data visualization, Twitter, 2/24/2022 8:53:56 AM, 272231


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data visualization_2022-02-23_23-24-56.xlsx
data visualization_2022-02-23_23-24-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 24, 2022
Short Description:
data visualization via NodeXL https://bit.ly/3IbcSgF
@highimpact01
@pacmannai
@techiweala
@datasciencedojo
@koreansales_twt
@nanouusymeon
@edisi_2007
@poposindoe
@gp_pulipaka
@pan_djii

Top hashtags:
#python
#datascience
#datavisualization
#cheatsheet
#data
#monsta_x

Description:
Description
The graph represents a network of 6,562 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, 24 February 2022 at 07:36 UTC.

The requested start date was Thursday, 24 February 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 6-day, 9-hour, 33-minute period from Thursday, 17 February 2022 at 15:27 UTC to Thursday, 24 February 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 : 6562
Unique Edges : 1629
Edges With Duplicates : 12487
Total Edges : 14116
Number of Edge Types : 5
Retweet : 5856
MentionsInRetweet : 6140
Replies to : 229
Mentions : 569
Tweet : 1322
Self-Loops : 1354
Reciprocated Vertex Pair Ratio : 0.0100739807964741
Reciprocated Edge Ratio : 0.0199470157394421
Connected Components : 867
Single-Vertex Connected Components : 415
Maximum Vertices in a Connected Component : 2969
Maximum Edges in a Connected Component : 7578
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.137689
Graph Density : 0.000149047870496842
Modularity : 0.4486
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,562 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, 24 February 2022 at 07:36 UTC.

The requested start date was Thursday, 24 February 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 6-day, 9-hour, 33-minute period from Thursday, 17 February 2022 at 15:27 UTC to Thursday, 24 February 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:
[306] https://www.fplanalytics.com/priceTable.html
[306] https://www.fplanalytics.com/NettTransfers.html
[201] https://www.youtube.com/watch?v=v31Pp7RmgSY&feature=youtu.be

[194] https://github.com/shervinea/mit-15-003-data-science-tools/blob/master/en/study-guide-data-visualization-with-python.pdf?utm_content=198558474&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240
[114] https://www.youtube.com/watch?v=aaJERAogRqQ&feature=youtu.be

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

[83] https://www.youtube.com/watch?v=_UFmVtKo6Jo&feature=youtu.be

[59] https://www.youtube.com/watch?v=PYBxvkXf9Cs&feature=youtu.be

[57] https://www.youtube.com/watch?v=26jN5Q8V50s&feature=youtu.be

[36] https://www.youtube.com/watch?v=1R9PxbWgDhY&feature=youtu.be


Top URLs in Tweet in G1:
[201] https://www.youtube.com/watch?v=v31Pp7RmgSY&feature=youtu.be

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

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

[83] https://www.youtube.com/watch?v=_UFmVtKo6Jo&feature=youtu.be

[59] https://www.youtube.com/watch?v=PYBxvkXf9Cs&feature=youtu.be

[57] https://www.youtube.com/watch?v=26jN5Q8V50s&feature=youtu.be

[36] https://www.youtube.com/watch?v=1R9PxbWgDhY&feature=youtu.be

[35] https://www.youtube.com/watch?v=Y2QrAPNKcLo&feature=youtu.be

[33] https://www.youtube.com/watch?v=9p6kcAppweE&feature=youtu.be

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


Top URLs in Tweet in G3:
[10] https://journals.sagepub.com/doi/10.1177/1541931214581316
[1] http://www.visualisingdata.com/
[1] http://www.tableau.com/resource/data-visualization
[1] https://bacautas.com/1494650404830789632

Top URLs in Tweet in G4:
[9] https://www.forbes.com/sites/forbescommunicationscouncil/2022/02/15/understanding-the-role-of-memory-in-effective-data-visualization/
[7] https://www.datasciencecentral.com/5-easy-steps-to-choosing-a-great-data-visualization-platform-for-your-business/
[4] https://martechseries.com/analytics/data-visualization/ahrefs-releases-major-keyword-data-updates/?ref=quuu
[4] https://www.viewscoupon.com/2022/02/data-visualization-in-python.html
[3] https://twinybots.ch/
[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://techcrunch.com/2022/02/17/actual-which-renders-company-esg-data-in-a-simcity-like-platform-raises-5m-seed/
[2] https://zpy.io/ca/c6acfd73
[2] https://www.boldbi.com/integrations/amazon-rds

Top URLs in Tweet in G5:
[27] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fmedium.datadriveninvestor.com%2Fday-13-60-days-of-data-science-and-machine-learning-52df0d8d88f%3Fsk%3Ddfdac07d183351f30bac47a227403588
[20] https://github.com/shervinea/mit-15-003-data-science-tools/blob/master/en/study-guide-data-visualization-with-python.pdf?utm_content=198558474&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240
[18] https://medium.com/coders-mojo/day-58-60-days-of-data-science-and-machine-learning-series-2df3f4e03a55
[18] https://www.viewscoupon.com/2022/02/data-visualization-in-python.html
[16] https://naina0405.substack.com/
[13] https://www.freecodecamp.org/certification/fcca9217894-a7d0-412b-9412-8a1bc2384823/data-visualization
[13] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fmedium.datadriveninvestor.com%2Fday-10-60-days-of-data-science-and-machine-learning-d5d789fbda79
[13] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fmedium.datadriveninvestor.com%2Fday-12-60-days-of-data-science-and-machine-learning-1264f9c31b77%3Fsk%3Ddc64f60c173d33c40e8691fcfe4232bd
[13] https://www.kdnuggets.com/2019/04/data-visualization-python-matplotlib-seaborn.html
[12] https://myfreecoursesite.blogspot.com/2019/11/react-data-visualization-build.html

Top URLs in Tweet in G6:
[1] https://docs.atoti.io/latest/index.html
[1] https://www.udacity.com/course/data-visualization-in-tableau--ud1006
[1] https://github.com/kelvinkoon/babiri_v2/issues

Top URLs in Tweet in G7:
[2] https://github.com/shervinea/mit-15-003-data-science-tools/blob/master/en/study-guide-data-visualization-with-python.pdf?utm_content=198558474&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240

Top URLs in Tweet in G8:
[161] https://github.com/shervinea/mit-15-003-data-science-tools/blob/master/en/study-guide-data-visualization-with-python.pdf?utm_content=198558474&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240
[1] https://www.trickyenough.com/big-trends-in-artificial-intelligence-visualization-and-blockchain/
[1] https://gijn.org/2017/11/24/seven-trends-in-data-visualization/
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fmedium.datadriveninvestor.com%2Fday-13-60-days-of-data-science-and-machine-learning-52df0d8d88f%3Fsk%3Ddfdac07d183351f30bac47a227403588

Top URLs in Tweet in G9:
[9] https://github.com/shervinea/mit-15-003-data-science-tools/blob/master/en/study-guide-data-visualization-with-python.pdf?utm_content=198558474&utm_medium=social&utm_source=twitter&hss_channel=tw-1318985240
[3] https://www.linkedin.com/learning/data-visualization-for-data-analysis-and-analytics?trk=share_android_course_learning&shareId=60WsQO9tTuaGdGz6sSqxdA%3D%3D
[1] https://schedule.sxsw.com/2022/events/PP112482

Top Domains
Top Domains in Tweet in Entire Graph:
[1034] youtube.com
[612] fplanalytics.com
[368] google.com
[203] github.com
[180] medium.com
[75] twitter.com
[38] kaggle.com
[28] linkedin.com
[25] freecodecamp.org
[24] viewscoupon.com

Top Domains in Tweet in G1:
[1010] youtube.com
[352] google.com

Top Domains in Tweet in G3:
[10] sagepub.com
[1] visualisingdata.com
[1] tableau.com
[1] bacautas.com

Top Domains in Tweet in G4:
[24] twitter.com
[13] medium.com
[12] linkedin.com
[11] forbes.com
[7] datasciencecentral.com
[7] tableau.com
[7] careerarc.com
[6] google.com
[5] martechseries.com
[5] eventbrite.com

Top Domains in Tweet in G5:
[135] medium.com
[22] github.com
[18] kdnuggets.com
[18] viewscoupon.com
[16] substack.com
[16] blogspot.com
[16] datacamp.com
[16] inventhigh.com
[14] freecodecamp.org
[11] twitter.com

Top Domains in Tweet in G6:
[1] atoti.io
[1] udacity.com
[1] github.com

Top Domains in Tweet in G7:
[2] github.com

Top Domains in Tweet in G8:
[161] github.com
[1] trickyenough.com
[1] gijn.org
[1] medium.com

Top Domains in Tweet in G9:
[9] github.com
[3] linkedin.com
[1] sxsw.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[563] python
[440] datascience
[316] datavisualization
[197] cheatsheet
[188] data
[167] monsta_x
[166] analytics
[155] transfersoutlasthour
[153] transfersinlasthour
[148] machinelearning



Top Hashtags in Tweet in G1:
[167] monsta_x
[114] treasure
[69] straykids
[59] iu
[57] onf
[30] astro
[25] kimjaehwan
[22] jo1
[21] twice
[19] blackpink

Top Hashtags in Tweet in G2:
[1] dataanalytics
[1] blacktechtwitter

Top Hashtags in Tweet in G4:
[30] datavisualization
[21] data
[20] visualization
[14] datascience
[12] dataanalytics
[11] analytics
[7] machinelearning
[7] boozallen
[6] analyst
[6] learning

Top Hashtags in Tweet in G5:
[369] datascience
[360] python
[143] 100daysofcode
[134] analytics
[133] machinelearning
[132] rstats
[112] bigdata
[96] ml
[92] iot
[91] iiot

Top Hashtags in Tweet in G6:
[3] 66daysofdata
[3] day1
[1] datascience
[1] ai
[1] ml

Top Hashtags in Tweet in G7:
[3] python
[2] datavisualization
[2] cheatsheet
[2] datascience
[1] bigdata
[1] analytics
[1] iot
[1] iiot
[1] pytorch
[1] rstats

Top Hashtags in Tweet in G8:
[167] python
[161] datavisualization
[161] cheatsheet
[7] datascience
[5] bigdata
[5] analytics
[5] iot
[5] iiot
[5] pytorch
[5] rstats

Top Hashtags in Tweet in G9:
[33] 66daysofdata
[10] datavisualization
[9] python
[9] cheatsheet
[3] blacktechtwitter
[2] datascience
[1] accessibility
[1] dataaccessibility
[1] sxsw2022
[1] powerbi

Top Words
Top Words in Tweet in Entire Graph:
[7936] data
[5284] visualization
[1995] 2022
[1310] koreansales_twt
[1307] 01
[1235] analysis
[1153] bi
[1145] power
[1096] need
[1094] microsoft

Top Words in Tweet in G1:
[1363] data
[1363] visualization
[1360] 2022
[1309] koreansales_twt
[1292] 01
[719] total
[719] album
[719] sales
[643] best
[643] selling

Top Words in Tweet in G2:
[952] bi
[945] data
[944] power
[937] highimpact01
[933] need
[932] excel
[932] microsoft
[929] spreadsheets
[925] analysis
[925] career

Top Words in Tweet in G3:
[1025] data
[515] visualization
[513] pacmannai
[510] baca
[508] yang
[508] buat
[507] dan
[505] belajar
[504] kamu
[504] masih

Top Words in Tweet in G4:
[617] data
[455] visualization
[52] more
[51] analysis
[43] business
[36] using
[35] help
[34] analytics
[31] tools
[30] #datavisualization

Top Words in Tweet in G5:
[1018] data
[570] visualization
[369] #datascience
[360] #python
[235] nainachaturved8
[228] science
[165] start
[148] day
[143] #100daysofcode
[139] ml

Top Words in Tweet in G6:
[349] data
[290] visualization
[284] learning
[283] python
[280] github
[280] repositories
[280] visit
[280] thread
[279] techiweala
[33] need

Top Words in Tweet in G7:
[182] tech
[182] skills
[182] demand
[182] 2022
[182] cybersecurity
[182] video
[182] editing
[182] software
[182] app
[182] development

Top Words in Tweet in G8:
[195] data
[181] visualization
[172] python
[167] #python
[162] datasciencedojo
[161] cheat
[161] sheet
[161] #datavisualization
[161] #cheatsheet
[160] ht

Top Words in Tweet in G9:
[251] data
[159] visualization
[102] tableau
[80] microsoft
[80] power
[80] bi
[71] aakriiti_sharma
[69] tools
[69] learn
[69] analyst

Top Words in Tweet in G10:
[268] في
[179] tableau
[91] البيانات
[90] هو
[90] تحليل
[90] جدا
[89] data
[89] visualization
[89] tool
[89] بيستخدم

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4329] data,visualization
[1310] koreansales_twt,data
[1137] power,bi
[1134] 01,2022
[1127] data,analysis
[1083] microsoft,power
[1004] excel,spreadsheets
[1004] spreadsheets,microsoft
[993] need,focus
[992] career,need

Top Word Pairs in Tweet in G1:
[1363] data,visualization
[1309] koreansales_twt,data
[1133] 01,2022
[719] total,album
[719] album,sales
[643] visualization,best
[643] best,selling
[584] albums,under
[561] selling,albums
[327] 2015,01

Top Word Pairs in Tweet in G2:
[944] power,bi
[931] microsoft,power
[929] excel,spreadsheets
[929] spreadsheets,microsoft
[925] data,analysis
[925] career,need
[925] need,focus
[925] focus,excel
[923] analysis,career
[923] highimpact01,data

Top Word Pairs in Tweet in G3:
[515] data,visualization
[504] buat,kamu
[504] kamu,yang
[504] yang,masih
[504] masih,belajar
[504] belajar,visualisasi
[504] visualisasi,data
[504] data,dan
[504] dan,bingung
[504] bingung,harus

Top Word Pairs in Tweet in G4:
[356] data,visualization
[28] data,analysis
[19] visualization,data
[15] power,bi
[13] data,analytics
[12] machine,learning
[11] visualization,tools
[10] microsoft,power
[10] visualization,analyst
[9] great,data

Top Word Pairs in Tweet in G5:
[511] data,visualization
[228] data,science
[141] #python,#datascience
[128] science,ml
[124] #analytics,#datascience
[111] #datascience,#machinelearning
[95] #python,#rstats
[91] #iot,#iiot
[90] handbook,data
[90] visualization,#bigdata

Top Word Pairs in Tweet in G6:
[290] data,visualization
[281] learning,data
[280] github,repositories
[280] repositories,visit
[280] visit,learning
[280] visualization,python
[280] python,thread
[279] techiweala,github
[23] power,bi
[20] highimpact01,data

Top Word Pairs in Tweet in G7:
[182] tech,skills
[182] skills,demand
[182] demand,2022
[182] 2022,cybersecurity
[182] cybersecurity,video
[182] video,editing
[182] editing,software
[182] software,app
[182] app,development
[182] development,cloud

Top Word Pairs in Tweet in G8:
[181] data,visualization
[172] visualization,python
[161] cheat,sheet
[161] sheet,data
[161] python,#python
[161] #python,#datavisualization
[161] #datavisualization,#cheatsheet
[160] datasciencedojo,cheat
[160] #cheatsheet,ht
[11] techiweala,github

Top Word Pairs in Tweet in G9:
[155] data,visualization
[80] microsoft,power
[80] power,bi
[69] visualization,tools
[69] tools,learn
[69] learn,data
[69] data,analyst
[69] analyst,tableau
[69] tableau,microsoft
[69] bi,qlik

Top Word Pairs in Tweet in G10:
[90] في,تحليل
[90] تحليل,البيانات
[89] tableau,هو
[89] هو,data
[89] data,visualization
[89] visualization,tool
[89] tool,بيستخدم
[89] بيستخدم,في
[89] البيانات,بشكل
[89] بشكل,بسيط

Top Replied-To
Top Replied-To in Entire Graph:
@filwd
@craigtaylorviz
@highimpact01
@theoyinbooke
@diegoojeda66
@carol_stephen
@charles_gaba
@olamidetowobola
@riotphreak
@schutzaustin

Top Replied-To in G2:
@highimpact01

Top Replied-To in G5:
@theoyinbooke
@tomovasky
@jabir40045627
@flerlagekr

Top Replied-To in G6:
@atoti
@theoladeledada

Top Replied-To in G7:
@altctrltwt

Top Replied-To in G8:
@washingtonpost
@datasciencedojo
@kotobnaji

Top Replied-To in G9:
@lawalstephen_
@aliens200

Top Mentioned
Top Mentioned in Entire Graph:
@koreansales_twt
@highimpact01
@pacmannai
@techiweala
@nainachaturved8
@datasciencedojo
@nanouusymeon
@alygreu
@gp_pulipaka
@aakriiti_sharma

Top Mentioned in G1:
@koreansales_twt

Top Mentioned in G2:
@highimpact01
@bigdogenergy2
@sagarlohatkar
@adewalescrib

Top Mentioned in G3:
@pacmannai
@highimpact01
@falndaru

Top Mentioned in G4:
@teamincus
@wifeyuniversity
@chasmaplace
@devnetjobs
@chicagoessays
@zeroplagiarism
@hwexpert
@vegxcodes

Top Mentioned in G5:
@nainachaturved8
@gp_pulipaka
@datascientistsn
@freecodecamp
@sumermullen
@datasciencedojo
@josh_ebner
@digitaledwyn
@codingpseudo
@kdnuggets

Top Mentioned in G6:
@techiweala
@highimpact01
@samsontontoye
@nainachaturved8
@bambam_jas
@philipvollet
@atoti
@ahmedoyelowo
@nanouusymeon
@pacmannai

Top Mentioned in G7:
@nanouusymeon
@highimpact01
@techiweala
@datasciencedojo
@summerokibe
@aaronakpuphilip
@damilolaods
@particular6
@howtodoanystuff
@digitaledwyn

Top Mentioned in G8:
@datasciencedojo
@techiweala
@gp_pulipaka
@nainachaturved8
@highimpact01
@nytimes
@mikeflache
@fedfragapane
@piaaaac
@nanouusymeon

Top Mentioned in G9:
@aakriiti_sharma
@tosign4u
@adeseseelvis
@google
@techiweala
@highimpact01
@datasciencedojo
@nanouusymeon
@datascientistsn
@tech4devhq

Top Mentioned in G10:
@alygreu

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@thedeveloperbot
@_redfrog
@ipythonistabot
@cybersecurityn8
@dontworrybehaha
@jayromee_

Top Tweeters in G1:
@dontworrybehaha
@blueflower1096
@priisxn
@justbbangkyu
@_mypennylee108
@girllonelysoulx
@titity99
@ploynapa007
@mawizawiza1
@gamoeyg

Top Tweeters in G2:
@jayromee_
@tossin_o
@ladytoluu
@owhreoluwa
@deshysmalls
@cchukudebelu
@off_cock
@essossa_
@olumide0lajide
@bhordemarz

Top Tweeters in G3:
@nana_samk
@kari_ninja
@itsv4winxx_
@sofiana12_
@catreonot
@masterando
@badonci
@expeliarmuse
@audhinafh
@ahnkkami_nyang

Top Tweeters in G4:
@cryptocryptone3
@m157q_news_rss
@nsuna_
@suriyasubraman
@storew1re
@careerage
@shopy_cart
@rehownet2
@theiot
@datascience__

Top Tweeters in G5:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@thedeveloperbot
@ipythonistabot
@morolswediu
@aaroncuddeback
@jfsebastian146
@100xcode

Top Tweeters in G6:
@thedewjosh
@katziotho
@pythonroboto
@thebrotheruno
@mrchidiobi
@mcdavz
@eyilanke
@adigunmide
@amiiee_ig
@reflectivemoni

Top Tweeters in G7:
@cyberdfir
@oxygenchahya
@alara_complete
@dabiddokun
@abaaah
@beeola_
@shibprophet
@juadeb1
@onedracokeem
@myhihello

Top Tweeters in G8:
@nytimes
@washingtonpost
@dirac7
@ameikpe
@drnov123
@logmath1515
@cappyanderson
@alternative200
@zxlinux
@pmprouk

Top Tweeters in G9:
@donny_duke
@dafumes
@google
@em_nice
@lovealwayste
@captain_gt4
@kasungwa_
@supeprime
@otalialove
@pius_muiru_

Top Tweeters in G10:
@azoooz20300
@syrvolcano
@jojobrry1
@abu_abdullah74
@kahloutmm
@um_ranom
@fmsuae1
@migdadn
@nj2vv8
@salem_mun


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