datamining, Twitter, 12/5/2022 11:47:50 AM, 285538


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datamining_2022-12-04_23-45-00.xlsx
datamining_2022-12-04_23-45-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 05, 2022
Short Description:
datamining via NodeXL https://bit.ly/3FrYnGj
@rosanaferrero
@ricardo_ik_ahau
@dropped
@yvesmulkers
@kirkdborne
@minderased420
@raven_apex
@vyvorox
@analytics_699
@globaliqx

Top hashtags:
#datamining
#datascience
#machinelearning
#ai
#bigdata
#analytics
#python
#data

Description:
Description
The graph represents a network of 3,112 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, 05 December 2022 at 07:48 UTC.

The requested start date was Monday, 05 December 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 13-day, 22-hour, 44-minute period from Monday, 21 November 2022 at 01:13 UTC to Sunday, 04 December 2022 at 23:58 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 : 3112
Unique Edges : 1684
Edges With Duplicates : 7845
Total Edges : 9529
Number of Edge Types : 5
Retweet : 3353
MentionsInRetweet : 3935
Tweet : 1259
Replies to : 385
Mentions : 597
Self-Loops : 1420
Reciprocated Vertex Pair Ratio : 0.00865921787709497
Reciprocated Edge Ratio : 0.0171697590695098
Connected Components : 490
Single-Vertex Connected Components : 223
Maximum Vertices in a Connected Component : 1467
Maximum Edges in a Connected Component : 6697
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.381621
Graph Density : 0.000372982013404629
Modularity : 0.365299
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,112 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, 05 December 2022 at 07:48 UTC.

The requested start date was Monday, 05 December 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 13-day, 22-hour, 44-minute period from Monday, 21 November 2022 at 01:13 UTC to Sunday, 04 December 2022 at 23:58 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:
[242] https://cursortek.com/web-scraping-projects.php
[65] https://lindeloev.github.io/tests-as-linear/
[64] https://dafriedman97.github.io/mlbook/content/introduction.html
[52] https://socviz.co/
[39] https://cursortek.com/email-finder.php
[34] https://geni.us/DSci-Landscape
[29] https://engage.bah.com/Article/Redirect/18544f8c-61c9-4d21-b108-88c27da4af3f?uc=16822&g=14f29e1f-ef2c-4fff-b765-5bb185453b65&f=126047
[27] https://www.fiverr.com/share/pomA0y
[25] https://clauswilke.com/dataviz/
[23] https://cran.r-project.org/doc/contrib/YanchangZhao-refcard-data-mining.pdf

Top URLs in Tweet in G1:
[242] https://cursortek.com/web-scraping-projects.php
[61] https://dafriedman97.github.io/mlbook/content/introduction.html
[39] https://cursortek.com/email-finder.php
[29] https://engage.bah.com/Article/Redirect/18544f8c-61c9-4d21-b108-88c27da4af3f?uc=16822&g=14f29e1f-ef2c-4fff-b765-5bb185453b65&f=126047
[23] https://www.datasciencecentral.com/profiles/blogs/comparison-of-the-text-distance-metrics
[22] https://www.amazon.com/Best-Sellers-Books-Artificial-Intelligence/zgbs/books/491300?&_encoding=UTF8&tag=kirkdborne-20&linkCode=ur2&linkId=f7ce2eb796a301a6628bcd96840b4958&camp=1789&creative=9325
[22] https://www.datasciencecentral.com/profiles/blogs/top-17-data-science-interview-questions-for-beginners
[22] https://www.datasciencecentral.com/140-machine-learning-formulas/amp/
[20] https://www.datasciencecentral.com/profiles/blogs/free-book-a-comprehensive-guide-to-machine-learning-berkeley
[18] https://www.devdiscourse.com/article/business/2272486-how-is-big-data-analytics-changing-the-way-you-do-business?utm_content=buffer5233e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G2:
[57] https://lindeloev.github.io/tests-as-linear/
[48] https://socviz.co/
[20] https://clauswilke.com/dataviz/
[20] https://geni.us/DSci-Landscape
[14] https://glin.github.io/reactable/articles/womens-world-cup/womens-world-cup.html
[13] https://cran.r-project.org/doc/contrib/YanchangZhao-refcard-data-mining.pdf
[11] https://www.maximaformacion.es/blog-dat/conoce-el-alcance-de-tus-resultados-el-tamano-importa/
[8] https://online.ucpress.edu/collabra/article/8/1/33267/120491/Sample-Size-Justification
[4] https://www.maximaformacion.es/blog-dat/aumenta-la-potencia-estadistica-de-tus-investigaciones-2/
[3] https://dafriedman97.github.io/mlbook/content/introduction.html

Top URLs in Tweet in G4:
[4] https://webscrapingasaservice.com/blog/web-scraping-marketing-campaigns/
[4] https://www.fiverr.com/share/AQXGbB
[3] http://www.fiverr.com/208159740?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=korwLo
[3] https://dataminingorg.com/h5/#/pages/user/login/register?code=am5xqv
[3] http://www.fiverr.com/270573154?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=XYPqgP
[2] https://techland.time.com/2012/02/17/how-target-knew-a-high-school-girl-was-pregnant-before-her-parents/
[2] https://easyshiksha.com/online_courses/internship
[2] https://www.fiverr.com/mdhassansiam/attach-data-entry-shopify-product-listing-or-upload
[2] https://esports.gg/news/apex-legends/apex-legends-zones-can-be-revealed-through-datamining/
[1] https://www.empulseglobal.com/

Top URLs in Tweet in G6:
[2] https://www.twitch.tv/raven_apex
[1] https://twitter.com/Fire_Beavers/status/1597561397776642050

Top URLs in Tweet in G7:
[3] https://icebearpopo13.systeme.io/b08eaffb#
[1] https://www.pureshareeconomy.com/product-page/founders-box-watchlite-se-pack
[1] https://www.pureshareeconomy.com/

Top URLs in Tweet in G8:
[1] https://twitter.com/Hebdo_LaSemaine/status/1593234576075526145
[1] http://www.financespubliques.cgt.fr/content/communique-de-presse-cgt-fip-les-resultats-du-controle-fiscal-2020
[1] https://www.nextinpact.com/article/70280/le-fisc-se-met-au-webscrapping-fuzzymatching-et-au-datamining

Top URLs in Tweet in G9:
[1] https://eqp.datamining.om/estebyan/bpgxjria20229891210
[1] https://eqp.datamining.om/estebyan/kgskttbw2022119122731
[1] https://eqp.datamining.om/estebyan/tipbgbkc2022911113350
[1] https://eqp.datamining.om/estebyan/mfzzypnn20221117133737
[1] https://eqp.datamining.om/estebyan/kxyfwoup20221122101152
[1] https://eqp.datamining.om/estebyan/ltoaovba20221114132315
[1] http://eqp.datamining.om/estebyan/kgskt

Top Domains
Top Domains in Tweet in Entire Graph:
[281] cursortek.com
[153] github.io
[147] datasciencecentral.com
[109] fiverr.com
[79] github.com
[65] amazon.com
[58] youtube.com
[54] twitter.com
[52] socviz.co
[49] globalbigdataconference.com

Top Domains in Tweet in G1:
[281] cursortek.com
[144] datasciencecentral.com
[77] github.io
[64] amazon.com
[49] globalbigdataconference.com
[47] ai-jobs.net
[44] youtube.com
[29] bah.com
[28] javatpoint.com
[25] twitter.com

Top Domains in Tweet in G2:
[75] github.io
[48] socviz.co
[20] clauswilke.com
[20] geni.us
[17] maximaformacion.es
[13] r-project.org
[8] ucpress.edu
[3] github.com
[3] datasciencecentral.com
[2] analyticsvidhya.com

Top Domains in Tweet in G4:
[27] fiverr.com
[12] linkedin.com
[9] twitter.com
[5] youtube.com
[5] webscrapingasaservice.com
[4] cursosfemxa.es
[3] dataminingorg.com
[3] iwebscraping.com
[2] time.com
[2] diablonext.com

Top Domains in Tweet in G6:
[2] twitch.tv
[1] twitter.com

Top Domains in Tweet in G7:
[3] systeme.io
[2] pureshareeconomy.com

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

Top Domains in Tweet in G9:
[7] datamining.om

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1405] datamining
[1160] datascience
[1033] machinelearning
[1017] ai
[915] bigdata
[717] analytics
[653] python
[580] data
[527] dataviz
[493] stats



Top Hashtags in Tweet in G1:
[982] datamining
[982] ai
[939] machinelearning
[851] bigdata
[652] datascience
[626] analytics
[622] python
[518] data
[305] bulk
[276] scraping

Top Hashtags in Tweet in G2:
[478] datascience
[420] dataviz
[420] stats
[64] machinelearning
[56] analytics
[55] ml
[54] rstats
[50] felizdomingo
[28] bigdata
[26] datamining

Top Hashtags in Tweet in G3:
[6] splatoon
[6] splatoon3
[6] splatoondatamine

Top Hashtags in Tweet in G4:
[152] datamining
[32] dataentry
[25] data
[19] leadgeneration
[15] webscraping
[15] webresearch
[14] datascience
[14] business
[13] datacollection
[12] ai

Top Hashtags in Tweet in G6:
[2] algs
[2] datamining
[1] apex
[1] tsm

Top Hashtags in Tweet in G7:
[23] health
[19] blockchain
[18] lifestyle
[18] data
[6] nft
[5] datamining
[5] earnmoney
[4] wearable
[4] wearables
[2] vyvo

Top Hashtags in Tweet in G8:
[1] attaldemission

Top Hashtags in Tweet in G9:
[27] ملتقى_الاستثمار_والشركات_الناشئة
[4] مهرجان_ليالي_الشتاء
[2] جاهزية_رائد_الأعمال
[2] ريادة_وتمكين
[1] جسر_نحو_المستقبل
[1] امد_الدقم٢٢

Top Words
Top Words in Tweet in Entire Graph:
[1405] #datamining
[1382] datamining
[1160] #datascience
[1033] #machinelearning
[1017] #ai
[915] #bigdata
[759] rosanaferrero
[717] #analytics
[655] data
[653] #python

Top Words in Tweet in G1:
[982] #datamining
[982] #ai
[939] #machinelearning
[851] #bigdata
[652] #datascience
[626] #analytics
[622] #python
[524] #data
[438] kirkdborne
[392] analytics_699

Top Words in Tweet in G2:
[648] rosanaferrero
[478] #datascience
[420] #stats
[420] #dataviz
[411] datos
[264] cómo
[260] tus
[238] quieres
[221] #
[218] mano

Top Words in Tweet in G3:
[328] datamining
[327] splatoon
[323] nachol__
[308] seems
[227] players
[211] splatfest
[211] match
[211] bonification
[211] appear
[211] during

Top Words in Tweet in G4:
[152] #datamining
[123] datamining
[109] data
[32] #dataentry
[27] mining
[26] entry
[25] #data
[22] web
[19] #leadgeneration
[18] scraping

Top Words in Tweet in G5:
[184] datamining
[182] _xcelest
[181] online
[181] showdown
[181] variant
[181] art
[181] toukasc
[181] sword
[181] collab
[181] thread

Top Words in Tweet in G6:
[174] datamining
[47] zones
[33] game
[29] shit
[28] information
[28] zone
[28] think
[26] codes
[25] actually
[24] dropped

Top Words in Tweet in G7:
[156] nft
[117] vyvorox
[116] founders
[78] pays
[78] packs
[78] fit
[78] helps
[78] stay
[78] communities
[78] unique

Top Words in Tweet in G8:
[33] fin
[26] registres
[25] caractère
[25] veut
[25] européenne
[25] l'union
[25] effectifs
[25] mettre
[25] public
[25] cour

Top Words in Tweet in G9:
[52] في
[36] riyadaom
[32] ديسمبر
[29] فرصة
[28] مركز
[27] 13
[27] للمؤتمرات
[27] المشاركة
[27] تفوتوا
[27] ر

Top Words in Tweet in G10:
[41] datamining
[23] apex
[17] gdolphn
[16] maps
[16] handed
[16] caught
[16] red
[11] game
[8] stuff
[8] files

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[411] #dataviz,#stats
[399] #datascience,#dataviz
[353] #ai,#python
[328] splatoon,datamining
[323] nachol__,splatoon
[308] #analytics,#machinelearning
[305] #bulk,#data
[300] #machinelearning,#ai
[275] #scraping,#datamining
[264] #selling,#bulk

Top Word Pairs in Tweet in G1:
[352] #ai,#python
[305] #bulk,#data
[298] #machinelearning,#ai
[274] #scraping,#datamining
[264] #selling,#bulk
[258] #analytics,#machinelearning
[215] #analytics,#bigdata
[211] #socialmedia,#scraping
[211] 3k,plus
[208] cursortek,#selling

Top Word Pairs in Tweet in G2:
[356] #dataviz,#stats
[341] #datascience,#dataviz
[236] rosanaferrero,quieres
[218] quieres,analizar
[218] gustaría,comunicar
[218] tus,datos
[218] mano,esquema
[218] esquema,#datascience
[218] cómo,gustaría
[218] analizar,cómo

Top Word Pairs in Tweet in G3:
[327] splatoon,datamining
[323] nachol__,splatoon
[211] match,during
[211] won,bonification
[211] during,splatfest
[211] bonification,match
[211] datamining,seems
[211] splatfest,appear
[211] seems,players
[211] players,won

Top Word Pairs in Tweet in G4:
[26] data,mining
[25] data,entry
[15] #dataentry,#datamining
[11] web,scraping
[9] lead,generation
[9] #datamining,#email
[8] #sales,#coldoutreach
[8] #email,#sales
[8] datamining,zones
[8] datamining,reveals

Top Word Pairs in Tweet in G5:
[181] day,datamining
[181] datamining,thread
[181] variant,showdown
[181] collab,toukasc
[181] thread,collab
[181] showdown,day
[181] sword,art
[181] online,variant
[181] art,online
[180] _xcelest,sword

Top Word Pairs in Tweet in G6:
[25] datamining,zones
[22] datamining,codes
[22] think,datamining
[21] slow,roasted
[21] codes,information
[21] shit,pie
[21] roasted,peach
[21] information,regions
[21] fuckin,slow
[21] pudding,shit

Top Word Pairs in Tweet in G7:
[78] helps,global
[78] fit,founders
[78] stay,fit
[78] unique,nft
[78] founders,packs
[78] provide,unique
[78] packs,provide
[78] nft,nft
[78] global,communities
[78] pays,stay

Top Word Pairs in Tweet in G8:
[25] public,registres
[25] cour,justice
[25] mettre,fin
[25] fin,caractère
[25] veut,mettre
[25] européenne,veut
[25] bénéficiaires,effectifs
[25] registres,bénéficiaires
[25] caractère,public
[25] justice,l'union

Top Word Pairs in Tweet in G9:
[27] عمان,للمؤتمرات
[27] للمؤتمرات,والمعارض
[27] تفوتوا,فرصة
[27] يوف,ر
[27] ديسمبر,2022
[27] 13,12
[27] لا,تفوتوا
[27] في,#ملتقى_الاستثمار_والشركات_الناشئة
[27] مركز,عمان
[27] 12,ديسمبر

Top Word Pairs in Tweet in G10:
[18] datamining,apex
[16] apex,maps
[16] caught,datamining
[16] red,handed
[16] maps,red
[15] gdolphn,caught
[8] game,files
[7] datamining,game
[6] interesting,stuff
[6] pretty,interesting

Top Replied-To
Top Replied-To in Entire Graph:
@raven_apex
@elonmusk
@cryssylol
@_vaihaiia_
@teradata
@hiswattson
@coldjyn
@sweetdreamsh1
@inhuman
@nokokopuffs

Top Replied-To in G1:
@nexgendataentry
@antgrasso
@aztecross

Top Replied-To in G4:
@glanceresearch

Top Replied-To in G6:
@raven_apex
@cryssylol
@hiswattson
@coldjyn
@sweetdreamsh1
@zachmazer
@9impu1se
@pvpx_
@itszdavis
@k4shera

Top Replied-To in G8:
@mariewe90229652
@cgtcadrestechs

Top Replied-To in G10:
@inhuman
@raven_apex
@cevygoat
@kralrindo
@k_yan1
@gdolphn
@apex_comps
@rayreign88

Top Mentioned
Top Mentioned in Entire Graph:
@rosanaferrero
@kirkdborne
@analytics_699
@nachol__
@_xcelest
@toukasc
@vyvorox
@eli_krumova
@cursortek
@lucasplendore75

Top Mentioned in G1:
@kirkdborne
@analytics_699
@rosanaferrero
@eli_krumova
@cursortek
@globaliqx
@lucasplendore75
@artificicenter
@nist
@digitalhealthxx

Top Mentioned in G2:
@rosanaferrero
@kjhealy
@alicjagosiewska
@hbaniecki
@gp_pulipaka
@dataandme
@kirkdborne
@kunindaniel
@nist
@patilindrajeets

Top Mentioned in G3:
@nachol__
@coxxs

Top Mentioned in G4:
@muhammadannusq1
@sajadayasmin9
@nazmulalways
@mishaboseby

Top Mentioned in G5:
@_xcelest
@toukasc

Top Mentioned in G6:
@dropped
@monsoongg
@tsm_albralelie
@sweetdreamsh1
@jakesucky
@raven_apex
@9impu1se
@imperialhal
@hiswattson
@scuwry

Top Mentioned in G7:
@vyvorox

Top Mentioned in G8:
@pjanuel
@gumichris
@franceinsoumise
@binetsophie
@humanite_fr
@charlotteleducv
@cgtcadrestechs
@mariewe90229652
@gabrielattal

Top Mentioned in G9:
@riyadaom
@sanad_serv
@aminaalhashme

Top Mentioned in G10:
@gdolphn
@ptalm
@kralrindo
@explainwattson_
@realsteddyreddy
@ggsnavely
@inhuman

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@nblackthorne
@sgh_rts
@cybersecurityn8
@blazedrts
@susanneleist
@charlesfrize
@_redfrog
@vonrosenchild

Top Tweeters in G1:
@sectest9
@chidambara09
@cybersecurityn8
@o_fabriciosouza
@dataaugmented
@rvp
@education_24x7
@hubofml
@godfrey_g_
@ml_tweet_bot

Top Tweeters in G2:
@toudajew
@scratchinpro
@juliocardenascr
@patricia_lf
@bbbcccnnn
@davidmaldonadoc
@domingonarvaez1
@jcgo810326
@rikardogonzalez
@izagaangeles

Top Tweeters in G3:
@alexalchemy1
@xenojaed
@sachiko_fox497
@akitota
@twilight_hills
@artistsince05
@sourgummyes
@mantidate
@sonicflameclaw
@ms_skeletor

Top Tweeters in G4:
@shivani_1970
@ihirejobalerts
@psuitenetwork
@2021rcfc
@blazehedgehog
@slimefiend
@nehemoth
@rodrigoflausino
@kenpxchii
@blightcharm

Top Tweeters in G5:
@st345m
@gameskenshin
@ai_ei555
@talesofmuffin
@sarahbamboo
@korhddrebirth
@5chrisredfield3
@fuenoyess
@bigbrourriza
@sapphiim

Top Tweeters in G6:
@thegaychel
@basassang
@_knock_
@notjeselle
@fuckjavan
@joelcupcake
@cryssylol
@hlanganani_sa
@binny35p
@samsungus

Top Tweeters in G7:
@nblackthorne
@susanneleist
@birdwriter7
@mainchannel_
@sukeji_handa
@okrogules
@lindsayromantic
@products_hot
@lynnrosedesign
@devin_salesman

Top Tweeters in G8:
@_redfrog
@libertaire10
@helviala
@darioritum
@andjo_annie
@amrenaudie
@alaindu891
@rebeudesbois73
@kerangle
@louloudemamina

Top Tweeters in G9:
@rash__3tar
@moon000087
@shomook212
@omani_sohar
@monalbaloshiah
@ibn_oman2020
@moon_me91
@e02x1
@mx8rx
@abukhalid775

Top Tweeters in G10:
@32beatdown
@brendnyespinosa
@jellyfishcommak
@ptalm
@inhuman
@apex_comps
@gdolphn
@prote_iwnl
@eksearom
@darkrednecks


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