datamining, Twitter, 5/11/2021 10:03:20 PM, 254633


FAQ | Problem?

datamining_2021-05-10_23-30-39.xlsx
datamining_2021-05-10_23-30-39.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 11, 2021
Short Description:
datamining via NodeXL https://bit.ly/2RIGi0q
@kirkdborne
@globaliqx
@ume_kyd
@catherineadenle
@chidambara09
@ingliguori
@kart_tour
@analytics_699
@godfrey_g_
@yvesmulkers

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

Description:
Description
The graph represents a network of 3,435 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 Tuesday, 11 May 2021 at 06:39 UTC.

The requested start date was Monday, 10 May 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, 6-hour, 50-minute period from Monday, 26 April 2021 at 17:09 UTC to Monday, 10 May 2021 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 : 3435
Unique Edges : 1867
Edges With Duplicates : 13022
Total Edges : 14889
Number of Edge Types : 5
Retweet : 5699
MentionsInRetweet : 6595
Mentions : 892
Tweet : 1378
Replies to : 325
Self-Loops : 1495
Reciprocated Vertex Pair Ratio : 0.0173692014403728
Reciprocated Edge Ratio : 0.0341453258380179
Connected Components : 564
Single-Vertex Connected Components : 268
Maximum Vertices in a Connected Component : 1528
Maximum Edges in a Connected Component : 11886
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.603557
Graph Density : 0.000407179171551884
Modularity : 0.285613
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 3,435 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 Tuesday, 11 May 2021 at 06:39 UTC.

The requested start date was Monday, 10 May 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, 6-hour, 50-minute period from Monday, 26 April 2021 at 17:09 UTC to Monday, 10 May 2021 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 : 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:
[154] https://successanalytics.blogspot.com/
[99] http://www.datasciencecentral.com/profiles/blogs/book-python-data-science-handbook?overrideMobileRedirect=1
[96] https://www.datasciencecentral.com/profiles/blogs/connections-between-neural-networks-and-pure-mathematics
[93] https://www.fiverr.com/dataenteryexpe/do-web-crawling-or-web-scraping-from-directory-website
[72] https://www.datasciencecentral.com/profiles/blogs/free-book-classification-and-regression-in-a-weekend
[65] https://www.datasciencecentral.com/profiles/blogs/sentiment-analysis-using-deep-learning
[61] https://engage.bah.com/Article/Redirect/94c73674-6b49-435d-b9af-92977898e1d5?uc=30185&g=5135c4ff-f52a-4d8d-a558-0986802aea34&f=146444
[54] https://engage.bah.com/Article/Redirect/36f766d0-4b4a-4046-abbf-e637ee2d41c3?uc=30185&g=7b294cee-0a99-41c5-8513-c5b24dd40167&f=210221
[53] https://www.theinsaneapp.com/2020/11/free-machine-learning-data-science-and-python-books.html
[51] https://twinybots.ch/

Top URLs in Tweet in G1:
[146] https://successanalytics.blogspot.com/
[53] https://www.theinsaneapp.com/2020/11/free-machine-learning-data-science-and-python-books.html
[43] http://store.propertycasualty360.com/Registration/Login.aspx?mode=token&token=F6C8A6D0-2052-4E2A-A9B1-D9C9D426A225&source=https://www.propertycasualty360.com/2020/12/28/the-fundamental-flaw-in-insurance-technology/%3Futm_campaign%3Dbuffer%26utm_content%3Dbuffer2b015%26utm_medium%3Dsocial%26utm_source%3Dtwitter.com%26slreturn%3D20210309170940&debug=lawDomainIPWithRefRedirect&utm_content=buffer741e8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[42] https://engage.bah.com/Article/Redirect/94c73674-6b49-435d-b9af-92977898e1d5?uc=30185&g=5135c4ff-f52a-4d8d-a558-0986802aea34&f=146444
[40] https://www.forbes.com/sites/cindygordon/2021/04/29/understanding-ai-and-machine-learning-concepts-to-build-your-ai-leadership-brain-trust/?sh=627309f426a3
[39] http://www.datasciencecentral.com/profiles/blogs/book-python-data-science-handbook?overrideMobileRedirect=1
[32] https://www.datasciencecentral.com/profiles/blogs/connections-between-neural-networks-and-pure-mathematics
[29] https://engage.bah.com/Article/Redirect/36f766d0-4b4a-4046-abbf-e637ee2d41c3?uc=30185&g=7b294cee-0a99-41c5-8513-c5b24dd40167&f=210221
[27] https://www.amazon.com/Jerry-Ramonyai/e/B08NPZKJ7J/ref=dp_byline_cont_ebooks_1
[26] https://udemy-free-coupons.blogspot.com/2021/05/full-stack-web-development-bootcamp.html

Top URLs in Tweet in G2:
[64] https://www.datasciencecentral.com/profiles/blogs/connections-between-neural-networks-and-pure-mathematics
[59] http://www.datasciencecentral.com/profiles/blogs/book-python-data-science-handbook?overrideMobileRedirect=1
[52] https://www.datasciencecentral.com/profiles/blogs/sentiment-analysis-using-deep-learning
[47] https://www.datasciencecentral.com/profiles/blogs/free-book-classification-and-regression-in-a-weekend
[27] https://www.datasciencecentral.com/profiles/blogs/textbook-probability-course-harvard-university
[23] https://engage.bah.com/Article/Redirect/36f766d0-4b4a-4046-abbf-e637ee2d41c3?uc=30185&g=7b294cee-0a99-41c5-8513-c5b24dd40167&f=210221
[22] https://www.datasciencecentral.com/profiles/blogs/differential-ml-on-tensorflow-and-colab
[21] https://www.datasciencecentral.com/profiles/blogs/new-book-foundations-of-data-science-from-microsoft-research-lab
[19] https://dy.si/wQpyV
[18] https://engage.bah.com/Article/Redirect/94c73674-6b49-435d-b9af-92977898e1d5?uc=30185&g=5135c4ff-f52a-4d8d-a558-0986802aea34&f=146444

Top URLs in Tweet in G3:
[14] http://www.fiverr.com/share/91aYj
[9] https://twinybots.ch/
[9] http://www.fiverr.com/181386318?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=a7LXkW
[8] http://www.radio-on-berlin.com/?p=5859
[8] https://radioon.out.airtime.pro/radioon_a
[6] https://www.fiverr.com/nayon2757/be-your-companies-data-entry-specialist?context_referrer=search_gigs&source=toggle_filters&ref_ctx_id=cec58fa62579282054629f76c513c413&pckg_id=1&pos=6&context_type=auto&funnel=434bbfa8-613e-4ea8-b641-b625cf8d4cde&ref=is_seller_online%3Atrue&seller_online=true
[5] https://www.fiverr.com/ibrahimjamil10/data-collectiondata-miningweb-scrapingfast-entrycopy-typing
[5] https://www.fiverr.com/s2/6074f92ea6
[4] https://www.3rdisearch.com/
[4] https://block.fiverr.com/index.html?url=aHR0cDovL3d3dy5maXZlcnIuY29tL2JhYnVsMTk0OS9kby1mYXN0LWV4Y2VsLWRhdGEtZW50cnktYW5kLXdlYi1yZXNlYXJjaD8=&uuid=63f88810-9e70-11eb-8340-ed8346d93c89&vid=

Top URLs in Tweet in G4:
[1] https://twitter.com/Lewchube/status/1387574510807826434

Top URLs in Tweet in G5:
[1] https://twitter.com/humansas_/status/1387320700353003522
[1] https://twitter.com/humansas_/status/1387348630747680774
[1] https://twitter.com/humansas_/status/1387514916425322497

Top URLs in Tweet in G7:
[1] https://discord.com/invite/QRZPvcSNmr
[1] https://twitter.com/kart_tour/status/1386587452207476736
[1] https://twitter.com/kart_tour/status/1362381488050876418
[1] https://twitter.com/kart_tour/status/1382715613869658117

Top URLs in Tweet in G8:
[19] https://twinybots.ch/
[17] https://realmleaks.blogspot.com/2021/05/shadows-paladins-datamining.html
[10] https://policyreview.info/glossary/mining
[5] https://www.analyticsvidhya.com/blog/2021/05/scrap-images-from-e-commerce-website-using-autoscraper-library/?utm_source=dlvr.it&utm_medium=twitter
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=253544
[4] https://datagious.com/datasets/
[4] https://www.longdom.org/biomedical-data-mining.html
[3] https://justtotaltech.com/data-mining-techniques/
[3] https://www.smitedatamining.com/smite-8-5-datamining-charybdis-confirmed-and-more-about-morgan/
[2] http://www.globalbigdataconference.com/news/146537/using-ai-to-increase-food-quality.html

Top URLs in Tweet in G10:
[1] https://twitter.com/jason_kint/status/1294446115669061632
[1] https://twitter.com/asifintoronto/status/1389645326076760072
[1] https://twitter.com/1loriking/status/1389634327101644801

Top Domains
Top Domains in Tweet in Entire Graph:
[656] datasciencecentral.com
[426] fiverr.com
[248] cursortek.com
[240] globalbigdataconference.com
[219] blogspot.com
[157] twitter.com
[143] bah.com
[89] amazon.com
[76] forbes.com
[59] dy.si

Top Domains in Tweet in G1:
[256] datasciencecentral.com
[220] globalbigdataconference.com
[183] blogspot.com
[91] bah.com
[63] forbes.com
[53] theinsaneapp.com
[51] propertycasualty360.com
[41] amazon.com
[26] dy.si
[26] twitter.com

Top Domains in Tweet in G2:
[389] datasciencecentral.com
[48] bah.com
[47] amazon.com
[33] dy.si
[15] twitter.com
[14] medium.com
[10] brainstormingbox.org
[5] enoumen.com
[4] mdpi.com
[3] d2l.ai

Top Domains in Tweet in G3:
[115] fiverr.com
[26] twitter.com
[12] linkedin.com
[9] twinybots.ch
[8] radio-on-berlin.com
[8] airtime.pro
[7] diablonext.com
[5] blogspot.com
[4] 3rdisearch.com
[4] techbusinessguide.com

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

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

Top Domains in Tweet in G7:
[3] twitter.com
[1] discord.com

Top Domains in Tweet in G8:
[19] twinybots.ch
[17] blogspot.com
[10] policyreview.info
[10] globalbigdataconference.com
[6] analyticsvidhya.com
[5] nodexlgraphgallery.org
[4] datagious.com
[4] longdom.org
[3] wowhead.com
[3] justtotaltech.com

Top Domains in Tweet in G10:
[3] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2492] ai
[2307] datamining
[2184] bigdata
[2119] machinelearning
[1960] datascience
[1751] analytics
[1699] python
[1348] rstats
[1216] data
[1215] iot



Top Hashtags in Tweet in G1:
[2133] ai
[1823] bigdata
[1714] machinelearning
[1677] analytics
[1500] python
[1487] datascience
[1312] rstats
[1151] iot
[1076] reactjs
[1018] datamining

Top Hashtags in Tweet in G2:
[346] datascience
[294] machinelearning
[280] bigdata
[219] ai
[217] abdsc
[121] deeplearning
[119] datamining
[104] mathematics
[93] python
[76] statistics

Top Hashtags in Tweet in G3:
[274] datamining
[102] dataentry
[51] datacollection
[48] webresearch
[35] datascraping
[31] webscraping
[29] copypaste
[25] data
[23] leadgeneration
[20] datascience

Top Hashtags in Tweet in G4:
[10] pokémongo
[7] newpokémonsnap

Top Hashtags in Tweet in G6:
[196] data
[42] visualanalytics
[22] dataanalytics
[17] regtech
[17] datamining
[17] luxembourg
[16] distributors
[15] fund
[14] data4good
[13] innovation

Top Hashtags in Tweet in G7:
[43] mariokarttour
[11] mktn

Top Hashtags in Tweet in G8:
[38] datamining
[12] datascience
[11] machinelearning
[10] mining
[10] blockchain
[10] deeplearning
[7] shadowlands
[7] warcraft
[5] ai
[5] bigdata

Top Hashtags in Tweet in G10:
[2] datamining
[1] cdnpoli
[1] robocalls
[1] forddatamining
[1] fyi
[1] fordfailedontario

Top Words
Top Words in Tweet in Entire Graph:
[2492] #ai
[2307] #datamining
[2173] #bigdata
[2119] #machinelearning
[1960] #datascience
[1751] #analytics
[1699] #python
[1348] #rstats
[1257] #data
[1215] #iot

Top Words in Tweet in G1:
[2133] #ai
[1812] #bigdata
[1714] #machinelearning
[1677] #analytics
[1500] #python
[1487] #datascience
[1312] #rstats
[1151] #iot
[1076] #reactjs
[1018] #datamining

Top Words in Tweet in G2:
[507] kirkdborne
[346] #datascience
[294] #machinelearning
[280] #bigdata
[219] #ai
[215] #abdsc
[128] functions
[121] #deeplearning
[119] #datamining
[104] #mathematics

Top Words in Tweet in G3:
[274] #datamining
[150] data
[109] datamining
[102] #dataentry
[59] entry
[51] #datacollection
[48] #webresearch
[42] mining
[42] more
[40] work

Top Words in Tweet in G4:
[386] pokemon
[193] here's
[193] full
[193] snap
[193] roster
[193] blank
[193] spaces
[193] reserved
[193] ids
[193] empty

Top Words in Tweet in G5:
[358] stop
[187] datamining
[180] leaking
[180] apex
[179] biast12
[179] always
[179] dev
[179] told
[179] things
[179] respect

Top Words in Tweet in G6:
[306] ume_kyd
[202] #data
[162] make
[156] change
[134] value
[101] sky
[97] world
[92] create
[89] better
[88] unstructured

Top Words in Tweet in G7:
[128] datamining
[102] kart_tour
[83] tour
[80] bowser
[78] vs
[65] pipe
[61] 50
[61] spotlight
[61] week
[61] one

Top Words in Tweet in G8:
[41] datamining
[38] #datamining
[23] realm_leaks
[20] more
[16] paladins
[15] shadows
[14] mining
[14] champion
[14] event
[14] pass

Top Words in Tweet in G10:
[43] target
[42] cpc
[39] using
[37] 1loriking
[36] fb
[35] reason
[35] fighting
[35] c10
[35] much
[35] free

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[859] #iot,#iiot
[759] #rstats,#reactjs
[617] #analytics,#bigdata
[599] #python,#rstats
[567] #reactjs,#iot
[517] #bulk,#data
[486] #ai,#python
[463] #machinelearning,#ai
[457] #bigdata,#ai
[451] #reactjs,#python

Top Word Pairs in Tweet in G1:
[829] #iot,#iiot
[753] #rstats,#reactjs
[610] #analytics,#bigdata
[588] #python,#rstats
[563] #reactjs,#iot
[482] #ai,#python
[444] #bigdata,#ai
[443] #reactjs,#python
[441] #machinelearning,#ai
[413] #rstats,#ai

Top Word Pairs in Tweet in G2:
[125] #datascience,#ai
[114] #bigdata,#datascience
[91] #abdsc,#bigdata
[83] neural,networks
[64] connections,between
[64] between,neural
[64] networks,pure
[64] pure,#mathematics
[64] #mathematics,functions
[64] functions,functions

Top Word Pairs in Tweet in G3:
[60] #dataentry,#datamining
[59] data,entry
[32] data,mining
[23] #datamining,#datacollection
[18] #webscraping,#datamining
[15] virtual,assistant
[15] 100,accuracy
[15] #datascraping,#webscraping
[14] link,below
[14] #datacollection,#dataextraction

Top Word Pairs in Tweet in G4:
[193] here's,full
[193] full,pokemon
[193] pokemon,snap
[193] snap,roster
[193] roster,blank
[193] blank,spaces
[193] spaces,reserved
[193] reserved,pokemon
[193] pokemon,ids
[193] ids,empty

Top Word Pairs in Tweet in G5:
[179] always,dev
[179] dev,told
[179] told,stop
[179] stop,datamining
[179] datamining,leaking
[179] leaking,things
[179] things,apex
[179] apex,respect
[179] respect,stop
[179] stop,day

Top Word Pairs in Tweet in G6:
[88] value,unstructured
[88] unstructured,#data
[88] make,better
[88] better,informed
[81] create,value
[80] sky,coming
[80] coming,morning
[80] morning,same
[80] same,day
[80] day,special

Top Word Pairs in Tweet in G7:
[78] bowser,vs
[66] kart_tour,datamining
[61] tour,50
[61] 50,pipe
[61] pipe,spotlight
[61] spotlight,week
[61] week,one
[61] one,possibly
[61] possibly,going
[61] going,pull

Top Word Pairs in Tweet in G8:
[15] shadows,datamining
[14] paladins,shadows
[14] datamining,champion
[14] champion,event
[14] event,pass
[14] pass,ltm's
[14] ltm's,more
[13] realm_leaks,paladins
[10] glossary,mining
[10] mining,wassimalsindi

Top Word Pairs in Tweet in G10:
[35] reason,cpc
[35] cpc,fighting
[35] fighting,c10
[35] c10,much
[35] much,free
[35] free,speech
[35] speech,protecting
[35] protecting,schemes
[35] schemes,using
[35] using,fb

Top Replied-To
Top Replied-To in Entire Graph:
@bts_twt
@potus
@datamining_nk
@fcbarcelona
@elonmusk
@biast12personal
@bighit_music
@championsleague
@jacksonwang852
@that_shaman

Top Replied-To in G1:
@facebook
@albertoemachado
@meta_lab

Top Replied-To in G5:
@biast12
@humansas_
@diogeek_
@pissgold

Top Replied-To in G8:
@realm_leaks
@manduhlorian_
@pandears
@monado_trap
@skavorah
@whitestripe99
@solac3_
@wowhead
@acrimoniousjest
@asmongold

Top Replied-To in G9:
@remcotensen

Top Replied-To in G10:
@justin_ling
@david_moscrop
@jm_mcgrath
@sproudfoot

Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@analytics_699
@catherineadenle
@ingliguori
@ume_kyd
@bigdataconf
@cursortek
@sciresm
@biast12
@globaliqx

Top Mentioned in G1:
@analytics_699
@catherineadenle
@kirkdborne
@ingliguori
@bigdataconf
@globaliqx
@successanalytix
@andi_staub
@biconadvisory
@cursortek

Top Mentioned in G2:
@kirkdborne
@jakevdp
@datasciencectrl
@leadershipdata
@rasbt
@catherineadenle
@nirmalya08
@globaliqx
@ingliguori
@jason_mayes

Top Mentioned in G3:
@kryptolinks_de
@smarteconseil
@promptcloud
@tamanna40006491
@zmatalab
@shopu_tahmina
@savunmaguncesi
@muhamma02824758
@sukhdee77453581

Top Mentioned in G4:
@sciresm
@pokekalos
@kaphotics
@lewchube

Top Mentioned in G5:
@biast12

Top Mentioned in G6:
@ume_kyd

Top Mentioned in G7:
@kart_tour
@koop
@koopavocelot
@mankalor

Top Mentioned in G8:
@realm_leaks
@wowhead
@wassimalsindi
@lottiland
@bigdataconf
@policyr
@kirkdborne
@rewindzone
@datagious
@drmattcrowson

Top Mentioned in G9:
@montsecano
@simoncox
@chrissimmance
@schachin
@robinlmay
@jennyhalasz
@zigojacko
@omisido
@rhyswynne
@seojoblogs

Top Mentioned in G10:
@1loriking
@timabray
@justin_ling
@jm_mcgrath
@david_moscrop

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@suntory
@sectest9
@cybersec_feeds
@chidambara09
@blabalade
@femtech_
@evankirstel
@xaelbot
@codedailybot

Top Tweeters in G1:
@sectest9
@chidambara09
@femtech_
@evankirstel
@xaelbot
@codedailybot
@bexxmodd
@codernotesbot
@lorimoreno
@cybersecurityn8

Top Tweeters in G2:
@gmizrachi
@simonlporter
@openmarketingtv
@bayiskendr
@gabrielanthonyp
@rstatstweet
@designthinkbot
@grattonboy
@ailsaforshaw
@sshin6591

Top Tweeters in G3:
@toyertoys
@overflow_meme
@dreampicker
@paperclippe
@clownkin_
@risepdx
@money_personal
@powerfulhag
@radio_on_berlin
@cmsfreiberufler

Top Tweeters in G4:
@mcpolygon
@marymix1999
@gatta1000
@jeauxsmeaux
@thedarklord98
@saternoir
@steelixonix
@azuletaco
@amenohabakirii
@bigheadjosh92

Top Tweeters in G5:
@augerbug
@aeriqui
@x331th
@evatype__07
@subliminalhell
@batdoot
@misterheretic
@jumpmandavis
@syedadambaqry
@_nachovazquez

Top Tweeters in G6:
@hasscho
@_masumi_222
@macos9x
@yukika337700
@pitpi4
@ma2004777
@tranaparentsky
@mayatomomaya54
@monster636ninja
@ann1951809

Top Tweeters in G7:
@maslowluver4evr
@switchspeedster
@fanelsis
@hamidmu60973503
@thundervolt888
@6amerbr0
@azzoxsquii
@neednewshorts
@nintendostar64
@sascharaab1

Top Tweeters in G8:
@blackbloom186
@jobinindia
@pmprouk
@dimensionverbal
@sureshrukman
@ascaparaguild
@firmforum
@xdunoir
@wowhead
@digitogether

Top Tweeters in G9:
@schachin
@davidiwanow
@rustybrick
@aleyda
@bhartzer
@rhyswynne
@moniscope
@zigojacko
@judithlewis
@montsecano

Top Tweeters in G10:
@joannecangal
@1loriking
@johangreg
@suepeac
@ruthmkb
@tintie4
@dianneathome
@dianemarieposts
@gail_sloane
@bobittyboop