelearnflx
@quantargo
@dd_jessica_

Top Mentioned in G5:
@koreansales_twt
@leedaeyeolph_
@goldenchild
@hi_goldenness

Top Mentioned in G6:
@rainmaker1973

Top Mentioned in G7:
@erictopol
@machinelearnflx
@rainmaker1973
@edwardtufte
@bhrenton
@nytimes
@mroliverbarnes
@jburnmurdoch
@bethanstaton

Top Mentioned in G8:
@datavizsociety
@fedfragapane
@elijah_meeks
@noteable_io
@rawgraphs
@piaaaac
@bobcarvertc
@nytimes
@ieshatchuell
@pop_rebeca

Top Mentioned in G9:
@erahmat_id

Top Mentioned in G10:
@visualization_k

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@cybersec_feeds
@chidambara09
@edinburghwatch
@justminigirl
@dhitka
@xaelbot
@codedailybot
@_redfrog
@aaroncuddeback

Top Tweeters in G1:
@1995_0519
@sailorpeachpls
@__vsourire
@umumunum
@praibie
@imymemine93
@unitagot13
@olizenvip
@bf140809
@ployriri

Top Tweeters in G2:
@softmedian
@frontendla
@myloc_tracker
@kiszie
@techjunkiejh
@jeffsonstein
@feedpushr
@newsfrombw
@disabledsenior
@twok3design

Top Tweeters in G3:
@chidambara09
@xaelbot
@codedailybot
@aaroncuddeback
@rosenchild
@thedeveloperbot
@ipythonistabot
@100xcode
@discovertech3
@coder_487

Top Tweeters in G4:
@ayirpelle
@dirac7
@toluwani08
@tijanihabeeb
@bhaccretiondisk
@normofe
@oxygenchahya
@ing_martin_v
@edrc30
@carlitoselias

Top Tweeters in G5:
@justminigirl
@bminnminn
@noonafterthat
@niptnq17
@_mypennylee108
@daykidss
@trnkimlbm
@pniverse_
@myhaebb
@bow_bo16

Top Tweeters in G6:
@johnjoechad
@norm_berry
@lavoe_jonnath
@bigcatnergy
@wstrohmacher
@nanawxaifu
@jmhardinboston
@cburgazzi
@srzjwalters
@phildurling100

Top Tweeters in G7:
@_redfrog
@ansisegle
@njdoc
@darylgibson
@socratic1
@eilonwy24
@midusamom
@eu504
@btptechsearch
@aitch_el

Top Tweeters in G8:
@jornalistavitor
@nytimes
@nycsouthpaw
@lupemohawk
@clancynewyork
@texhewson
@bbbcccnnn
@basque_design
@mguastafierro
@simacoder

Top Tweeters in G9:
@imyourkijoy_
@sjgyuhyun
@fillereussiee
@tauninilulus
@strobeliyc
@19jjkpsh
@littlesun_hc
@kharismaadisti
@tantenyapcy
@olafsuh

Top Tweeters in G10:
@74aaaaaaad_s47
@evebaek
@dohkyungjasoo
@131dotdaes
@fufu_sunny
@petchnh
@petitegib
@taniassszzz
@shixxpxr
@gdri_88


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