datamining, Twitter, 9/28/2020 2:43:23 PM, 236147


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datamining_2020-09-27_23-26-45.xlsx
datamining_2020-09-27_23-26-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 28, 2020
Short Description:
datamining via NodeXL https://bit.ly/3mZAo68
@kirkdborne
@cardanoae
@botnowa
@chidambara09
@danielakeane10
@digitalmktnghub
@ineelbot
@fabriciosx
@mark3ds
@uplexacoin

Top hashtags:
#datamining
#datascience
#machinelearning
#bigdata
#ai
#data
#deeplearning

Description:
Description
The graph represents a network of 3,795 Twitter users whose tweets in the requested range contained "datamining", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 28 September 2020 at 06:35 UTC.

The requested start date was Monday, 28 September 2020 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 11-day, 18-hour, 19-minute period from Monday, 14 September 2020 at 00:08 UTC to Friday, 25 September 2020 at 18:28 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 : 3795
Unique Edges : 1820
Edges With Duplicates : 12504
Total Edges : 14324
Number of Edge Types : 5
Retweet : 5394
MentionsInRetweet : 6261
Mentions : 782
Tweet : 1644
Replies to : 243
Self-Loops : 1706
Reciprocated Vertex Pair Ratio : 0.00815827044666531
Reciprocated Edge Ratio : 0.0161845033380538
Connected Components : 528
Single-Vertex Connected Components : 265
Maximum Vertices in a Connected Component : 1857
Maximum Edges in a Connected Component : 10977
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.840795
Graph Density : 0.000343306086928741
Modularity : 0.313593
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 3,795 Twitter users whose tweets in the requested range contained "datamining", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 28 September 2020 at 06:35 UTC.

The requested start date was Monday, 28 September 2020 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 11-day, 18-hour, 19-minute period from Monday, 14 September 2020 at 00:08 UTC to Friday, 25 September 2020 at 18:28 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 : datamining
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:
[212] https://www.datasciencecentral.com/profiles/blogs/free-book-a-comprehensive-guide-to-machine-learning-berkeley
[166] https://twitter.com/search?q=amzn.to
[166] from:kirkdborne&src=typed_query&f=live
[151] https://engage.bah.com/Article/Redirect/c58467e8-4867-413f-8898-92f1293d6653?uc=30185&g=395683ae-cb7f-4185-a7a4-e397e8401ba4&f=133307
[146] https://www.datasciencecentral.com/profiles/blogs/new-book-foundations-of-data-science-from-microsoft-research-lab
[136] https://twinybots.ch/
[114] https://www.datasciencecentral.com/profiles/blogs/free-online-book-machine-learning-from-scratch
[79] https://www.datasciencecentral.com/profiles/blogs/most-useful-c-c-ml-libraries-every-data-scientist-should-know
[78] https://www.datasciencecentral.com/profiles/blogs/textbook-probability-course-harvard-university
[65] https://link.medium.com/W7TMmY9EW9

Top URLs in Tweet in G1:
[135] https://www.datasciencecentral.com/profiles/blogs/free-book-a-comprehensive-guide-to-machine-learning-berkeley
[96] https://twitter.com/search?q=amzn.to
[96] from:kirkdborne&src=typed_query&f=live
[94] https://engage.bah.com/Article/Redirect/c58467e8-4867-413f-8898-92f1293d6653?uc=30185&g=395683ae-cb7f-4185-a7a4-e397e8401ba4&f=133307
[83] https://www.datasciencecentral.com/profiles/blogs/new-book-foundations-of-data-science-from-microsoft-research-lab
[55] https://www.datasciencecentral.com/profiles/blogs/textbook-probability-course-harvard-university
[41] https://www.datasciencecentral.com/profiles/blogs/free-online-book-machine-learning-from-scratch
[37] https://www.datasciencecentral.com/profiles/blogs/most-useful-c-c-ml-libraries-every-data-scientist-should-know
[21] https://www.datasciencecentral.com/profiles/blogs/book-artificial-intelligence-with-python-1
[21] https://engage.bah.com/Article/Redirect/6fc62cf5-ca7b-4ffb-a593-b5ea180eb641?uc=30185&g=92e04772-590f-4ea2-82bf-a0db28aee553&f=77863

Top URLs in Tweet in G2:
[109] https://twinybots.ch/
[73] https://www.datasciencecentral.com/profiles/blogs/free-book-a-comprehensive-guide-to-machine-learning-berkeley
[70] https://www.datasciencecentral.com/profiles/blogs/free-online-book-machine-learning-from-scratch
[66] https://twitter.com/search?q=amzn.to
[66] from:kirkdborne&src=typed_query&f=live
[63] https://link.medium.com/W7TMmY9EW9
[62] https://www.datasciencecentral.com/profiles/blogs/new-book-foundations-of-data-science-from-microsoft-research-lab
[51] https://engage.bah.com/Article/Redirect/c58467e8-4867-413f-8898-92f1293d6653?uc=30185&g=395683ae-cb7f-4185-a7a4-e397e8401ba4&f=133307
[40] https://www.datasciencecentral.com/profiles/blogs/most-useful-c-c-ml-libraries-every-data-scientist-should-know
[39] https://link.medium.com/L4EvgkzKR9

Top URLs in Tweet in G3:
[24] https://www.fiverr.com/share/YL3dXR
[14] https://www.fiverr.com/share/ZoELp4
[12] https://twinybots.ch/
[11] https://www.fiverr.com/kanggyong/do-data-mining-data-extraction-web-scrape-email
[6] http://www.fiverr.com/172929008?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=a7YvjQ
[5] https://gonintendo.com/stories/369472-rumor-kirby-fighters-2-datamining-reveals-test-3d-kirby-programs
[4] https://my.digitaldoubles.com/dm/IRULYTQ
[4] https://www.fiverr.com/share/3eKgEV
[4] https://www.lexplicite.fr/datamining-et-controle-fiscal-quelles-garanties-pour-le-respect-de-la-vie-privee/
[3] https://solutionsreview.com/business-intelligence/the-best-data-mining-books-based-on-real-user-reviews/

Top URLs in Tweet in G5:
[6] https://www.twitch.tv/wowhead
[2] https://www.wowchakra.com/wow/shadowlands-beta-build-9-0-2-35978-iconos-mapas-facciones-monturas-monedas-areas-titulos-instancias-logros-y-globalstrings
[2] https://www.wowchakra.com/wow/shadowlands-ptr-build-9-0-1-35944-titulos-logros-dialogos-monedas-areas-gestas-facciones-instancias-y-globalstrings
[2] https://www.wowchakra.com/wow/shadowlands-ptr-build-9-0-1-35944-pantalla-de-inicio-ya-disponible-extrabuttons-tracking-e-iconos
[2] https://www.wowchakra.com/wow/shadowlands-beta-build-9-0-2-35938-iconos-assets-extrabutton-portraits-titulos-facciones-monedas-logros-instancias-y-globalstrings
[1] https://www.wowhead.com/news=312520/kaelthas-sunstrider-in-shadowlands-early-datamining-spoilers

Top URLs in Tweet in G8:
[1] https://twitter.com/LuigiBlood/status/1305915146418749452?s=19

Top URLs in Tweet in G9:
[2] https://www.fiverr.com/s2/5b0909c54f
[1] https://twitter.com/Mark3Ds/status/1305493100509491202
[1] http://www.afr.com/policy/foreign-affairs/china-s-social-media-warfare-database-lists-key-australians-20200910-p55u95
[1] https://www.theglobeandmail.com/world/article-chinese-firm-amasses-trove-of-open-source-data-on-influential/
[1] https://twitter.com/IndoPac_Info/status/1305459019700555776

Top URLs in Tweet in G10:
[1] https://www.vote411.org/

Top Domains
Top Domains in Tweet in Entire Graph:
[972] datasciencecentral.com
[417] fiverr.com
[337] twitter.com
[288] coachmee.com
[257] bah.com
[218] cursortek.com
[190] globalbigdataconference.com
[162] medium.com
[136] twinybots.ch
[114] amazon.com

Top Domains in Tweet in G1:
[482] datasciencecentral.com
[136] bah.com
[110] twitter.com
[55] amazon.com
[16] dy.si
[15] iotcentral.io
[12] medium.com
[11] mdpi.com
[10] twinybots.ch
[6] coachmee.com

Top Domains in Tweet in G2:
[472] datasciencecentral.com
[250] coachmee.com
[181] globalbigdataconference.com
[140] medium.com
[131] twitter.com
[112] bah.com
[109] twinybots.ch
[73] blogspot.com
[56] amazon.com
[56] hirinfotech.com

Top Domains in Tweet in G3:
[100] fiverr.com
[21] twitter.com
[12] twinybots.ch
[9] youtube.com
[9] linkedin.com
[5] gonintendo.com
[4] digitaldoubles.com
[4] coachmee.com
[4] lexplicite.fr
[3] dy.si

Top Domains in Tweet in G5:
[8] wowchakra.com
[6] twitch.tv
[1] wowhead.com

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[2] twitter.com
[2] fiverr.com
[1] afr.com
[1] theglobeandmail.com

Top Domains in Tweet in G10:
[1] vote411.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2568] datamining
[2069] datascience
[1823] machinelearning
[1678] bigdata
[1240] ai
[608] data
[552] deeplearning
[496] artificialintelligence
[478] iot
[443] python



Top Hashtags in Tweet in G1:
[594] datascience
[503] machinelearning
[470] bigdata
[400] ai
[188] statistics
[176] datascientists
[157] algorithms
[132] mathematics
[128] deeplearning
[124] datamining

Top Hashtags in Tweet in G2:
[1289] datascience
[1246] machinelearning
[1181] datamining
[1116] bigdata
[747] ai
[446] artificialintelligence
[401] deeplearning
[397] iot
[373] analytics
[325] python

Top Hashtags in Tweet in G3:
[260] datamining
[87] dataentry
[61] fiverr
[51] datascraping
[49] freelancer
[44] business
[43] webresearch
[32] virtualassistant
[30] datacollection
[24] entrepreneur

Top Hashtags in Tweet in G5:
[10] wow

Top Hashtags in Tweet in G6:
[91] datamining
[88] datascience
[57] sebuscapresidente
[30] frenaa
[24] amloco
[19] felizmiercoles
[15] felizlunes
[15] felizmartes
[14] mexicanosalgrito
[14] chihuahuaesmexico

Top Hashtags in Tweet in G8:
[71] mariokarttour
[57] mktn

Top Hashtags in Tweet in G9:
[7] datamining
[4] prc
[4] surveillance
[3] cdnnatsec
[3] cdnfp
[3] b2bleads
[3] datacollection
[2] foreigninfluence
[2] zhenhuadata
[2] espionage

Top Hashtags in Tweet in G10:
[4] datamining
[1] dangerous
[1] i360
[1] councilfornationalpolicy
[1] kochnetwork
[1] datatrust

Top Words
Top Words in Tweet in Entire Graph:
[2568] #datamining
[2082] data
[2069] #datascience
[1823] #machinelearning
[1810] kirkdborne
[1688] #bigdata
[1240] #ai
[918] datamining
[848] pdf
[836] free

Top Words in Tweet in G1:
[927] kirkdborne
[594] #datascience
[503] #machinelearning
[496] pdf
[470] #bigdata
[452] free
[400] #ai
[203] ebook
[189] books
[188] #statistics

Top Words in Tweet in G2:
[1479] data
[1289] #datascience
[1246] #machinelearning
[1181] #datamining
[1121] #bigdata
[838] kirkdborne
[747] #ai
[446] #artificialintelligence
[401] #deeplearning
[397] #iot

Top Words in Tweet in G3:
[260] #datamining
[130] data
[87] #dataentry
[84] datamining
[61] #fiverr
[51] #datascraping
[49] #freelancer
[49] entry
[47] mining
[44] #business

Top Words in Tweet in G4:
[145] think
[145] developers
[145] 3d
[145] stars
[145] enough
[145] credit
[145] hell
[145] credits
[145] option
[145] menu

Top Words in Tweet in G5:
[154] datamining
[119] stiven_srb
[119] continues
[119] tomorrow
[32] build
[29] shadowlands
[25] ptr
[19] novedades
[15] wowhead
[14] beta

Top Words in Tweet in G6:
[196] recopilamos
[196] mil
[122] twits
[118] usuarios
[105] cardanoae
[102] mencionan
[102] motivados
[93] realizamos
[91] #datamining
[91] generamos

Top Words in Tweet in G7:
[104] mankai
[104] dorm
[104] rooms
[104] zoom
[104] custom
[104] background
[104] thread
[104] credit
[104] due
[104] a3

Top Words in Tweet in G8:
[87] datamining
[73] kart_tour
[71] #mariokarttour
[57] #mktn
[43] angeles
[43] luigiblood
[39] games
[38] headlines
[38] fool
[38] leftovers

Top Words in Tweet in G9:
[10] nytimes
[7] terryglavin
[7] rolandparis
[7] nspector4
[7] clivechamilton
[7] cburton001
[7] fredlitwin
[7] vshih2
[7] gordongchang
[7] david_mulroney

Top Words in Tweet in G10:
[82] twitter
[44] voter
[43] use
[42] tools
[40] cruellaisdevine
[38] don
[38] another
[38] potential
[37] twittermoments
[37] facebook

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[799] #bigdata,#datascience
[554] kirkdborne,free
[501] #datascience,#ai
[440] #bulk,#data
[398] data,mining
[359] data,science
[336] #machinelearning,#bigdata
[330] machine,learning
[286] #selling,#bulk
[275] #iot,#iiot

Top Word Pairs in Tweet in G1:
[384] #bigdata,#datascience
[314] kirkdborne,free
[257] #datascience,#ai
[139] comprehensive,guide
[138] #machinelearning,#bigdata
[135] free,185
[135] 185,pdf
[135] pdf,comprehensive
[135] guide,#machinelearning
[123] free,pdf

Top Word Pairs in Tweet in G2:
[400] #bigdata,#datascience
[329] data,science
[310] machine,learning
[279] data,mining
[255] #analytics,#datascience
[253] #bigdata,#analytics
[242] #iot,#iiot
[235] #datascience,#ai
[231] kirkdborne,free
[225] #python,#rstats

Top Word Pairs in Tweet in G3:
[49] data,entry
[38] #fiverr,#freelancer
[36] data,mining
[34] #dataentry,#datamining
[28] #dataentry,#webresearch
[26] #datascraping,#datamining
[24] #webresearch,#datascraping
[24] #datamining,#business
[24] #business,#entrepreneur
[24] #entrepreneur,#fiverr

Top Word Pairs in Tweet in G4:
[145] think,developers
[145] developers,3d
[145] 3d,stars
[145] stars,enough
[145] enough,credit
[145] credit,hell
[145] hell,credits
[145] credits,option
[145] option,menu
[144] marionova64,think

Top Word Pairs in Tweet in G5:
[119] datamining,continues
[119] continues,tomorrow
[118] stiven_srb,datamining
[19] novedades,datamining
[19] shadowlands,ptr
[17] ptr,build
[14] beta,build
[11] build,35944
[11] 35944,novedades
[10] #wow,shadowlands

Top Word Pairs in Tweet in G6:
[122] mil,twits
[102] twits,mencionan
[95] cardanoae,motivados
[91] realizamos,#datamining
[91] #datamining,generamos
[91] generamos,análisis
[91] análisis,palabras
[91] palabras,frecuentes
[91] frecuentes,perfil
[91] perfil,horario

Top Word Pairs in Tweet in G7:
[104] mankai,dorm
[104] dorm,rooms
[104] rooms,zoom
[104] zoom,custom
[104] custom,background
[104] background,thread
[104] thread,credit
[104] credit,due
[104] due,a3
[104] a3,wiki

Top Word Pairs in Tweet in G8:
[57] #mariokarttour,#mktn
[38] kart_tour,datamining
[38] headlines,fool
[38] fool,luigiblood
[38] luigiblood,games
[38] games,leftovers
[38] leftovers,wii
[38] wii,virtual
[38] virtual,console
[38] console,nothing

Top Word Pairs in Tweet in G9:
[7] terryglavin,rolandparis
[7] rolandparis,nspector4
[7] nspector4,nytimes
[7] nytimes,clivechamilton
[7] clivechamilton,cburton001
[7] cburton001,fredlitwin
[7] fredlitwin,vshih2
[7] vshih2,gordongchang
[7] gordongchang,david_mulroney
[4] david_mulroney,globeandmail

Top Word Pairs in Tweet in G10:
[42] voter,tools
[37] twittermoments,twitter
[37] twitter,don
[37] don,use
[37] use,twitter
[37] twitter,facebook
[37] facebook,voter
[37] tools,center
[37] center,another
[37] another,middleman

Top Replied-To
Top Replied-To in Entire Graph:
@bioinfola
@terryglavin
@hannahpekarek
@realdonaldtrump
@wowhead
@_datamining
@valarynn
@itshahjalal
@underthatstone1
@reichuchun

Top Replied-To in G2:
@bioinfola
@teradata
@volans_i
@macquarie_uni
@kirkdborne

Top Replied-To in G3:
@itshahjalal

Top Replied-To in G4:
@valvenewsnetwor

Top Replied-To in G5:
@wowhead
@stiven_srb
@jerekdain
@marlamin
@igobyvox
@_ex_terminator

Top Replied-To in G8:
@kart_tour

Top Replied-To in G9:
@terryglavin
@hannahpekarek
@cdnfp
@washingtonpost
@nytimes

Top Replied-To in G10:
@katbuns
@twittermoments
@jason_kint
@parscale
@conorjrogers

Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@danielakeane10
@cursortek
@digitalmktnghub
@bigdataconf
@marionova64
@datasciencectrl
@gp_pulipaka
@bedit
@cardanoae

Top Mentioned in G1:
@kirkdborne
@datasciencectrl
@marcusborba
@activewizards
@rasbt
@gp_pulipaka
@analyticsindiam
@gcosma1
@cloudpreacher
@gakhov

Top Mentioned in G2:
@kirkdborne
@danielakeane10
@bigdataconf
@digitalmktnghub
@bedit
@gp_pulipaka
@cloudpreacher
@datasciencectrl
@gcosma1
@techopcode

Top Mentioned in G3:
@strategy_gal
@mohammad_sifat1
@peerjcompsci
@seven__peaks
@eduinformer1
@jscible
@fahimas92320225
@klinikdataui
@arafathsaykoth
@bpodataentry

Top Mentioned in G4:
@marionova64

Top Mentioned in G5:
@stiven_srb
@wowhead
@wowchakra_net
@wowchakra
@theantinator
@igobyvox
@marlamin
@jjholiday79
@9allvin
@jirinen

Top Mentioned in G6:
@cardanoae
@oficialfrenaaa
@onu_es
@gilbertolozanog
@reforma
@ricardoanayac
@javiersicilia
@jrisco
@tumbaburross
@nairoquinco

Top Mentioned in G7:
@uraohmote

Top Mentioned in G8:
@kart_tour
@luigiblood
@pushdustin
@harmwrecker
@marionova64

Top Mentioned in G9:
@nytimes
@rolandparis
@nspector4
@clivechamilton
@cburton001
@fredlitwin
@vshih2
@gordongchang
@david_mulroney
@terryglavin

Top Mentioned in G10:
@cruellaisdevine
@twitter
@twittermoments
@jason_kint
@therickwilson
@dailybeanspod
@jordansconfused
@mandy_reeder
@charles_gaba
@jonfavs

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersec_feeds
@infoitscienza
@aaroncuddeback
@evankirstel
@femtech_
@bellalilli16
@thomasclone
@patricia691503

Top Tweeters in G1:
@itknowingness
@billnigh
@adunlea
@amazingchevvolt
@juandoming
@cubby_ghum
@viralvideovlogs
@techjunkiejh
@dariosailor86
@openmarketingtv

Top Tweeters in G2:
@sectest9
@chidambara09
@cybersec_feeds
@femtech_
@codernotesbot
@xaelbot
@taieb_bot
@codedailybot
@johnapp63499667
@andrewmorrisuk

Top Tweeters in G3:
@infoitscienza
@nightmaremodego
@pvynckier
@hulknaps
@top_grafisch
@leowyld
@professing_prof
@iwearcrocsalot
@infoblazeindia
@ryanwilsonking

Top Tweeters in G4:
@robbychu
@ethansdreamland
@everyfan3417
@gbaspgamer
@m3m310rd2020
@nj_
@dabottie
@miluette
@piggs24
@marcellus00

Top Tweeters in G5:
@serizawakirby
@himtroll
@kithrax
@xiaoalber
@reada_kuma
@toraburum
@mercuryo25
@zaneiszane
@w4768w
@jemielttf

Top Tweeters in G6:
@reforma
@ubastien
@luisarmmm
@angelinaarias3
@shelzymx
@condesadaisy
@_carlosrn_
@alex_dm71
@mex_liber1
@borrego60

Top Tweeters in G7:
@chikausas
@gwimniw
@nocturnalit_y
@divergent_idol
@therealarvs
@alto_aria
@purinnui
@mocchan98
@nobleflamme
@its_6_am

Top Tweeters in G8:
@unknownneo
@gmatrick
@axelofthekey
@toonerik
@kuikensan
@alphaoblivion7
@outerepoch
@hskagura
@thundervolt888
@gregster1998

Top Tweeters in G9:
@globeandmail
@bbcnews
@nytimes
@washingtonpost
@nationalpost
@mailonline
@bbcworld
@torontostar
@nspector4
@smh

Top Tweeters in G10:
@casey2513
@whirledcitizen_
@alpstwt
@kennethhowardc3
@charles_gaba
@therickwilson
@lauferlaw
@cruellaisdevine
@nitenurse2
@shinyelishar


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