datamining, Twitter, 6/14/2021 11:52:47 AM, 256863


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datamining_2021-06-13_23-30-38.xlsx
datamining_2021-06-13_23-30-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 14, 2021
Short Description:
datamining via NodeXL https://bit.ly/35jTyw0
@kirkdborne
@analytics_699
@paultassi
@yvesmulkers
@ume_kyd
@godfrey_g_
@tr_bluejay
@uncommonshrub
@digitalmktnghub
@chidambara09

Top hashtags:
#ai
#python
#machinelearning
#analytics
#rstats
#reactjs
#datamining
#iot

Description:
Description
The graph represents a network of 3,162 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, 14 June 2021 at 06:37 UTC.

The requested start date was Monday, 14 June 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, 8-hour, 33-minute period from Monday, 31 May 2021 at 15:27 UTC to Monday, 14 June 2021 at 00:01 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 : 3162
Unique Edges : 1773
Edges With Duplicates : 12862
Total Edges : 14635
Number of Edge Types : 5
Retweet : 5798
MentionsInRetweet : 6595
Replies to : 314
Mentions : 576
Tweet : 1352
Self-Loops : 1519
Reciprocated Vertex Pair Ratio : 0.0062320230105465
Reciprocated Edge Ratio : 0.0123868508813721
Connected Components : 498
Single-Vertex Connected Components : 237
Maximum Vertices in a Connected Component : 1333
Maximum Edges in a Connected Component : 11356
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.057589
Graph Density : 0.000420006559225827
Modularity : 0.272685
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 3,162 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, 14 June 2021 at 06:37 UTC.

The requested start date was Monday, 14 June 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, 8-hour, 33-minute period from Monday, 31 May 2021 at 15:27 UTC to Monday, 14 June 2021 at 00:01 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:
[248] 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
[107] https://successanalytics.blogspot.com/
[97] https://www.datasciencecentral.com/profiles/blogs/regression-analysis-using-python
[90] https://www.datasciencecentral.com/profiles/blogs/new-book-foundations-of-data-science-from-microsoft-research-lab
[84] https://twinybots.ch/
[80] https://www.fiverr.com/dataenteryexpe/do-web-crawling-or-web-scraping-from-directory-website
[75] https://www.datasciencecentral.com/profiles/blogs/free-book-a-comprehensive-guide-to-machine-learning-berkeley
[74] https://www.datasciencecentral.com/profiles/blogs/free-book-classification-and-regression-in-a-weekend
[58] https://phys.org/news/2021-06-artificial-intelligence-aerodynamic.html
[50] http://www.datasciencecentral.com/profiles/blogs/a-complete-tutorial-to-learn-data-science-with-python-from?overrideMobileRedirect=1

Top URLs in Tweet in G1:
[165] 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
[106] https://successanalytics.blogspot.com/
[57] https://phys.org/news/2021-06-artificial-intelligence-aerodynamic.html
[45] https://www.datasciencecentral.com/profiles/blogs/regression-analysis-using-python
[37] https://www.fiverr.com/share/dDRXe0
[36] https://data-flair.training/blogs/big-data-vs-data-science/
[35] https://www.datasciencecentral.com/profiles/blogs/free-book-classification-and-regression-in-a-weekend
[34] https://twinybots.ch/
[32] http://www.datasciencecentral.com/profiles/blogs/a-complete-tutorial-to-learn-data-science-with-python-from?overrideMobileRedirect=1
[32] https://cursortek.com/business-data-details.php?country=us&category=home-cleaning

Top URLs in Tweet in G2:
[80] 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
[69] https://www.datasciencecentral.com/profiles/blogs/new-book-foundations-of-data-science-from-microsoft-research-lab
[50] https://www.datasciencecentral.com/profiles/blogs/free-book-a-comprehensive-guide-to-machine-learning-berkeley
[42] https://www.datasciencecentral.com/profiles/blogs/regression-analysis-using-python
[39] https://www.datasciencecentral.com/profiles/blogs/free-book-classification-and-regression-in-a-weekend
[18] https://www.datasciencecentral.com/profiles/blogs/free-book-probability-and-statistics-cookbook
[18] http://www.datasciencecentral.com/profiles/blogs/a-complete-tutorial-to-learn-data-science-with-python-from?overrideMobileRedirect=1
[16] https://www.datasciencecentral.com/profiles/blogs/deep-learning-techniques-for-cyber-security
[16] https://www.mdpi.com/2078-2489/10/4/122
[14] https://www.datasciencecentral.com/profiles/blogs/textbook-probability-course-harvard-university

Top URLs in Tweet in G3:
[41] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL2dodWxhbWdob3VzNzQ3L2RvLWZhc3QtZ29vZ2xlLW1hcC1zY3JhcGluZz8=&uuid=1e820050-c741-11eb-8ad7-e7452f6d477c&vid=
[9] http://www.fiverr.com/181386318?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=a7LXkW
[6] https://twinybots.ch/
[4] https://www.couponed12.com/2021/06/data-mining-pipeline.html
[4] http://www.radio-on-berlin.com/?p=5859
[4] https://radioon.out.airtime.pro/radioon_a
[3] https://twitter.com/Ada_WitchQueen/status/1401129687124824065
[3] http://www.fiverr.com/share/91aYj
[3] https://www.allianzebpo.com/web-research-data-mining
[3] https://www.the-tech-addict.com/data-mining-techniques/

Top URLs in Tweet in G6:
[1] https://eqp.datamining.om/estebyanar?link=twzvarhr202141411132
[1] https://drive.google.com/file/d/1re59cbmSxfYJuz3mQsN2mRHiPnetYXqC/view

Top URLs in Tweet in G7:
[2] 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
[1] https://www.fiverr.com/share/dDRXe0
[1] http://www.fiverr.com/120500050?utm_campaign=gigs_show&utm_medium=shared&utm_source=twitter&utm_term=ak3mjQ

Top URLs in Tweet in G8:
[17] https://twitter.com/KayinNasaki/status/1403482347220111361

Top Domains
Top Domains in Tweet in Entire Graph:
[639] datasciencecentral.com
[343] fiverr.com
[306] coachmee.com
[297] amazon.com
[249] cursortek.com
[126] twitter.com
[117] globalbigdataconference.com
[107] blogspot.com
[84] twinybots.ch
[69] freelancer.com

Top Domains in Tweet in G1:
[272] datasciencecentral.com
[267] coachmee.com
[249] cursortek.com
[187] amazon.com
[111] globalbigdataconference.com
[106] blogspot.com
[103] fiverr.com
[57] phys.org
[54] data-flair.training
[50] freelancer.com

Top Domains in Tweet in G2:
[347] datasciencecentral.com
[107] amazon.com
[16] mdpi.com
[11] bah.com
[9] dy.si
[6] coachmee.com
[5] twinybots.ch
[4] medium.com
[2] couponed12.com
[2] globalbigdataconference.com

Top Domains in Tweet in G3:
[94] fiverr.com
[35] twitter.com
[12] linkedin.com
[6] twinybots.ch
[6] youtube.com
[5] the-tech-addict.com
[4] com.br
[4] google.com
[4] freelancer.com
[4] medium.com

Top Domains in Tweet in G6:
[1] datamining.om
[1] google.com

Top Domains in Tweet in G7:
[2] amazon.com
[2] fiverr.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2754] ai
[2587] python
[2447] machinelearning
[2391] analytics
[2257] rstats
[2126] reactjs
[2046] datamining
[2023] iot
[1924] bigdata
[1877] iiot



Top Hashtags in Tweet in G1:
[2592] ai
[2472] python
[2324] analytics
[2203] rstats
[2125] machinelearning
[2098] reactjs
[1972] iot
[1841] iiot
[1583] bigdata
[1167] datamining

Top Hashtags in Tweet in G2:
[279] bigdata
[253] machinelearning
[219] datascience
[139] mathematics
[127] statistics
[123] datamining
[93] ai
[89] python
[85] datascientists
[81] artificialintelligence

Top Hashtags in Tweet in G3:
[246] datamining
[56] dataentry
[54] b2bleadgeneration
[54] datacollection
[53] webscraping
[52] datascraping
[50] emaillist
[41] googlemapscraping
[41] googlemapsscraping
[30] data

Top Hashtags in Tweet in G4:
[1] datamining
[1] 1a
[1] 4a
[1] overreach

Top Hashtags in Tweet in G6:
[1] عُمان
[1] عُمان_نهضة_متجددة
[1] عمان_قطر

Top Hashtags in Tweet in G7:
[145] data
[35] dataanalytics
[26] innovation
[23] datamining
[22] regtech
[22] luxembourg
[21] distributors
[20] fund
[19] data4good
[18] analytics

Top Words
Top Words in Tweet in Entire Graph:
[2747] #ai
[2587] #python
[2446] #machinelearning
[2391] #analytics
[2257] #rstats
[2126] #reactjs
[2042] #datamining
[2023] #iot
[1883] #bigdata
[1877] #iiot

Top Words in Tweet in G1:
[2586] #ai
[2472] #python
[2324] #analytics
[2203] #rstats
[2125] #machinelearning
[2098] #reactjs
[1972] #iot
[1841] #iiot
[1828] analytics_699
[1556] #bigdata

Top Words in Tweet in G2:
[496] kirkdborne
[290] free
[265] #bigdata
[253] #machinelearning
[228] pdf
[219] #datascience
[160] ebook
[139] #mathematics
[133] regression
[127] #statistics

Top Words in Tweet in G3:
[246] #datamining
[127] data
[115] datamining
[57] looking
[55] #dataentry
[54] #b2bleadgeneration
[54] #datacollection
[53] #webscraping
[53] contact
[53] link

Top Words in Tweet in G4:
[163] wait
[163] whoa
[163] fbi
[163] secretly
[163] seized
[163] usatoday
[163] reporter
[163] cell
[163] phone
[163] email

Top Words in Tweet in G5:
[158] small
[158] datamining
[158] ddlc
[158] website
[158] found
[158] source
[158] code
[158] cheeky
[158] fucker
[158] dansalvato

Top Words in Tweet in G6:
[249] ٠
[249] في
[125] التسجيل
[124] للمؤسسات
[124] الصغيرة
[124] والمتوسطة
[124] تأكد
[124] من
[124] مبادرة
[124] التدريب

Top Words in Tweet in G7:
[244] ume_kyd
[147] #data
[112] journey
[90] sky
[85] #d
[77] side
[76] explore
[74] insights
[72] life
[72] update

Top Words in Tweet in G8:
[77] datamining
[53] brb
[53] mcdonalds
[52] hbjohnxuandou
[22] guys
[22] extensive
[22] honkai
[22] impact
[22] 3rd
[22] found

Top Words in Tweet in G9:
[72] datamining
[69] paultassi
[65] lore
[65] truth
[65] power
[64] advised
[64] actual
[64] anti
[4] story
[3] against

Top Words in Tweet in G10:
[60] datamining
[46] tr_bluejay
[44] sharing
[44] everywhere
[44] disrespectful
[44] spitting
[44] food
[44] star
[44] restaurant
[44] taking

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2048] #rstats,#reactjs
[1997] #python,#rstats
[1934] #ai,#python
[1864] #iot,#iiot
[1770] #reactjs,#iot
[1576] #machinelearning,#ai
[1513] #analytics,#machinelearning
[1027] #iiot,#ml
[644] #analytics,#bigdata
[500] #bigdata,#ai

Top Word Pairs in Tweet in G1:
[2021] #rstats,#reactjs
[1971] #python,#rstats
[1907] #ai,#python
[1834] #iot,#iiot
[1746] #reactjs,#iot
[1541] #machinelearning,#ai
[1492] #analytics,#machinelearning
[1013] #iiot,#ml
[634] #analytics,#bigdata
[492] #bigdata,#ai

Top Word Pairs in Tweet in G2:
[180] kirkdborne,free
[80] top,#artificialintelligence
[80] #artificialintelligence,books
[80] books,reading
[80] reading,learning
[80] learning,growing
[80] growing,knowledge
[71] regression,analysis
[69] free,479
[69] 479,pdf

Top Word Pairs in Tweet in G3:
[45] #datamining,#webscraping
[45] link,below
[45] 100,accuracy
[44] click,link
[44] below,contact
[43] accuracy,click
[42] google,map
[41] looking,professional
[41] professional,fast
[41] fast,google

Top Word Pairs in Tweet in G4:
[163] wait,whoa
[163] whoa,fbi
[163] fbi,secretly
[163] secretly,seized
[163] seized,usatoday
[163] usatoday,reporter
[163] reporter,cell
[163] cell,phone
[163] phone,email
[163] email,records

Top Word Pairs in Tweet in G5:
[158] small,datamining
[158] datamining,ddlc
[158] ddlc,website
[158] website,found
[158] found,source
[158] source,code
[158] code,cheeky
[158] cheeky,fucker
[158] fucker,dansalvato
[157] thafnine,small

Top Word Pairs in Tweet in G6:
[124] للمؤسسات,الصغيرة
[124] الصغيرة,والمتوسطة
[124] والمتوسطة,٠
[124] ٠,تأكد
[124] تأكد,من
[124] من,التسجيل
[124] التسجيل,في
[124] في,مبادرة
[124] مبادرة,التدريب
[124] التدريب,على

Top Word Pairs in Tweet in G7:
[72] life,journey
[72] journey,update
[72] update,creativity
[72] creativity,wider
[72] wider,sky
[72] sky,drive
[72] drive,culture
[72] culture,insights
[72] insights,explore
[72] explore,side

Top Word Pairs in Tweet in G8:
[53] brb,datamining
[53] datamining,mcdonalds
[52] hbjohnxuandou,brb
[22] guys,extensive
[22] extensive,datamining
[22] datamining,honkai
[22] honkai,impact
[22] impact,3rd
[22] 3rd,found
[22] found,couple

Top Word Pairs in Tweet in G9:
[65] lore,truth
[65] truth,power
[64] advised,actual
[64] actual,anti
[64] anti,datamining
[64] datamining,lore
[63] paultassi,advised
[2] paultassi,datamining
[2] being,against
[2] against,tos

Top Word Pairs in Tweet in G10:
[44] datamining,sharing
[44] sharing,everywhere
[44] everywhere,disrespectful
[44] disrespectful,spitting
[44] spitting,food
[44] food,star
[44] star,restaurant
[44] restaurant,taking
[44] tr_bluejay,datamining
[2] datamining,fine

Top Replied-To
Top Replied-To in Entire Graph:
@fcbarcelona
@chelseafc
@mmpadellan
@championsleague
@elonmusk
@ada_witchqueen
@datruthdt
@jacksonwang852
@cristiano
@tehsiul

Top Replied-To in G1:
@pewglobal
@affectiva
@google
@omahacopywriter

Top Replied-To in G8:
@fuhuaswife
@stelhq

Top Replied-To in G9:
@paultassi
@crispytoast99
@mynameisbyf
@jacobkpatrick

Top Replied-To in G10:
@sphynxian
@destinytrack
@tr_bluejay
@nachoghost
@applebeesby
@cambellsoop
@sharnadelagarde
@kimberprime
@farrmark
@smhobo

Top Mentioned
Top Mentioned in Entire Graph:
@analytics_699
@kirkdborne
@ume_kyd
@digitalmktnghub
@usatoday
@gracienunyabiz
@cursortek
@dansalvato
@thafnine
@ingliguori

Top Mentioned in G1:
@analytics_699
@kirkdborne
@digitalmktnghub
@cursortek
@catherineadenle
@ingliguori
@bigdataconf
@successanalytix
@jamamark3
@biconadvisory

Top Mentioned in G2:
@kirkdborne
@analyticsvidhya
@datasciencectrl
@ingliguori
@analytics_699
@sap
@nirmalya08
@leadershipdata
@digitalmktnghub
@tibco

Top Mentioned in G3:
@liponroy99
@hdatasystems
@kavya_sourcing
@josesjuarez3

Top Mentioned in G4:
@usatoday
@gracienunyabiz

Top Mentioned in G5:
@dansalvato
@thafnine

Top Mentioned in G6:
@ahmedsaidab

Top Mentioned in G7:
@ume_kyd
@cursortek
@kirkdborne
@analytics_699
@ingliguori

Top Mentioned in G8:
@hbjohnxuandou
@hattyva

Top Mentioned in G9:
@paultassi
@jacobkpatrick

Top Mentioned in G10:
@tr_bluejay
@destinytrack
@lightdotgg
@silenced_raka
@cambellsoop
@oblivionwii
@nightpiercer
@paultassi
@aapur
@sphynxian

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@ichiban_kirin
@cybersec_feeds
@chidambara09
@alfarsi2121
@_craftboss
@xaelbot
@evankirstel
@codedailybot
@rrrmmmsss88

Top Tweeters in G1:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@bexxmodd
@codernotesbot
@cybersecurityn8
@thedeveloperbot
@rvp
@dataaugmented

Top Tweeters in G2:
@xzpwedvhhh37i3c
@ilovebooks786
@btptechsearch
@dirac7
@sshin6591
@fmfrancoise
@neleti_com
@ashot_
@hal4
@subterfugia

Top Tweeters in G3:
@mtnbvan
@malkabethwendy
@ethansilver73
@ambushpredator
@jlitwinetz
@samuraixodo
@studentofeth
@agent_r24
@radio_on_berlin
@color_division

Top Tweeters in G4:
@ladydshops
@jimboazil
@saminsunderland
@usatoday
@brenner_colleen
@politiwars
@geewhiz__
@wildmaresnw_b
@fiftyfiftygirl
@marble300

Top Tweeters in G5:
@2s_a_party
@motherneo
@wrdjsn
@astrowolf4
@bumblebeast8
@crownedroi
@lightning_chasr
@em_dee_ess
@sumitonaranja
@minimart_chuchu

Top Tweeters in G6:
@alfarsi2121
@rrrmmmsss88
@shma_211
@rahmalsu92
@ali_alsakiti
@hanaya_x
@suad9594suad
@77reemalharthi
@prince155511
@maxz93

Top Tweeters in G7:
@miguelhilargiak
@hasscho
@artesaniaen
@peac4love
@abdollah1215
@yukika337700
@onomsalam2pas
@gianarnaldo79
@evileye_nagi
@tanwiraalam

Top Tweeters in G8:
@johnofwar
@mumbly_joe
@strictmachine
@lukzmarc
@hbjohnxuandou
@lzoe7i5
@vulcanspear
@posindustries
@nightwing2xxy
@gayleviticus

Top Tweeters in G9:
@azuletaco
@readinglenin
@skeletonmang
@trendtechblog
@megadoggokun
@paultassi
@dregenyor
@mynameisbyf
@dablackstorm
@gigolocalypse

Top Tweeters in G10:
@llunatrexing
@niiightstalker
@blxnkz_
@colin_hinkle99
@novasoal
@slyehs
@azraelamaranthe
@sphynxian
@aapur
@labarretheo


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