datamining, Twitter, 7/4/2022 10:47:10 AM, 279005


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datamining_2022-07-03_23-45-00.xlsx
datamining_2022-07-03_23-45-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 04, 2022
Short Description:
datamining via NodeXL https://bit.ly/3I9Dxvb
@kirkdborne
@ricardo_ik_ahau
@fabriciosx
@analytics_699
@globaliqx
@dagnum_pi
@wind4me
@theinsaneapp
@pyscalellc
@andi_staub

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

Description:
Description
The graph represents a network of 2,451 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, 04 July 2022 at 06:53 UTC.

The requested start date was Monday, 04 July 2022 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 13-day, 23-hour, 52-minute period from Monday, 20 June 2022 at 00:03 UTC to Sunday, 03 July 2022 at 23:55 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 : 2451
Unique Edges : 1386
Edges With Duplicates : 6501
Total Edges : 7887
Number of Edge Types : 5
Replies to : 217
Retweet : 2561
MentionsInRetweet : 3116
Tweet : 1458
Mentions : 535
Self-Loops : 1501
Reciprocated Vertex Pair Ratio : 0.0126894606979203
Reciprocated Edge Ratio : 0.02506091193874
Connected Components : 444
Single-Vertex Connected Components : 206
Maximum Vertices in a Connected Component : 1021
Maximum Edges in a Connected Component : 5532
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.690313
Graph Density : 0.00047843862147062
Modularity : 0.345402
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,451 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, 04 July 2022 at 06:53 UTC.

The requested start date was Monday, 04 July 2022 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 13-day, 23-hour, 52-minute period from Monday, 20 June 2022 at 00:03 UTC to Sunday, 03 July 2022 at 23:55 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:
[68] https://www.datasciencecentral.com/140-machine-learning-formulas/amp/
[62] https://dafriedman97.github.io/mlbook/content/introduction.html
[51] https://archive.siam.org/meetings/sdm10/tutorial3.pdf
[51] https://semicolonit.com/website-design-company-bangladesh/
[44] https://twinybots.ch/
[43] https://www.linkedin.com/slink?code=gz_acwH
[42] https://www.fiverr.com/share/dDRXe0
[34] http://www.datasciencecentral.com/profiles/blogs/a-complete-tutorial-to-learn-data-science-with-python-from?overrideMobileRedirect=1
[34] https://tdan.com/data-mining-use-cases/29521
[32] http://www.fiverr.com/120500050?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=ak3mjQ

Top URLs in Tweet in G1:
[44] https://semicolonit.com/website-design-company-bangladesh/
[42] https://www.fiverr.com/share/dDRXe0
[32] http://www.fiverr.com/120500050?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=ak3mjQ
[31] https://cursortek.com/business-data-details.php?country=us&category=home-cleaning
[31] https://www.fiverr.com/cursortek/scrape-search-engine-and-business-profile
[31] https://cursortek.com/business-data-details.php?country=us&category=insurance
[31] https://cursortek.com/business-data-details.php?country=us&category=accountants
[31] https://cursortek.com/business-data-details.php?country=us&category=real-estate-agents
[31] https://cursortek.com/business-data-details.php?country=us&category=massage-therapy
[31] https://cursortek.com/business-data-details.php?country=us&category=car-wash

Top URLs in Tweet in G2:
[41] https://dafriedman97.github.io/mlbook/content/introduction.html
[40] https://www.datasciencecentral.com/140-machine-learning-formulas/amp/
[39] https://archive.siam.org/meetings/sdm10/tutorial3.pdf
[28] http://www.datasciencecentral.com/profiles/blogs/a-complete-tutorial-to-learn-data-science-with-python-from?overrideMobileRedirect=1
[18] https://www.datasciencecentral.com/profiles/blogs/book-artificial-intelligence-with-python-1
[17] https://www.datasciencecentral.com/profiles/blogs/github-material
[17] https://www.datasciencecentral.com/profiles/blogs/textbook-probability-course-harvard-university
[17] https://www.datasciencecentral.com/profiles/blogs/new-books-and-resources-for-dsc-members
[15] https://www.datasciencecentral.com/profiles/blogs/comparison-of-the-text-distance-metrics
[13] https://www.amazon.com/Process-Mining-Action-Principles-Outlook/dp/303040174X?dchild=1&qid=1620143241&refinements=p_27:Lars+Reinkemeyer&s=books&sr=1-1&text=Lars+Reinkemeyer&linkCode=sl1&tag=kirkdborne-20&linkId=c6e532a56a39d843403166b545c32419&language=en_US&ref_=as_li_ss_tl

Top URLs in Tweet in G3:
[11] https://twinybots.ch/
[4] https://premiummsp.us
[3] https://tdan.com/data-mining-use-cases/29521
[2] https://www.lavanguardia.com/tecnologia/20220621/8352554/profesiones-futuro-sonar-d.html
[2] https://www.fiverr.com/
[2] https://www.allianzebpo.com/web-research-data-mining
[2] https://techjobsfair.com/India
[2] https://thedatascientist.com/learning-curves-scikit-learn/?utm_source=rss&utm_medium=rss&utm_campaign=learning-curves-scikit-learn
[2] https://thehackernews.com/2022/06/us-fcc-commissioner-asks-apple-and.html?_m=3n%2e009a%2e2773%2efo0ao08rrb%2e1rt5
[2] https://wamaeallen.com/why-all-and-sundry-must-be-weary-about-kras-data-mining-labs

Top URLs in Tweet in G4:
[8] https://thenewstack.io/how-to-build-a-data-science-enablement-team/?utm_content=buffer69d24&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://www.bbntimes.com/science/data-science-vs-data-analytics-what-are-the-differences-similarities?utm_content=buffer83efa&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.businessleader.co.uk/how-businesses-can-leverage-big-data-to-make-big-profits/?utm_content=bufferdeef5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.indianext.co.in/how-ai-is-used-for-data-access-governance/?utm_content=bufferfd602&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.datasciencecentral.com/140-machine-learning-formulas/amp/
[2] https://www.analyticsinsight.net/top-handy-tips-to-achieve-big-data-success-in-your-company/?utm_content=buffer1312a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.datamation.com/artificial-intelligence/ai-robots-may-run-half-cloud-data-centers/?utm_content=buffer3e94d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://tdan.com/data-mining-use-cases/29521
[1] https://www.itbusinessedge.com/storage/big-data-storage/?utm_content=bufferebb8b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.meritalk.com/articles/data-maintenance-holds-the-key-in-ai-implementation-experts-say/?utm_content=bufferd2a19&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G7:
[2] https://fm4.orf.at/stories/3025523/
[1] https://fm4.orf.at/stories/3025672/

Top URLs in Tweet in G8:
[2] https://discord.com/invite/mariokarttours
[1] https://twitter.com/6amerbr0/status/1495350026998108162

Top URLs in Tweet in G9:
[9] https://forum.warthunder.com/index.php?/topic/557892-update-217044-217043-xbox-playstation/

Top URLs in Tweet in G10:
[13] https://www.youtube.com/watch?v=yGNxPoGsj-M

[4] https://www.analyticsinsight.net/the-importance-of-data-and-analytics-in-fraud-prevention/
[4] https://www.datasciencecentral.com/profiles/blogs/deep-learning-techniques-for-cyber-security
[3] https://sekur.com/
[3] https://www.youtube.com/watch?v=x5p4lr3Hjks&feature=youtu.be

[3] https://www.youtube.com/watch?v=-0a2B5kjYJk&feature=youtu.be

[3] https://www.analyticsinsight.net/5-use-cases-of-data-matching/
[2] https://newtothestreet.com/sekur-private-data-ltd-s-interview-with-mr-alain-ghiai-ceo-6
[2] https://www.youtube.com/watch?v=Nq45K4TQZeE&feature=youtu.be

[2] https://www.youtube.com/watch?v=t8e86S2FiK4&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[282] datasciencecentral.com
[264] amazon.com
[248] cursortek.com
[131] fiverr.com
[111] twitter.com
[62] github.io
[61] youtube.com
[60] blogspot.com
[52] linkedin.com
[51] siam.org

Top Domains in Tweet in G1:
[248] cursortek.com
[234] amazon.com
[110] fiverr.com
[84] datasciencecentral.com
[57] blogspot.com
[44] semicolonit.com
[39] globalbigdataconference.com
[37] freelancer.com
[29] tdan.com
[22] twitter.com

Top Domains in Tweet in G2:
[187] datasciencecentral.com
[41] github.io
[39] siam.org
[29] amazon.com
[7] medium.com
[7] theinsaneapp.com
[7] semicolonit.com
[6] stanford.edu
[4] google.com
[3] archive.org

Top Domains in Tweet in G3:
[20] fiverr.com
[17] twitter.com
[11] twinybots.ch
[7] linkedin.com
[5] youtube.com
[5] premiummsp.us
[3] tdan.com
[3] bpodataentryhelp.com
[3] twitch.tv
[3] anneleggthrive.com

Top Domains in Tweet in G4:
[8] thenewstack.io
[7] bbntimes.com
[6] co.uk
[3] co.in
[3] datasciencecentral.com
[2] analyticsinsight.net
[2] datamation.com
[2] tdan.com
[1] itbusinessedge.com
[1] meritalk.com

Top Domains in Tweet in G7:
[3] orf.at

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

Top Domains in Tweet in G9:
[9] warthunder.com

Top Domains in Tweet in G10:
[29] youtube.com
[11] twitter.com
[9] analyticsinsight.net
[6] datasciencecentral.com
[3] sekur.com
[3] google.com
[2] youtu.be
[2] yahoo.com
[2] newtothestreet.com
[1] benzinga.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1924] datamining
[923] bigdata
[836] machinelearning
[800] ai
[783] datascience
[532] data
[519] python
[421] bulk
[398] analytics
[352] scraping



Top Hashtags in Tweet in G1:
[1101] datamining
[570] bigdata
[540] ai
[446] machinelearning
[439] data
[404] python
[395] bulk
[383] datascience
[351] scraping
[326] analytics

Top Hashtags in Tweet in G2:
[279] datascience
[270] machinelearning
[234] bigdata
[142] ai
[98] 100daysofcode
[83] python
[79] abdsc
[78] datamining
[76] datascientists
[66] deeplearning

Top Hashtags in Tweet in G3:
[179] datamining
[26] data
[25] machinelearning
[23] dataentry
[21] ai
[19] datascience
[16] bigdata
[11] artificialintelligence
[11] marketing
[10] dataanalytics

Top Hashtags in Tweet in G4:
[80] datamining
[65] datascience
[62] ai
[58] bigdata
[43] machinelearning
[23] artificialintelligence
[18] infographic
[16] dataanalytics
[15] fintech
[15] robotics

Top Hashtags in Tweet in G6:
[1] datamining
[1] nothanks
[1] tnleg

Top Hashtags in Tweet in G7:
[75] cia
[75] swift
[54] datamining

Top Hashtags in Tweet in G8:
[60] mariokarttour
[16] mktn

Top Hashtags in Tweet in G10:
[157] datamining
[131] email
[91] sekur
[78] messaging
[59] cybersecurity
[58] locationmining
[54] phonenumbers
[51] privacy
[45] agent
[45] listing

Top Words
Top Words in Tweet in Entire Graph:
[1924] #datamining
[992] data
[923] #bigdata
[836] #machinelearning
[800] #ai
[783] #datascience
[702] datamining
[634] kirkdborne
[534] #data
[519] #python

Top Words in Tweet in G1:
[1101] #datamining
[617] data
[570] #bigdata
[540] #ai
[446] #machinelearning
[440] #data
[404] #python
[397] cursortek
[395] #bulk
[383] #datascience

Top Words in Tweet in G2:
[407] kirkdborne
[279] #datascience
[270] #machinelearning
[243] pdf
[234] #bigdata
[200] free
[142] #ai
[113] ebooks
[99] 100
[99] theinsaneapp

Top Words in Tweet in G3:
[179] #datamining
[112] data
[80] datamining
[39] mining
[26] #data
[25] #machinelearning
[23] #dataentry
[23] more
[21] #ai
[21] entry

Top Words in Tweet in G4:
[80] #datamining
[65] #datascience
[62] #ai
[58] #bigdata
[43] #machinelearning
[26] globaliqx
[24] andi_staub
[24] antgrasso
[23] #artificialintelligence
[20] financial

Top Words in Tweet in G5:
[109] datamining
[107] origins
[105] sonic
[104] ultimashadowx
[104] done
[104] found
[104] something
[104] interesting
[104] apparently
[104] 100

Top Words in Tweet in G6:
[91] hey
[91] 7eleven
[91] need
[91] scan
[91] license
[91] legally
[91] buy
[91] cigarettes
[91] law
[90] gracienunyabiz

Top Words in Tweet in G7:
[129] die
[76] kommission
[75] #cia
[75] #swift
[75] eu
[54] #datamining
[51] harkank
[51] seit
[50] behauptet
[50] keine

Top Words in Tweet in G8:
[111] datamining
[98] kart_tour
[88] pipe
[84] news
[84] tour
[78] bangkok
[60] #mariokarttour
[59] special
[46] one
[46] week

Top Words in Tweet in G9:
[66] pj_shoui
[43] wt
[30] datamining
[30] seeker
[30] warm
[30] 1sec
[19] 先日dataminingされたドイツのデカールといい新しくdataminingされたイギリスのも良いなこれ
[13] dataminingされた新しいデカール
[9] bundeswehr
[9] day

Top Words in Tweet in G10:
[157] #datamining
[131] #email
[103] swisf
[91] #sekur
[87] info
[78] #messaging
[66] sekurprivate
[59] #cybersecurity
[58] #locationmining
[58] cdldata

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[421] #bulk,#data
[284] #scraping,#datamining
[283] #selling,#bulk
[277] #ai,#python
[274] #bigdata,#ai
[265] #analytics,#bigdata
[249] #hotels,#restaurants
[249] #restaurants,#leads
[249] #socialmedia,#scraping
[237] #bigdata,#datascience

Top Word Pairs in Tweet in G1:
[395] #bulk,#data
[283] #scraping,#datamining
[270] #selling,#bulk
[250] #ai,#python
[248] #hotels,#restaurants
[248] #restaurants,#leads
[248] #socialmedia,#scraping
[235] #analytics,#bigdata
[228] #bigdata,#ai
[222] 3k,plus

Top Word Pairs in Tweet in G2:
[127] #bigdata,#datascience
[99] 100,free
[92] kirkdborne,100
[88] free,#datascience
[88] #datascience,ebooks
[88] ebooks,downloadable
[88] downloadable,pdf
[88] pdf,beginners
[88] beginners,experts
[88] experts,theinsaneapp

Top Word Pairs in Tweet in G3:
[32] data,mining
[20] data,entry
[10] #dataentry,#datamining
[8] #data,#datamining
[8] #machinelearning,#datamining
[7] #datamining,#bigdata
[7] #datamining,#data
[6] data,science
[6] mail,support
[6] read,more

Top Word Pairs in Tweet in G4:
[27] #ai,#datamining
[18] #bigdata,#ai
[16] #bigdata,#datascience
[15] #machinelearning,#imageannotation
[14] #datascience,#machinelearning
[14] #machinelearning,clouds
[14] clouds,perspective
[14] perspective,future
[14] future,#ai
[14] #datamining,#robotics

Top Word Pairs in Tweet in G5:
[104] done,datamining
[104] datamining,sonic
[104] sonic,origins
[104] origins,found
[104] found,something
[104] something,interesting
[104] interesting,apparently
[104] apparently,100
[104] 100,games
[103] ultimashadowx,done

Top Word Pairs in Tweet in G6:
[91] hey,7eleven
[91] 7eleven,need
[91] need,scan
[91] scan,license
[91] license,legally
[91] legally,buy
[91] buy,cigarettes
[91] cigarettes,law
[90] gracienunyabiz,hey

Top Word Pairs in Tweet in G7:
[75] eu,kommission
[50] #cia,#datamining
[50] #datamining,#swift
[50] #swift,die
[50] die,eu
[50] kommission,behauptet
[50] behauptet,keine
[50] keine,kenntnis
[50] kenntnis,davon
[50] davon,die

Top Word Pairs in Tweet in G8:
[78] bangkok,tour
[78] kart_tour,news
[59] news,datamining
[46] datamining,special
[46] one,week
[46] week,pipe
[46] tour,going
[46] going,pull
[42] special,pipe
[42] pipe,one

Top Word Pairs in Tweet in G9:
[37] pj_shoui,wt
[30] wt,datamining
[30] datamining,seeker
[30] seeker,warm
[30] warm,1sec
[18] pj_shoui,先日dataminingされたドイツのデカールといい新しくdataminingされたイギリスのも良いなこれ
[13] wt,dataminingされた新しいデカール
[9] dataminingされた新しいデカール,bundeswehr
[9] bundeswehr,day
[9] 今朝ツイートしたミサイルの起動時間と作動時間に関するdataminingですが,パッチで適用されました

Top Word Pairs in Tweet in G10:
[77] #email,#messaging
[65] sekurprivate,swisf
[58] #datamining,#locationmining
[53] #messaging,#phonenumbers
[50] #sekur,#privacy
[45] use,#sekur
[45] #agent,#listing
[45] #listing,#datamining
[45] #datamining,#lender
[45] #lender,#skiptracing

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@analytics_699
@theinsaneapp
@cursortek
@ultimashadowx
@kart_tour
@7eleven
@gracienunyabiz
@sekurprivate
@corpus_news

Top Mentioned in G1:
@kirkdborne
@analytics_699
@cursortek
@corpus_news
@theinsaneapp
@kred
@technoholic_me
@digideals_tech
@tanjilasmm
@bigdataconf

Top Mentioned in G2:
@kirkdborne
@theinsaneapp
@analyticsvidhya
@datasci
@datasciencectrl
@analytics_699
@farhafirobin
@digideals_tech
@stanford
@afshinea

Top Mentioned in G3:
@fiverrvirtual
@retirefund
@saswyd
@rtctek
@fahimaakterrim1
@allianzebpo1
@clickmyproject
@facts_about_bk

Top Mentioned in G4:
@globaliqx
@andi_staub
@antgrasso
@ingliguori
@mvollmer1
@enfusesolution
@haroldsinnott
@avrohomg
@heptagontech

Top Mentioned in G5:
@ultimashadowx
@tenioenaisora
@frandarkstar

Top Mentioned in G6:
@7eleven
@gracienunyabiz

Top Mentioned in G7:
@harkank
@honkhase
@moritzkoerner

Top Mentioned in G8:
@kart_tour
@koopavocelot
@mariokartactu
@6amerbr0
@caffeinatedbolt

Top Mentioned in G9:
@pj_shoui

Top Mentioned in G10:
@sekurprivate
@newsmax
@americanagenda
@afnan9_eng
@kirkdborne
@analyticsinme
@ealgahtany
@chuckdbrooks
@andysandland
@anacompinc

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@applesupport
@animatorspal
@cybersecurityn8
@javascriptd
@jfsebastian146
@evankirstel

Top Tweeters in G1:
@sectest9
@xaelbot
@codedailybot
@animatorspal
@cybersecurityn8
@javascriptd
@jfsebastian146
@fabriciosx
@hubofml
@codewithtwitchi

Top Tweeters in G2:
@chidambara09
@dataaugmented
@santchiweb
@pvalsfr
@scieducation1
@jayeshmthakur
@joseph_santoro
@delhimuse
@sachatb
@kirkdborne

Top Tweeters in G3:
@datascience__
@7wdata
@horngal
@the_mamu
@afrodykee
@ichinadian
@khawlis
@lucian2drei
@mstea_ebooks
@metallicseraph

Top Tweeters in G4:
@evankirstel
@wordrefiner
@nicochan33
@data_nerd
@lkafle
@drferdowsi
@debraruh
@spirosmargaris
@adeyemoadekunl2
@pvynckier

Top Tweeters in G5:
@onthedownlotho
@scottymcshotty
@madkaiser98
@davynavy__
@rolandreaming
@catkid_neo
@chaoticgoodpal1
@ccc_1933
@wolfknight2104
@luckyhre

Top Tweeters in G6:
@vebo1991
@earthgirlzreazy
@toscaausten
@jver2me
@speakinfromtn
@rdrhwke
@groth1945
@dadnme88
@awlatlanta
@ram0667

Top Tweeters in G7:
@glynmoody
@clboy001
@leyrer
@echeloni2p
@zeisbaerger
@fxdx
@honkhase
@grimneko
@bujuthebear
@toobdesign

Top Tweeters in G8:
@maslowluver4evr
@marcosvitorlope
@edwardsabavo
@6amerbr0
@sascharaab1
@sarahbear6391
@therealbowser64
@lr_kenji
@xjsauls36
@crashr3

Top Tweeters in G9:
@momizisaki97
@amatukaze2014
@mofritin_garand
@greendevil8578
@np_gldemo_lisa
@yuki97331
@syarisycri
@1llytusywyokn2t
@sb_555c_fs
@atuagenimono

Top Tweeters in G10:
@rvp
@calcaware
@technojeder
@newsmax
@cybazesocial
@richardkimphd
@secdevb
@chuckdbrooks
@doree
@poldocarbon