data visualization, Twitter, 5/15/2020 12:23:50 AM, 226732


FAQ | Problem?

data visualization_2020-05-13_23-26-06.xlsx
data visualization_2020-05-13_23-26-06.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 15, 2020
Short Description:
data visualization via NodeXL https://bit.ly/3606NRX
@andrewheiss
@_twitwork
@patri_vaquero_
@namicha_1
@samurairodeo
@rstatstweet
@dayus4heaven
@nytimes
@causalinf
@josepegypt

Top hashtags:
#bigdata
#datascience
#machinelearning
#iot
#ai
#analytics
#python
#rstats

Description:
Description
The graph represents a network of 4,755 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, 14 May 2020 at 06:27 UTC.

The requested start date was Thursday, 14 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 5-day, 1-hour, 11-minute period from Friday, 08 May 2020 at 22:48 UTC to Thursday, 14 May 2020 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 : 4755
Unique Edges : 2325
Edges With Duplicates : 7419
Total Edges : 9744
Number of Edge Types : 5
Tweet : 1138
Retweet : 3422
MentionsInRetweet : 4202
Replies to : 240
Mentions : 742
Self-Loops : 1166
Reciprocated Vertex Pair Ratio : 0.0118974358974359
Reciprocated Edge Ratio : 0.0235151023717819
Connected Components : 898
Single-Vertex Connected Components : 412
Maximum Vertices in a Connected Component : 2201
Maximum Edges in a Connected Component : 5781
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.369064
Graph Density : 0.000218223449664614
Modularity : 0.518022
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 4,755 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, 14 May 2020 at 06:27 UTC.

The requested start date was Thursday, 14 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 5-day, 1-hour, 11-minute period from Friday, 08 May 2020 at 22:48 UTC to Thursday, 14 May 2020 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:
[241] https://www.fplanalytics.com/priceTable.html
[241] https://www.fplanalytics.com/NettTransfers.html
[19] https://www.esri.com/arcgis-blog/products/insights/analytics/epidemiology-and-arcgis-insights-part-1/
[14] https://udemy-free-coupons.blogspot.com/2020/05/graphs-in-r-data-visualization-with-r.html
[14] https://www.instagram.com/p/B_2ClOaj-kL/?igshid=11ewjmqe8ec5
[13] https://newonlinecourse.blogspot.com/2019/06/learn-and-understand-d3js-for-data.html
[13] https://www.classcentral.com/course/edx-data-science-visualization-10347?utm_source=fcc_medium&utm_medium=web&utm_campaign=ivy_league_courses_2020
[13] https://link.medium.com/AOmY6yFam6
[11] https://www.kdnuggets.com/2020/05/top-10-data-visualization-tools-every-data-scientist.html
[11] https://www.endcoronavirus.org/countries

Top URLs in Tweet in G1:
[1] https://datavizm20.classes.andrewheiss.com/

Top URLs in Tweet in G2:
[241] https://www.fplanalytics.com/priceTable.html
[241] https://www.fplanalytics.com/NettTransfers.html
[5] https://mrdashboard.com/index.php/why-using-data-visualization-for-tracking-kpis/
[5] https://alogus.com/publishing/gnuplot
[4] http://spatial.tangledbamboo.com/COVID-19-chloropleth.html
[4] https://codepen.io/cowboykjo/project/full/ZvKBmb
[4] https://www.thealternativeboard.com/blog/how-business-visualization-tools-help-you-persuade-and-communicate
[3] https://www.theverge.com/2020/5/4/21246203/data-visualization-billionaires-wealth-inequality-jeff-bezos-net-worth
[3] https://www.youtube.com/watch?v=9hqzKqQtI7A

[3] https://twinybots.ch/

Top URLs in Tweet in G3:
[14] https://udemy-free-coupons.blogspot.com/2020/05/graphs-in-r-data-visualization-with-r.html
[14] https://www.instagram.com/p/B_2ClOaj-kL/?igshid=11ewjmqe8ec5
[13] https://newonlinecourse.blogspot.com/2019/06/learn-and-understand-d3js-for-data.html
[9] https://radarinfo01.blogspot.com/2019/12/react-data-visualization-build.html
[9] https://coupononlinecourses.blogspot.com/2019/06/react-data-visualization-build.html
[8] https://www.r-bloggers.com/?p=191199
[8] https://zpy.io/ca/3df11cd1
[7] https://newonlinecourse.blogspot.com/2020/05/d3js-in-action-build-15-d3js-data.html
[7] http://www.abhirajdg.in/work/data-analytics/5-rstudio-shortcuts/
[5] http://jakeyesbeck.com/covid19/

Top URLs in Tweet in G4:
[1] https://www.sciencedirect.com/science/article/pii/S2589597420301027

Top URLs in Tweet in G5:
[1] https://twitter.com/nick_kapur/status/1260645957651185665

Top URLs in Tweet in G6:
[13] https://www.classcentral.com/course/edx-data-science-visualization-10347?utm_source=fcc_medium&utm_medium=web&utm_campaign=ivy_league_courses_2020
[7] http://tweetedtimes.com/topic/BrianBBrian/data-visualization?s=tnp
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fmachine-learning-with-python-classification-complete-tutorial-d2c99dc524ec
[3] https://www.datacamp.com/courses/data-visualization-with-lattice-in-r?tap_a=5644-dce66f&tap_s=411670-1f1ebc
[2] https://twitter.com/timintel/status/1258897748062990336
[2] https://www.sciencenews.org/article/florence-nightingale-birthday-power-visualizing-science
[1] https://zpy.io/ca/5b4cb479
[1] https://twitter.com/flekschas/status/1260218059861753857
[1] https://www.wissen.com/visualization-business-intelligence/
[1] https://www.technologynetworks.com/tn/articles/hpc-powered-solutions-offer-a-widescreen-approach-to-scientific-visualization-331264?linkId=100000012044547

Top URLs in Tweet in G7:
[3] https://static01.nyt.com/images/2020/05/09/nytfrontpage/scan.pdf
[1] https://www.nytimes.com/interactive/2020/05/13/opinion/inequality-cities-life-expectancy.html?action=click&module=Top%20Stories&pgtype=Homepage
[1] https://twitter.com/causalinf/status/1259299095161823236
[1] https://www.nytimes.com/interactive/2020/05/06/opinion/coronavirus-us-reopen.html
[1] https://twitter.com/mattyglesias/status/1258937059017994247

Top URLs in Tweet in G8:
[13] https://link.medium.com/AOmY6yFam6
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fnew-to-data-visualization-start-with-new-york-city-107785f836ab
[4] https://towardsdatascience.com/covid-19-data-visualization-tracking-movement-and-demographic-trends-de8e30aeb140
[3] https://ecmapping.com/2020/03/11/data-visualization-what-you-need-to-know
[3] https://link.medium.com/MHhjLKuNq6
[3] https://github.com/vesoft-inc/nebula-web-docker
[2] https://discuss.nebula-graph.io/
[2] https://github.com/cre8ivepark/COVID19DataVisualizationHoloLens2
[2] https://www.boozallen.com/c/insight/blog/epimaps-data-visualization-for-healthcare.html
[2] https://zpy.io/c4db06e1

Top URLs in Tweet in G9:
[1] https://www.bbc.com/news/av/world-us-canada-52622037/coronavirus-the-lost-six-weeks-when-us-failed-to-contain-outbreak

Top URLs in Tweet in G10:
[6] https://community.anitab.org/event/covid-19-epidemic-data-visualization-workshop/
[2] https://bibrainz.com/podcast/a-brand-new-data-visualization-language-w-dr-jurgen-faisst/
[1] https://www.linkedin.com/slink?code=d84J_Yp
[1] https://www.army.mil/article/235291/army_project_aligns_data_visualization_with_mental_models_of_cyber_defenders
[1] https://twitter.com/ArmyResearchLab/status/1257736204977651713

Top Domains
Top Domains in Tweet in Entire Graph:
[482] fplanalytics.com
[148] twitter.com
[86] medium.com
[55] blogspot.com
[40] datacamp.com
[37] youtube.com
[27] github.com
[27] esri.com
[26] github.io
[23] zpy.io

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

Top Domains in Tweet in G2:
[482] fplanalytics.com
[53] twitter.com
[19] medium.com
[12] youtube.com
[9] linkedin.com
[6] learnitixs.com
[6] fastcompany.com
[6] upflow.co
[5] theverge.com
[5] github.com

Top Domains in Tweet in G3:
[55] blogspot.com
[16] zpy.io
[14] instagram.com
[13] r-bloggers.com
[12] codepen.io
[10] github.com
[10] twitter.com
[10] medium.com
[8] linkedin.com
[7] abhirajdg.in

Top Domains in Tweet in G4:
[1] sciencedirect.com

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[13] classcentral.com
[11] datacamp.com
[7] tweetedtimes.com
[4] medium.com
[4] amazon.com
[3] twitter.com
[2] sciencenews.org
[2] reddit.com
[1] zpy.io
[1] wissen.com

Top Domains in Tweet in G7:
[3] nyt.com
[2] nytimes.com
[2] twitter.com

Top Domains in Tweet in G8:
[30] medium.com
[6] github.com
[6] zpy.io
[5] towardsdatascience.com
[3] github.io
[3] ecmapping.com
[3] twitter.com
[2] nebula-graph.io
[2] boozallen.com
[2] duncangeere.com

Top Domains in Tweet in G9:
[1] bbc.com

Top Domains in Tweet in G10:
[6] anitab.org
[2] bibrainz.com
[1] linkedin.com
[1] army.mil
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[356] bigdata
[342] datascience
[292] machinelearning
[267] iot
[252] ai
[234] analytics
[203] python
[163] rstats
[148] datavisualization
[129] 100daysofcode



Top Hashtags in Tweet in G1:
[1] rstats
[1] dataviz

Top Hashtags in Tweet in G2:
[23] datavisualization
[23] data
[20] dataviz
[19] visualization
[11] datascience
[8] covid19
[7] ai
[7] business
[7] machinelearning
[7] dataanalytics

Top Hashtags in Tweet in G3:
[313] bigdata
[264] datascience
[255] machinelearning
[252] iot
[221] ai
[203] analytics
[167] python
[132] rstats
[126] 100daysofcode
[101] iiot

Top Hashtags in Tweet in G4:
[1] maskotlib

Top Hashtags in Tweet in G6:
[23] datascience
[18] python
[14] visualization
[12] pytorch
[9] pandas
[9] numpy
[9] scikit
[9] matplotlib
[9] nltk
[9] textblob

Top Hashtags in Tweet in G7:
[1] inequality

Top Hashtags in Tweet in G8:
[39] dataviz
[18] covid19
[17] datascience
[17] bigdata
[12] dataanalytics
[12] ai
[9] healthcare
[9] analytics
[8] machinelearning
[7] data

Top Hashtags in Tweet in G10:
[6] chicago
[6] covid19
[5] aofpodcast
[5] datavisualization
[5] dataviz
[2] data
[2] podcast
[2] datavisualisation
[1] powerbi
[1] tableau

Top Words
Top Words in Tweet in Entire Graph:
[4514] Words in Sentiment List#1: Positive
[776] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[106192] Non-categorized Words
[111482] Total Words
[4877] data
[3431] visualization
[758] online
[701] class
[688] gt

Top Words in Tweet in G1:
[645] data
[641] class
[641] starts
[641] monday
[641] finally
[641] enough
[641] content
[641] students
[641] behold
[641] fancy

Top Words in Tweet in G2:
[735] data
[642] visualization
[489] gt
[257] 2020
[254] top
[254] 00
[245] last
[242] hour
[242] full
[242] table

Top Words in Tweet in G3:
[640] data
[619] visualization
[313] #bigdata
[264] #datascience
[255] #machinelearning
[252] #iot
[248] js
[221] #ai
[203] #analytics
[167] #python

Top Words in Tweet in G4:
[198] data
[196] 時間的余裕が生まれると何が嬉しいかというと
[196] すぐには役立たないかもしれない勉強や新しいツールを試したりする余裕が生まれるということで
[196] 前から試したかったinteractive
[196] visualizationにようやく手が出せた
[195] namicha_1
[195] nteract

Top Words in Tweet in G5:
[195] data
[195] visualization
[195] finest
[195] imagine
[195] back
[195] tax
[195] rate
[195] structure
[195] 1950
[195] promoted

Top Words in Tweet in G6:
[186] data
[120] visualization
[105] skills
[65] 10
[61] top
[60] tech
[60] demand
[54] science
[52] machine
[42] cloud

Top Words in Tweet in G7:
[129] data
[124] visualization
[121] nytimes
[107] front
[104] 10
[103] predict
[103] top
[103] first
[103] began
[103] importance

Top Words in Tweet in G8:
[149] data
[104] visualization
[93] gt
[39] #dataviz
[22] datavizsociety
[20] mikequindazzi
[19] elijah_meeks
[18] #covid19
[17] tmrhyne
[17] #datascience

Top Words in Tweet in G9:
[89] data
[89] visualization
[88] excellent
[88] bbcworld
[88] showing
[88] president
[88] trump
[88] bungled
[88] coronavirus
[88] response

Top Words in Tweet in G10:
[64] data
[64] visualization
[58] approach
[58] help
[58] usarmy
[58] cybersecurity
[58] experts
[56] detect
[56] monitor
[55] focused

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2640] data,visualization
[666] online,data
[663] starts,monday
[658] class,starts
[658] monday,finally
[658] finally,enough
[658] enough,content
[658] content,students
[658] students,behold
[658] behold,fancy

Top Word Pairs in Tweet in G1:
[641] class,starts
[641] starts,monday
[641] monday,finally
[641] finally,enough
[641] enough,content
[641] content,students
[641] students,behold
[641] behold,fancy
[641] fancy,asycnhronous
[641] asycnhronous,online

Top Word Pairs in Tweet in G2:
[309] data,visualization
[241] 00,top
[241] top,transfers
[241] transfers,last
[241] last,hour
[241] full,gw
[241] gw,data
[241] data,table
[241] table,gt
[241] gt,visualization

Top Word Pairs in Tweet in G3:
[524] data,visualization
[196] #bigdata,#analytics
[193] #analytics,#datascience
[155] #datascience,#ai
[128] #machinelearning,#bigdata
[127] #ai,#iot
[102] #python,#rstats
[101] d3,js
[101] #iot,#iiot
[85] dayus4heaven,data

Top Word Pairs in Tweet in G4:
[196] 時間的余裕が生まれると何が嬉しいかというと,すぐには役立たないかもしれない勉強や新しいツールを試したりする余裕が生まれるということで
[196] すぐには役立たないかもしれない勉強や新しいツールを試したりする余裕が生まれるということで,前から試したかったinteractive
[196] 前から試したかったinteractive,data
[196] data,visualizationにようやく手が出せた
[195] namicha_1,時間的余裕が生まれると何が嬉しいかというと
[195] visualizationにようやく手が出せた,nteract

Top Word Pairs in Tweet in G5:
[195] data,visualization
[195] visualization,finest
[195] finest,imagine
[195] imagine,back
[195] back,tax
[195] tax,rate
[195] rate,structure
[195] structure,1950
[195] 1950,promoted
[194] jamesgleick,data

Top Word Pairs in Tweet in G6:
[71] data,visualization
[60] top,10
[60] 10,tech
[60] tech,skills
[60] skills,demand
[40] skills,still
[40] still,top
[40] demand,cloud
[40] cloud,amazon
[40] amazon,web

Top Word Pairs in Tweet in G7:
[122] data,visualization
[103] predict,top
[103] top,10
[103] 10,front
[103] front,nytimes
[103] nytimes,first
[103] first,began
[103] began,importance
[103] importance,data
[102] causalinf,predict

Top Word Pairs in Tweet in G8:
[96] data,visualization
[62] gt,gt
[17] visualization,elijah_meeks
[15] elijah_meeks,datavizsociety
[14] #covid19,data
[13] video,games
[13] games,teach
[13] teach,data
[13] visualization,volumetric
[13] volumetric,data

Top Word Pairs in Tweet in G9:
[89] data,visualization
[88] excellent,bbcworld
[88] bbcworld,data
[88] visualization,showing
[88] showing,president
[88] president,trump
[88] trump,bungled
[88] bungled,coronavirus
[88] coronavirus,response
[88] response,ways

Top Word Pairs in Tweet in G10:
[64] data,visualization
[58] visualization,approach
[58] cybersecurity,experts
[56] experts,detect
[56] detect,monitor
[55] focused,security
[55] security,data
[55] approach,help
[55] help,usarmy
[55] usarmy,cybersecurity

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@andrewheiss
@namicha_1
@jamesgleick
@nytimes
@dayus4heaven
@causalinf
@bbcworld
@nickkristof
@theinsaneapp
@ravinwashere

Top Mentioned in G1:
@andrewheiss
@thomas_mock
@causalinf
@nytimes
@parvanehshafiei
@fossilosophy

Top Mentioned in G2:
@shahinrostami
@tracettehouse
@theperlshop
@on_defi

Top Mentioned in G3:
@dayus4heaven
@theinsaneapp
@ravinwashere
@patri_vaquero_
@radarinfo01
@dipeshrofficial
@coursera
@everythingcour1
@umich
@datasci_info

Top Mentioned in G4:
@namicha_1
@andrewheiss

Top Mentioned in G5:
@jamesgleick

Top Mentioned in G6:
@tundetash
@thepath_ng
@datascience__
@jocelynbelanger
@anuragedlabadka
@dd_bun_
@spopalzai
@erezaterez
@niulive
@damola_gbenro

Top Mentioned in G7:
@nytimes
@causalinf
@drodriguezfx
@andrewheiss
@abcnews
@mackayim
@pigeoninsky
@jimgoldgeier
@prudencepeiffer
@katemacdermott_

Top Mentioned in G8:
@datavizsociety
@elijah_meeks
@tmrhyne
@cre8ivepark
@caroletwitt_
@mikequindazzi
@geckoboard
@jeanyvesgonin
@tdatascience
@tillnm

Top Mentioned in G9:
@bbcworld
@nickkristof
@sree
@causalinf
@nytimes

Top Mentioned in G10:
@usarmy
@armedwscience
@analyticsonfire
@anitab_org
@ibcs_a
@armyfutures
@usarmyccdc
@armyresearchlab

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cyberdomain
@chidambara09
@evankirstel
@aaroncuddeback
@serendipitysays
@digestwordpress
@cybersec_feeds
@cnnnews18
@indiatoday

Top Tweeters in G1:
@victor_asal
@edgardotempore1
@kamromero
@ubervd
@gvwilson
@naramaruru
@abhworthington
@interneconomics
@weirdshaikha
@jadp

Top Tweeters in G2:
@hmr1973
@chandanrtcs
@stackdevjobs
@trumpathon
@digitalwater888
@thenameisaa
@newtonmark
@suriyasubraman
@arch_update_bot
@chasingbristol

Top Tweeters in G3:
@sectest9
@chidambara09
@aaroncuddeback
@cybersec_feeds
@eraser
@iam__network
@codernotesbot
@femtech_
@calcaware
@machinelearnflx

Top Tweeters in G4:
@naka_aki_spl
@bearia
@head_s
@tjmlab
@morioka
@keuzer
@ngr_t
@ana_kin_t12
@geniussenkyoken
@kyouyap

Top Tweeters in G5:
@murfad
@kitten0409
@beamabeorg
@nyxbynight
@lostindisco
@bertoltbrechts
@tggleeson
@b_sputnik
@countryskills
@urbanwitch9

Top Tweeters in G6:
@itknowingness
@justbementalist
@datascience__
@dataaugmented
@sandra_united
@hrcurator
@unclebeeola
@greentechdon
@machine_ml
@enerphyschem

Top Tweeters in G7:
@nytimes
@abcnews
@vv4change
@price_laborecon
@mackayim
@noplasticshower
@mikerodriquez
@williamadler78
@causalinf
@thathazelkid

Top Tweeters in G8:
@evankirstel
@trippbraden
@kirkdborne
@dlvlk
@ing_martin_v
@allav15
@mvollmer1
@procurementstar
@puntofisso
@geschichtenpost

Top Tweeters in G9:
@zeeshan_shah_dc
@ghofmar
@morvjn
@rosierifka
@bbcworld
@carolforden
@pcdnetwork
@mercenarygraphi
@eaglejme
@asiaronn

Top Tweeters in G10:
@yymods
@marty713
@saminhim
@adekleine
@dralcapino
@nnavajojohn
@mdwehbie
@jyotikr66393068
@drsanjaypsahoo
@fluck_gloria


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.