information seeking, Twitter, 1/24/2020 6:53:23 PM, 220243


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information seeking Twitter NodeXL SNA Map and Report for Friday, 24 January 2020 at 18:16 UTC
information seeking Twitter NodeXL SNA Map and Report for Friday, 24 January 2020 at 18:16 UTC
From:
marc_smith
Uploaded on:
January 24, 2020
Short Description:
information seeking via NodeXL http://bit.ly/2Rni6xK
@fbi
@mahuamoitra
@fredhamilton
@adamgoldmannyt
@potus
@klasfeldreports
@nytimes
@celestebyrne3
@mayawiley
@anblanx

Top hashtags:
#fbi
#parnas
#justice
#foi
#operationcoldstart
#torrancepolicedepartment

Description:
Description
The graph represents a network of 11,684 Twitter users whose recent tweets contained "information seeking", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 24 January 2020 at 18:28 UTC.

The tweets in the network were tweeted over the 8-day, 2-hour, 17-minute period from Thursday, 16 January 2020 at 15:56 UTC to Friday, 24 January 2020 at 18:14 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 : 11684
Unique Edges : 11883
Edges With Duplicates : 524
Total Edges : 12407
Number of Edge Types : 5
Replies to : 487
Retweet : 8718
Mentions : 913
Tweet : 1201
MentionsInRetweet : 1088
Self-Loops : 1225
Reciprocated Vertex Pair Ratio : 0.00144993203443589
Reciprocated Edge Ratio : 0.0028956655506289
Connected Components : 1369
Single-Vertex Connected Components : 595
Maximum Vertices in a Connected Component : 7597
Maximum Edges in a Connected Component : 7896
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 3.251848
Graph Density : 8.09572325745472E-05
Modularity : 0.719268
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 11,684 Twitter users whose recent tweets contained "information seeking", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 24 January 2020 at 18:28 UTC.

The tweets in the network were tweeted over the 8-day, 2-hour, 17-minute period from Thursday, 16 January 2020 at 15:56 UTC to Friday, 24 January 2020 at 18:14 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 : TwitterSearch
Graph Term : information seeking
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[14] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41562-019-0793-1
[9] https://www.conservativedailynews.com/2020/01/hunter-biden-ordered-to-explain-why-he-shouldnt-be-held-in-contempt-of-court/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[9] https://www.fbi.gov/audio-repository/wanted-podcast-wei-li-pang-shu-gang-li-011520.mp3/view
[8] https://www.biometricupdate.com/202001/marshals-service-seeking-information-on-counter-biometric-services
[6] https://www.youtube.com/watch?v=4x5a0e5b_g0&feature=youtu.be

[6] https://arstechnica.com/information-technology/2020/01/iran-courted-us-security-expert-for-years-seeking-industrial-hacking-training/
[6] http://www.creucymru.com/creu-cymru-seeking-director/
[6] http://patch.com/new-york/farmingdale/south-farmingdale-woman-found-strangled-death-home-ncpd?utm_source=twitter.com&utm_medium=social&utm_term=crime+%26+safety&utm_campaign=autopost&utm_content=farmingdale
[5] http://www.goddessfish.com/services/virtual-book-tours/become-a-virtual-book-tour-blog-host/
[5] https://www.tonybodoh.com/

Top URLs in Tweet in G1:
[1] https://www.fbi.gov/audio-repository/wanted-podcast-wei-li-pang-shu-gang-li-011520.mp3/view

Top URLs in Tweet in G2:
[5] https://theprint.in/india/interpol-issues-blue-corner-notice-seeking-information-about-fugitive-godman-nithyanand/353170/
[1] https://www.nationalheraldindia.com/national/pan-info-removed-from-npr-questionnaire-mother-tongue-added

Top URLs in Tweet in G3:
[5] https://www.tonybodoh.com/
[5] http://www.goddessfish.com/services/virtual-book-tours/become-a-virtual-book-tour-blog-host/
[4] https://arstechnica.com/information-technology/2020/01/iran-courted-us-security-expert-for-years-seeking-industrial-hacking-training/
[3] https://www.facebook.com/floridaseagrant/photos/a.204240672946329/2595018540535185/?type=3&theater
[3] https://www.psdschools.org/node/1416
[3] https://www.alabamanews.net/2020/01/22/crimestoppers-offers-5000-reward-for-information-in-unsolved-2018-montgomery-murder/
[3] https://www.treetopshospice.org.uk/vacancies
[3] https://hireaniner.uncc.edu/
[2] https://111.nhs.uk/?utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn
[2] https://www.easttexasmatters.com/news/top-stories/lufkin-police-investigating-early-morning-shooting-that-injured-16-year-old/

Top URLs in Tweet in G4:
[3] https://www.fbi.gov/audio-repository/wanted-podcast-wei-li-pang-shu-gang-li-011520.mp3/view
[2] https://twitter.com/unittzoo/status/1218738897351577606
[1] https://www.clb.org/about-clb/careers/part-time-optometrist-contract-basis/
[1] https://www.foxnews.com/entertainment/celebrities-react-trump-senate-impeachment-republicans-democrats-witnesses
[1] https://twitter.com/FCLUORG/status/1207320503050002433
[1] https://help.twitter.com/en/using-twitter/twitter-conversations
[1] https://help.twitter.com/en/rules-and-policies/twitter-law-enforcement-support
[1] https://www.justice.gov/usao-dc/pr/weleakinfocom-domain-name-seized
[1] https://thehill.com/homenews/house/478888-house-democrats-release-second-batch-of-parnas-materials
[1] https://judiciary.house.gov/uploadedfiles/document_production_lev_parnas_january_17_2020_whatsapp_excerpts_harvey_with_attachments.pdf

Top URLs in Tweet in G5:
[1] https://www.law.com/nationallawjournal/2020/01/23/judge-reggie-walton-is-fired-up-again-in-mccabe-related-foia-suit/?cmp=share_twitter
[1] https://www.courthousenews.com/indicted-giuliani-ally-has-money-tied-republicans-seeking-cover/
[1] https://twitter.com/RepSwalwell/status/1217261457081016320
[1] https://www.cnn.com/2020/01/16/politics/fbi-robert-hyde/index.html
[1] https://twitter.com/KlasfeldReports/status/1218340737722482688

Top URLs in Tweet in G6:
[1] https://www.facebook.com/unistoten/posts/3410229929051228

Top URLs in Tweet in G7:
[2] https://www.nydailynews.com/news/politics/ny-giuliani-ukraine-20200114-em4mj4k6pregrdlvagznmjw2be-story.html
[1] https://www.google.com/amp/s/www.buzzfeednews.com/amphtml/mayawiley/i-thought-we-could-trust-william-barr-i-was-wrong
[1] https://twitter.com/natashabertrand/status/1219366207188623361
[1] https://trib.al/O0WHmI8
[1] https://twitter.com/atrupar/status/1218957505419714562

Top URLs in Tweet in G8:
[1] https://trib.al/ZsvLn3g
[1] https://trib.al/rO2rv0I
[1] https://trib.al/O0WHmI8
[1] https://www.rdlg.gov.tt/

Top URLs in Tweet in G9:
[1] https://www.facebook.com/CalgaryPolice/photos/a.10150181806644530/10157965319869530/?type=3&__xts__%5B0%5D=68.ARAzwlq8N9zgS8klltNHXmzqfb_v00p4jrVAa5RjLSr_Vb4wuha_Ccz484y6lLfzw56RLF0e30gBwN68_pWkEREYCIK6z2tUUfcj3zjsSGVJZMGSBTypSVWWvEyHXxC9uAzDDFkb6JtZ7VNZtnLOo5kdpqbsKqfgBtyhupB1QuzAIuvml_ZV9s6XktuFEPYWNWfVkGZ1XB5IWUTvj9-af9PJaOCmn2ANaGhnfIStptPiayMT96yR_mJVGptwgIK_t-D148wKqHaxtV_5Oh4Am5qjapTru5HsTGxkhI2AfUCh9xId4BnJu_Kkop-lHDbsqDE960uEksLL5-tlmg&__tn__=-R

Top Domains
Top Domains in Tweet in Entire Graph:
[76] twitter.com
[41] org.uk
[40] co.uk
[25] fbi.gov
[25] patch.com
[22] facebook.com
[20] linkedin.com
[17] bit.ly
[16] nature.com
[15] instagram.com

Top Domains in Tweet in G1:
[1] fbi.gov

Top Domains in Tweet in G2:
[5] theprint.in
[1] nationalheraldindia.com

Top Domains in Tweet in G3:
[23] co.uk
[21] twitter.com
[18] patch.com
[16] linkedin.com
[16] org.uk
[15] facebook.com
[13] instagram.com
[9] nih.gov
[7] com.au
[6] candidatehunter.com

Top Domains in Tweet in G4:
[5] twitter.com
[3] fbi.gov
[1] clb.org
[1] foxnews.com
[1] justice.gov
[1] thehill.com
[1] house.gov

Top Domains in Tweet in G5:
[2] twitter.com
[1] law.com
[1] courthousenews.com
[1] cnn.com

Top Domains in Tweet in G6:
[1] facebook.com

Top Domains in Tweet in G7:
[2] twitter.com
[2] nydailynews.com
[1] google.com
[1] trib.al

Top Domains in Tweet in G8:
[3] trib.al
[1] gov.tt

Top Domains in Tweet in G9:
[1] facebook.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5620] fbi
[99] parnas
[61] justice
[57] foi
[46] operationcoldstart
[45] torrancepolicedepartment
[26] cybersecurity
[24] jobs
[23] hiring
[21] job



Top Hashtags in Tweet in G1:
[5478] fbi

Top Hashtags in Tweet in G2:
[2] pan
[2] npr
[1] hindustantimes
[1] supremecourt
[1] caa
[1] fbi

Top Hashtags in Tweet in G3:
[14] jobs
[8] hiring
[7] employment
[7] recruiting
[6] job
[5] accounting
[4] nhs111
[4] helpushelpyou
[4] recruit
[4] jobsearch

Top Hashtags in Tweet in G4:
[61] justice
[20] fbi
[10] familycourt
[9] whistleblowers
[1] kids4cash
[1] goodbyeafcc
[1] titleivd
[1] impotus
[1] gopcoverup
[1] cps

Top Hashtags in Tweet in G5:
[8] fbi
[1] coverup
[1] senator_you_signed_an_oath
[1] senator_do_your_job

Top Hashtags in Tweet in G6:
[1] unistoten
[1] wetsuwetenstrong

Top Hashtags in Tweet in G7:
[97] parnas
[3] fbi
[1] barr
[1] impeachment

Top Hashtags in Tweet in G8:
[3] applynow
[1] mordlg
[1] parnas
[1] fbi

Top Hashtags in Tweet in G9:
[46] operationcoldstart
[10] fbi
[1] yyc

Top Words
Top Words in Tweet in Entire Graph:
[4394] Words in Sentiment List#1: Positive
[3383] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[431247] Non-categorized Words
[439024] Total Words
[11268] information
[11144] li
[10962] seeking
[7336] gang
[5651] allegedly

Top Words in Tweet in G1:
[10956] li
[5478] #fbi
[5478] seeking
[5478] information
[5478] wei
[5478] pang
[5478] shu
[5478] gang
[5478] aka
[5478] linda

Top Words in Tweet in G2:
[1745] gang
[1744] tukde
[943] seeking
[943] information
[872] repeat
[872] lie
[872] enough
[872] make
[872] truth
[872] mr

Top Words in Tweet in G3:
[707] information
[671] seeking
[292] more
[87] visit
[82] please
[72] mh
[59] amp
[58] apply
[54] furniture
[45] contact

Top Words in Tweet in G4:
[180] information
[179] seeking
[122] over
[84] amp
[81] allegedly
[81] potus
[65] info
[63] 10
[63] fbi
[62] illegally

Top Words in Tweet in G5:
[294] information
[291] seeking
[230] transcripts
[160] seattle
[160] pd
[160] shooting
[160] shooter
[116] hearing
[115] judge
[115] reggie

Top Words in Tweet in G6:
[191] rcmp
[191] private
[191] medical
[191] information
[191] doctors
[191] seeking
[191] access
[169] update
[169] checkpoint
[169] blocks

Top Words in Tweet in G7:
[192] sdny
[192] #parnas
[159] seeking
[153] information
[97] impeachment
[96] obviously
[96] isn
[96] cooperation
[96] agreement
[96] hasn

Top Words in Tweet in G8:
[112] information
[111] seeking
[105] company
[55] smiledirectclub
[55] makes
[55] teeth
[55] aligners
[55] third
[55] cost
[55] braces

Top Words in Tweet in G9:
[112] information
[97] seeking
[75] anyone
[73] contact
[60] asked
[58] man
[58] wanted
[58] thefts
[46] continue
[46] conduct

Top Words in Tweet in G10:
[135] application
[134] pm
[134] modi's
[134] citizenship
[134] chalakkudy
[68] rti
[68] seeking
[68] information
[67] seeks
[67] proof

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6373] seeking,information
[5589] human,trafficking
[5589] trafficking,operation
[5587] #fbi,seeking
[5572] information,wei
[5572] wei,li
[5572] li,pang
[5572] shu,gang
[5572] gang,li
[5572] li,aka

Top Word Pairs in Tweet in G1:
[5478] #fbi,seeking
[5478] seeking,information
[5478] information,wei
[5478] wei,li
[5478] li,pang
[5478] pang,shu
[5478] shu,gang
[5478] gang,li
[5478] li,aka
[5478] aka,linda

Top Word Pairs in Tweet in G2:
[872] repeat,lie
[872] lie,enough
[872] enough,make
[872] make,truth
[872] truth,mr
[872] mr,shah
[872] shah,caught
[872] caught,time
[872] time,ministry
[872] ministry,home

Top Word Pairs in Tweet in G3:
[242] more,information
[128] seeking,information
[47] information,seeking
[38] information,please
[36] currently,seeking
[30] please,visit
[28] information,visit
[25] information,apply
[20] seeking,more
[19] information,technology

Top Word Pairs in Tweet in G4:
[64] seeking,info
[62] information,amp
[61] #justice,washington
[61] washington,weleakinfo
[61] weleakinfo,domain
[61] domain,name
[61] name,seized
[61] seized,site
[61] site,allegedly
[61] allegedly,sold

Top Word Pairs in Tweet in G5:
[115] hearing,judge
[115] judge,reggie
[115] reggie,walton
[115] walton,weighed
[115] weighed,releasing
[115] releasing,transcripts
[115] transcripts,closed
[115] closed,door
[115] door,discussions
[115] discussions,doj

Top Word Pairs in Tweet in G6:
[191] private,medical
[191] medical,information
[191] doctors,seeking
[191] seeking,access
[169] update,rcmp
[169] rcmp,checkpoint
[169] checkpoint,blocks
[169] blocks,legal
[169] legal,observer
[169] observer,requests

Top Word Pairs in Tweet in G7:
[96] obviously,sdny
[96] sdny,isn
[96] isn,seeking
[96] seeking,cooperation
[96] cooperation,agreement
[96] agreement,#parnas
[96] #parnas,hasn
[96] hasn,offered
[96] offered,information
[96] information,prosecutors

Top Word Pairs in Tweet in G8:
[55] smiledirectclub,makes
[55] makes,teeth
[55] teeth,aligners
[55] aligners,third
[55] third,cost
[55] cost,braces
[55] braces,mails
[55] mails,customers
[55] customers,company
[55] company,worked

Top Word Pairs in Tweet in G9:
[75] anyone,information
[60] information,asked
[58] man,wanted
[46] continue,conduct
[46] conduct,#operationcoldstart
[46] #operationcoldstart,seeking
[46] seeking,public
[46] public,assistance
[46] assistance,locate
[46] locate,man

Top Word Pairs in Tweet in G10:
[134] pm,modi's
[134] modi's,citizenship
[68] rti,application
[68] application,seeking
[67] application,seeks
[67] seeks,proof
[67] proof,pm
[67] citizenship,josh
[67] josh,kalluveettil
[67] kalluveettil,native

Top Replied-To
Top Replied-To in Entire Graph:
@ozloop
@realdonaldtrump
@oviwce
@marshablackburn
@amy_siskind
@sdr_medco
@andrewyang
@atrupar
@sir_kenayo
@royradhika7

Top Replied-To in G3:

Top Replied-To in G4:
@realdonaldtrump
@marshablackburn
@repandybiggsaz
@senatemajldr
@donaldjtrumpjr
@unittzoo
@lindseygrahamsc
@cillizzacnn
@catfishfishy
@dingerdanger

Top Replied-To in G5:
@chrislhayes

Top Replied-To in G7:
@atrupar
@phil_mattingly
@senschumer
@clantro

Top Replied-To in G8:
@arevers

Top Mentioned
Top Mentioned in Entire Graph:
@potus
@anao_australia
@scottmorrisonmp
@canstopcrime
@naturehumbehav
@realdonaldtrump
@vocmnews
@cbcnl
@cmpd
@senschumer

Top Mentioned in G2:
@theprintindia

Top Mentioned in G3:
@ltmnews
@kontrolmag
@strugglingnow
@rosebrookskc
@atattoocoink

Top Mentioned in G4:
@potus
@realdonaldtrump
@gop
@fcluorg
@nationalfile
@genflynn
@freedomcaucus
@bernardkerik
@bluepopcorn8
@foxnews

Top Mentioned in G5:
@repswalwell
@mmineiro_cns

Top Mentioned in G7:
@senschumer
@johncornyn
@gloriaborger
@peace2484
@tylermahaffey29
@southernbellem5
@laraleatrump

Top Mentioned in G8:
@nytimes
@weareoversight

Top Mentioned in G9:
@canstopcrime
@crimestopper305
@austin_police
@fox7austin

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@vzwsupport
@yuuji_k1
@vodafonein
@alllibertynews
@georgekurianinc
@jim_peoples_
@united
@british_airways
@cloudwanderer3

Top Tweeters in G1:
@jim_peoples_
@isidormeyer1
@washumom
@myplace4u
@truckerbooman
@raumunz
@siminuteman1776
@soniaerasmus
@just_old_joe
@joannecangal

Top Tweeters in G2:
@georgekurianinc
@shanmugam_18
@sanjai2july
@mgmnair
@jainanil1968
@babun1515
@nikhil_p_b
@18akgoyal
@tarungarg87
@lalitpagal

Top Tweeters in G3:
@stbluvoter
@queenmsheba
@alberta411
@robertcaruso
@goddessfish
@drogon_dracarys
@wcbd
@triblive
@policeofficer
@tonybodoh

Top Tweeters in G4:
@alllibertynews
@babysgramma
@thehill
@c_coolidge
@foxnews
@mariewood2001
@livegreenordie
@politico
@abc
@cnn

Top Tweeters in G5:
@missb62
@cloudwanderer3
@mattmurph24
@ohiomail
@rachel_mcrea
@carolmaewy
@blogdiva
@cwharlow
@joeygiggles
@sandi_childs

Top Tweeters in G6:
@softgrasswalker
@allan_crawshaw
@dishgirl4
@terrilltf
@personalescrito
@alisonborealis
@kelownascott
@4evrstardancer
@andyrose12
@fleurdelis30

Top Tweeters in G7:
@complaymentdo
@inspiteoftrump
@talkintou
@mayirmamay14
@anthonybourque
@new_narrative
@patta47cake
@nancypeggy
@kristafrances
@grannynannynews

Top Tweeters in G8:
@yuuji_k1
@slimchick1900
@alaskarebel
@nytimes
@rell_lauren
@drewonline
@nelmadman
@mikereesem
@craigmaccormack
@nshrubs

Top Tweeters in G9:
@bluebirdtrini
@oasismountain
@4everanimalz1
@fox7austin
@davidjneal
@pynkember
@bradinyyc
@dsweetestd
@daleanthonyjr
@yyc_besafe

Top Tweeters in G10:
@56perumal
@mithu796311
@rajendr76194898
@alokdubey1408
@joshirakesh2004
@andheyhindu
@lillymarypinto
@a_truthsayer
@nationalistdoc
@krishanjee


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