datamining, Twitter, 10/11/2021 7:04:08 AM, 264288


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datamining_2021-10-10_23-30-38.xlsx
datamining_2021-10-10_23-30-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 11, 2021
Short Description:
datamining via NodeXL https://bit.ly/3BvDw0z
@donlew87
@albertan48
@kirkdborne
@ingliguori
@ume_kyd
@analytics_699
@mvollmer1
@codewithtwitchi
@thinksysinc
@dataposts

Top hashtags:
#datamining
#ai
#machinelearning
#bigdata
#analytics
#rstats
#python
#data
#reactjs

Description:
Description
The graph represents a network of 3,309 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, 11 October 2021 at 06:38 UTC.

The requested start date was Monday, 11 October 2021 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, 17-minute period from Monday, 27 September 2021 at 00:29 UTC to Sunday, 10 October 2021 at 23:46 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 : 3309
Unique Edges : 1972
Edges With Duplicates : 10649
Total Edges : 12621
Number of Edge Types : 5
Replies to : 380
Mentions : 629
Retweet : 4460
MentionsInRetweet : 5425
Tweet : 1727
Self-Loops : 1855
Reciprocated Vertex Pair Ratio : 0.0111757857974389
Reciprocated Edge Ratio : 0.0221045360349988
Connected Components : 591
Single-Vertex Connected Components : 257
Maximum Vertices in a Connected Component : 1313
Maximum Edges in a Connected Component : 8857
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 4.270014
Graph Density : 0.00039675970741187
Modularity : 0.325877
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,309 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, 11 October 2021 at 06:38 UTC.

The requested start date was Monday, 11 October 2021 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, 17-minute period from Monday, 27 September 2021 at 00:29 UTC to Sunday, 10 October 2021 at 23:46 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:
[104] https://twinybots.ch/
[101] https://www.fiverr.com/share/ro2vmr
[100] https://www.datasciencecentral.com/profiles/blogs/learn-machinelearning-coding-basics-in-a-weekend-glossary-and
[84] https://www.datasciencecentral.com/profiles/blogs/new-books-and-resources-for-dsc-members
[67] https://www.fiverr.com/share/gxG1XE
[65] https://www.fiverr.com/share/Ej57de
[61] https://www.datasciencecentral.com/profiles/blogs/new-book-foundations-of-data-science-from-microsoft-research-lab
[53] https://www.fiverr.com/share/dDRXe0
[51] https://www.fiverr.com/share/EjlywD
[50] https://dy.si/wQpyV

Top URLs in Tweet in G1:
[99] https://www.datasciencecentral.com/profiles/blogs/learn-machinelearning-coding-basics-in-a-weekend-glossary-and
[53] https://www.fiverr.com/share/dDRXe0
[35] http://www.fiverr.com/120500050?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=ak3mjQ
[33] https://cursortek.com/business-data-details.php?country=us&category=home-cleaning
[33] https://cursortek.com/business-data-details.php?country=us&category=massage-therapy
[33] https://cursortek.com/business-data-details.php?country=us&category=car-wash
[33] https://cursortek.com/business-data-details.php?country=us&category=acupuncture
[33] https://cursortek.com/business-data-details.php?country=us&category=medical-centers
[32] https://www.fiverr.com/cursortek/scrape-search-engine-and-business-profile
[32] https://cursortek.com/business-data-details.php?country=us&category=insurance

Top URLs in Tweet in G2:
[1] https://twitter.com/DonLew87/status/1442444288009244674

Top URLs in Tweet in G3:
[13] https://www.linkedin.com/slink?code=gz_acwH
[11] https://twinybots.ch/
[5] https://www.fiverr.com/share/27Zxar
[4] http://www.radio-on-berlin.com/?p=5859
[4] https://radioon.out.airtime.pro/radioon_a
[3] https://kotaku.com/nickelodeon-all-star-brawl-datamining-hints-at-future-c-1847801466
[3] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3plc2hhbmFsaTE1MzQvZG8tZGF0YS1lbnRyeS1leGNlbC1mb3JtdWxhLWV4Y2VsLXBsb3QtZXhjZWwtcGxvdC1hbmQtaW50ZXJuZXQtc2VhcmNoPw==&uuid=10795213-27e7-11ec-a3ac-5058615a6f42&vid=
[2] http://www.globalbigdataconference.com/news/146933/nosql-database-types-explained-column-oriented-databases.html
[2] https://api.whatsapp.com/send?phone=&text=&source=&data=
[2] https://airccse.org/journal/ijdkp/ijdkp.html

Top URLs in Tweet in G4:
[1] https://twitter.com/AnonyMooseXIV/status/1445754387297493003
[1] https://gamerssuffice.com/final-fantasy-xiv-is-banning-players-over-datamining/

Top URLs in Tweet in G5:
[50] https://www.datasciencecentral.com/profiles/blogs/new-books-and-resources-for-dsc-members
[41] https://www.datasciencecentral.com/profiles/blogs/new-book-foundations-of-data-science-from-microsoft-research-lab
[32] https://www.datasciencecentral.com/profiles/blogs/free-book-probability-and-statistics-cookbook
[24] https://engage.bah.com/Article/Redirect/636f5e62-57e3-44e7-a07d-17f609774473?uc=30185&g=645b1a04-9576-4d38-bd36-6060cadc3565&f=146429
[20] https://dy.si/wQpyV
[11] 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
[10] https://www.datasciencecentral.com/profiles/blogs/deep-learning-techniques-for-cyber-security
[10] https://www.mdpi.com/2078-2489/10/4/122
[10] https://www.amazon.com/gp/product/1593276516/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1593276516&linkCode=as2&tag=kirkdborne-20&linkId=ab334c63fc5dbb8649440d3bf5fd0bbc
[10] https://www.datasciencecentral.com/profiles/blogs/book-artificial-intelligence-with-python-1

Top URLs in Tweet in G6:
[78] https://twinybots.ch/
[31] https://r-charts.com/flow/chord-diagram/
[26] https://kotaku.com/nickelodeon-all-star-brawl-datamining-hints-at-future-c-1847801466?utm_campaign=Kotaku&utm_content=1633449011&utm_medium=SocialMarketing&utm_source=twitter
[23] https://r-charts.com/evolution/ggstream/
[16] https://github.com/mjskay/ggdist
[16] https://www.r-bloggers.com/2020/11/corporate-identity-graphics-in-r-2/
[14] https://r-charts.com/flow/waterfall-chart/
[14] https://www.freelancer.com/projects/web-scraping/Scrapping-data-from-mobile-app/?ngsw-bypass=&w=f
[13] https://www.cio.com/article/3634353/what-is-data-mining-finding-patterns-and-trends-in-data.html
[13] https://www.analyticsvidhya.com/blog/2021/09/guide-for-data-analysis-from-data-extraction-to-dashboard/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G7:
[2] https://eqp.datamining.om/estebyanar/estfkjrk2021920202953

Top URLs in Tweet in G10:
[3] https://discord.com/invite/mariokarttours
[3] https://discord.com/invite/Mk5arUKQ
[1] https://twitter.com/kart_tour/status/1443879276223385607

Top Domains
Top Domains in Tweet in Entire Graph:
[552] fiverr.com
[424] datasciencecentral.com
[261] cursortek.com
[158] globalbigdataconference.com
[158] coachmee.com
[148] freelancer.com
[104] twinybots.ch
[103] twitter.com
[101] medium.com
[94] amazon.com

Top Domains in Tweet in G1:
[261] cursortek.com
[227] datasciencecentral.com
[154] globalbigdataconference.com
[152] coachmee.com
[123] fiverr.com
[61] medium.com
[52] amazon.com
[41] freelancer.com
[29] dy.si
[21] bah.com

Top Domains in Tweet in G2:
[1] twitter.com

Top Domains in Tweet in G3:
[37] twitter.com
[28] fiverr.com
[17] linkedin.com
[11] twinybots.ch
[7] medium.com
[5] youtube.com
[5] kotaku.com
[4] radio-on-berlin.com
[4] airtime.pro
[3] google.com

Top Domains in Tweet in G4:
[1] twitter.com
[1] gamerssuffice.com

Top Domains in Tweet in G5:
[181] datasciencecentral.com
[41] amazon.com
[24] bah.com
[21] dy.si
[10] mdpi.com
[8] twinybots.ch
[2] freelancer.com
[2] dzone.com
[1] kotaku.com
[1] smitedatamining.com

Top Domains in Tweet in G6:
[104] freelancer.com
[78] twinybots.ch
[68] r-charts.com
[36] r-bloggers.com
[32] medium.com
[26] kotaku.com
[18] github.com
[13] cio.com
[13] analyticsvidhya.com
[13] yetanotherstartup.com

Top Domains in Tweet in G7:
[2] datamining.om

Top Domains in Tweet in G10:
[6] discord.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2657] datamining
[1382] ai
[1355] machinelearning
[1348] bigdata
[1244] analytics
[1150] rstats
[1144] python
[1119] data
[1005] reactjs
[950] datascience



Top Hashtags in Tweet in G1:
[1225] ai
[1150] bigdata
[1086] python
[1086] analytics
[1053] datamining
[1053] machinelearning
[1035] rstats
[995] reactjs
[742] data
[660] datascience

Top Hashtags in Tweet in G2:
[289] datamining

Top Hashtags in Tweet in G3:
[214] datamining
[42] dataentry
[25] datascience
[18] data
[18] bigdata
[17] machinelearning
[17] leadgeneration
[17] webresearch
[16] internetresearch
[15] webscraping

Top Hashtags in Tweet in G4:
[72] ffxiv
[1] warcraft

Top Hashtags in Tweet in G5:
[165] machinelearning
[128] bigdata
[124] abdsc
[114] datascience
[94] statistics
[74] datamining
[63] mathematics
[62] deeplearning
[55] analytics
[45] datascientists

Top Hashtags in Tweet in G6:
[314] datamining
[124] datascience
[110] rstats
[90] machinelearning
[40] dataentry
[24] data
[22] php
[22] python
[22] statistics
[17] ui

Top Hashtags in Tweet in G7:
[110] تعزيز
[1] عمان_تتهيأ_للانواء_المناخية

Top Hashtags in Tweet in G8:
[278] data
[123] datastorytelling
[42] analytics
[32] regtech
[32] datamining
[32] luxembourg
[31] distributors
[30] fund
[29] data4good
[28] innovation

Top Hashtags in Tweet in G9:
[1] ffxiv

Top Hashtags in Tweet in G10:
[40] mariokarttour
[4] mktn

Top Words
Top Words in Tweet in Entire Graph:
[2657] #datamining
[1382] #ai
[1355] #machinelearning
[1351] #data
[1348] #bigdata
[1244] #analytics
[1175] data
[1150] #rstats
[1144] #python
[1005] #reactjs

Top Words in Tweet in G1:
[1225] #ai
[1150] #bigdata
[1086] #python
[1086] #analytics
[1053] #datamining
[1053] #machinelearning
[1035] #rstats
[995] #reactjs
[822] cursortek
[809] #data

Top Words in Tweet in G2:
[289] #datamining
[284] donlew87
[278] gop
[278] information
[278] hence
[278] 'audits
[278] '
[278] fall
[278] okie
[278] doke

Top Words in Tweet in G3:
[214] #datamining
[115] data
[109] datamining
[42] #dataentry
[36] mining
[31] entry
[31] looking
[29] need
[25] #datascience
[25] more

Top Words in Tweet in G4:
[213] game
[193] datamining
[132] healthy
[93] story
[82] ketsuki_wow
[81] gooldaro
[75] getting
[74] seeing
[73] dear
[73] working

Top Words in Tweet in G5:
[253] kirkdborne
[168] pdf
[165] #machinelearning
[162] free
[128] #bigdata
[124] #abdsc
[114] #datascience
[94] #statistics
[74] #datamining
[72] ebook

Top Words in Tweet in G6:
[314] #datamining
[124] #datascience
[116] dataposts
[110] #rstats
[104] data
[90] #machinelearning
[63] coder
[63] rcoderweb
[55] web
[51] ggplot2

Top Words in Tweet in G7:
[137] شركة
[137] تنمية
[137] نفط
[137] عمان
[135] مع
[135] pdo_om
[135] عن
[135] التدريبي
[135] رفع
[135] قدرات

Top Words in Tweet in G8:
[401] #data
[341] ume_kyd
[180] value
[150] find
[149] different
[133] live
[123] skyline
[123] people
[123] story
[123] invisible

Top Words in Tweet in G9:
[73] datamining
[62] wow
[60] ffxiv
[59] zzeph_yr
[57] coming
[56] idk
[56] talk
[56] comes
[56] whoever
[56] kneecaps

Top Words in Tweet in G10:
[96] datamining
[90] tour
[89] kart_tour
[86] pipe
[74] news
[65] autumn
[60] special
[60] week
[43] one
[43] going

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[628] #bulk,#data
[619] #rstats,#reactjs
[600] #reactjs,#iot
[496] #analytics,#machinelearning
[472] #bigdata,#analytics
[453] #python,#rstats
[452] #ai,#python
[452] data,entry
[446] #selling,#bulk
[435] #machinelearning,#ai

Top Word Pairs in Tweet in G1:
[621] #bulk,#data
[609] #rstats,#reactjs
[590] #reactjs,#iot
[444] #ai,#python
[444] #python,#rstats
[441] #selling,#bulk
[432] #analytics,#machinelearning
[422] #machinelearning,#ai
[419] #iot,#iiot
[414] #bigdata,#analytics

Top Word Pairs in Tweet in G2:
[278] gop,information
[278] information,hence
[278] hence,'audits
[278] 'audits,'
[278] ',fall
[278] fall,okie
[278] okie,doke
[278] doke,#datamining
[277] donlew87,gop
[7] more,targeted

Top Word Pairs in Tweet in G3:
[31] data,entry
[28] data,mining
[21] #dataentry,#datamining
[14] looking,expert
[13] hi,looking
[13] expert,data
[13] entry,person
[13] person,need
[13] need,move
[13] move,work

Top Word Pairs in Tweet in G4:
[132] healthy,game
[72] dear,#ffxiv
[72] #ffxiv,friends
[72] friends,dispel
[72] dispel,worry
[72] worry,expressed
[72] expressed,seeing
[72] seeing,working
[71] ketsuki_wow,dear
[69] gooldaro,datamining

Top Word Pairs in Tweet in G5:
[129] kirkdborne,free
[60] #abdsc,#bigdata
[52] #analytics,#machinelearning
[50] free,pdf
[50] pdf,ebooks
[50] ebooks,datasciencectrl
[50] datasciencectrl,#abdsc
[50] #bigdata,#analytics
[48] #machinelearning,#deeplear
[41] free,479

Top Word Pairs in Tweet in G6:
[88] #datascience,#datamining
[87] #rstats,#datascience
[63] coder,rcoderweb
[63] rcoderweb,#rstats
[47] #datamining,#machinelearning
[40] #dataentry,#datamining
[31] data,mining
[31] chord,diagram
[31] diagram,circlize
[31] circlize,coder

Top Word Pairs in Tweet in G7:
[137] شركة,تنمية
[137] تنمية,نفط
[137] نفط,عمان
[135] مع,شركة
[135] عمان,pdo_om
[135] رفع,قدرات
[135] قدرات,المؤسسات
[135] المؤسسات,الصغيرة
[111] الصغيرة,والمتوسطة
[110] بالتعاون,مع

Top Word Pairs in Tweet in G8:
[123] find,skyline
[123] skyline,people
[123] people,live
[123] value,invisible
[123] invisible,#datastorytelling
[123] #datastorytelling,#data
[123] #data,contain
[123] contain,different
[123] different,stories
[122] ume_kyd,find

Top Word Pairs in Tweet in G9:
[56] idk,talk
[56] talk,datamining
[56] datamining,ffxiv
[56] ffxiv,wow
[56] wow,comes
[56] comes,whoever
[56] whoever,coming
[56] coming,kneecaps
[55] zzeph_yr,idk
[4] healthy,game

Top Word Pairs in Tweet in G10:
[68] kart_tour,news
[65] autumn,tour
[60] news,datamining
[43] datamining,special
[43] special,pipe
[43] pipe,pipe
[43] pipe,week
[43] tour,one
[43] one,going
[42] going,pull

Top Replied-To
Top Replied-To in Entire Graph:
@valarynn
@gooldaro
@ketsuki_wow
@sutavr
@extremelyvile
@shinygastly
@skoll_shorties
@ahkmoana
@simplygastly
@donlew87

Top Replied-To in G1:
@databricks
@thinksysinc

Top Replied-To in G2:
@donlew87
@johnfetterman
@atrupar

Top Replied-To in G3:

Top Replied-To in G4:
@valarynn
@gooldaro
@ketsuki_wow
@extremelyvile
@shinygastly
@skoll_shorties
@simplygastly
@keyboardturn
@ashara_xiv
@kronickhaz

Top Replied-To in G5:
@sallyeaves

Top Replied-To in G6:
@kotaku

Top Replied-To in G9:
@ahkmoana
@zzeph_yr

Top Mentioned
Top Mentioned in Entire Graph:
@analytics_699
@kirkdborne
@ume_kyd
@cursortek
@donlew87
@ingliguori
@dataposts
@bigdataconf
@pdo_om
@datasciencectrl

Top Mentioned in G1:
@analytics_699
@cursortek
@kirkdborne
@ingliguori
@bigdataconf
@alsalhan
@digitalmktnghub
@abzaaron
@ravikikan
@tecinterviewhlp

Top Mentioned in G2:
@donlew87
@bizzlemcdizzle
@atrupar
@thejusticedept
@trisresists
@christopherhahn

Top Mentioned in G3:
@formacionenmk
@esratja68447757
@thedrewdag
@keynoterich
@ravidugh
@talhamohammad1
@amazinghotdeals

Top Mentioned in G4:
@ketsuki_wow
@gooldaro
@valarynn
@keyboardturn
@stiven_srb
@foldpls
@thesquintina
@pastelly64
@kittahsmash
@surtruk

Top Mentioned in G5:
@kirkdborne
@datasciencectrl
@nist
@lzhongmin
@ajitjaokar
@leadershipdata
@1knight72
@codered_ecc
@pinakilaskar
@salomonoli

Top Mentioned in G6:
@dataposts
@rcoderweb
@rbloggers
@kotaku
@mjskay
@akbarth3great
@kirkdborne
@analytics_699
@jamesvgingerich
@sureshrukman

Top Mentioned in G7:
@pdo_om
@ahmedsaidab
@riyadaom

Top Mentioned in G8:
@ume_kyd

Top Mentioned in G9:
@zzeph_yr
@gooldaro
@ketsuki_wow
@kohatayuun

Top Mentioned in G10:
@kart_tour
@halfhydra

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@sectest9
@cybersec_feeds
@chidambara09
@alfarsi2121
@xaelbot
@kat4obama
@codedailybot
@collegemenfess
@sddphoto

Top Tweeters in G1:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@codedailybot
@evankirstel
@thedeveloperbot
@cybersecurityn8
@artificialbra1n
@ipythonistabot

Top Tweeters in G2:
@sddphoto
@princessbravato
@b140tweet
@jcmarbury
@vmbritsch
@marciabunney
@hermitme1
@shareitarie10
@dbble5
@dc4hope

Top Tweeters in G3:
@schestowitz
@drillbotkillbot
@nesbot_feed
@digitaljournal
@voltysquirrel
@reseterant
@fluglehrer
@rodee55
@fooknews
@cherrim

Top Tweeters in G4:
@erakir
@dpslesbian
@osephala
@serisothikos
@princearthaslk
@cinnristarling
@rolanberrypie
@marshmeileo
@foldpls
@mgr_chille

Top Tweeters in G5:
@botcybersec
@openmarketingtv
@dirac7
@yvesmulkers
@spirosmargaris
@foraneostereo
@hal4
@hdjebar
@joseph_santoro
@rec0nus

Top Tweeters in G6:
@hubofml
@biconnections
@ricardo_ik_ahau
@rstatstweet
@jamesvgingerich
@bento_bongos
@iantothemax
@fortivus
@e_nterdiscipl
@pmprouk

Top Tweeters in G7:
@alfarsi2121
@shma_211
@rahmalsu92
@ali_alsakiti
@hanaya_x
@prince155511
@abdullahjr_65
@maxz93
@ro_h6
@m_q10h

Top Tweeters in G8:
@hasscho
@nighsfd3s
@tess_blue815
@yukika337700
@pitpi4
@merckxcycling
@ekamochan2
@monster636ninja
@ann1951809
@kazuosora1

Top Tweeters in G9:
@dawnbrigayde
@blueevileye
@corehealer
@kukukukukuroko
@zerowuvmail
@ma_tylda_lucian
@nonbnuynary
@blairmas
@alittlelapin
@insta_mute

Top Tweeters in G10:
@maslowluver4evr
@thundervolt888
@6amerbr0
@sascharaab1
@sarahbear6391
@realmariomaniac
@ggqhhxjtgzrkk2t
@crashr3
@thisboy_17
@rockybrillo