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lamaze_2019-01-12_20-00-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 13, 2019
Short Description:
lamaze via NodeXL http://bit.ly/2D8mF87
@lamaze
@djniemeyer
@realdonaldtrump
@christas_cheryl
@kamalaharris
@youtube
@vortiglion
@weebzcl
@frxnetick7
@jilliandwoodard

Top hashtags:
#lamaze
#pregnancy
#michaelmyersdayjob
#birth
#baby
#ronilsingh
#labor

Description:
Description
The graph represents a network of 794 Twitter users whose tweets in the requested range contained "lamaze", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 13 January 2019 at 04:00 UTC.

The requested start date was Sunday, 13 January 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 21-hour, 34-minute period from Sunday, 30 December 2018 at 01:09 UTC to Saturday, 12 January 2019 at 22:43 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 : 794
Unique Edges : 815
Edges With Duplicates : 3359
Total Edges : 4174
Number of Edge Types : 3
Tweet : 232
Replies to : 1315
Mentions : 2627
Self-Loops : 232
Reciprocated Vertex Pair Ratio : 0.0927374301675978
Reciprocated Edge Ratio : 0.169734151329243
Connected Components : 161
Single-Vertex Connected Components : 95
Maximum Vertices in a Connected Component : 480
Maximum Edges in a Connected Component : 3840
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.123974
Graph Density : 0.00155326360058573
Modularity : 0.185279
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[4] https://www.momcavetv.com/what-lamaze-breathing-is-really-good-for/
[4] https://www.familytreesbirthprograms.com/lamazetrainingorlando.html
[4] https://twitter.com/NotThatShire/status/1082012047825666048
[3] https://www.tsl.texas.gov/ref/abouttx/secession/2feb1861.html
[3] http://web-extract.constantcontact.com/v1/social_annotation?permalink_uri=2ErwjDY&image_url=https%3A%2F%2Ffiles.constantcontact.com%2F399548c2201%2F88eb01ed-5ae7-4fa0-94ce-f6b0984ff28b.png
[3] https://myemail.constantcontact.com/subject.html?soid=1108848433555&aid=BEd5RG1Ps34
[3] https://www.mrcnnlive.com/father-jah-magician-ft-solo-lamaze-native-prod-drugs-beats/
[3] http://blog.naver.com/kierren/20155485261
[2] https://twitter.com/marcorubio/status/1082809396537757697
[2] https://twitter.com/latenightseth/status/1082822048987205633

Top URLs in Tweet in G1:
[3] https://www.tsl.texas.gov/ref/abouttx/secession/2feb1861.html
[2] https://twitter.com/Justice4Pierce/status/1081323027579719683
[2] https://www.youtube.com/watch?v=PnO6ai0Ktro&feature=youtu.be

[2] https://twitter.com/SenFeinstein/status/1078381705852080133
[2] https://townhall.com/tipsheet/bethbaumann/2018/12/30/fl-paper-confirms-what-dana-loesch-said-during-cnn-townhall-sheriff-israel-faile-n2538265
[2] https://twitter.com/wwe/status/1080488900890628101
[2] https://twitter.com/TomPelissero/status/1079753796446814209
[2] https://twitter.com/GhostMegyn/status/1081917612148297728
[2] https://twitter.com/HCSOTexas/status/1081939467496239109?s=19
[2] https://cis.org/Testimony/Illegal-Immigration-Impact-Wages-and-Employment-Black-Workers

Top URLs in Tweet in G2:
[4] https://www.familytreesbirthprograms.com/lamazetrainingorlando.html
[3] http://blog.naver.com/kierren/20155485261
[3] https://myemail.constantcontact.com/subject.html?soid=1108848433555&aid=BEd5RG1Ps34
[3] http://web-extract.constantcontact.com/v1/social_annotation?permalink_uri=2ErwjDY&image_url=https%3A%2F%2Ffiles.constantcontact.com%2F399548c2201%2F88eb01ed-5ae7-4fa0-94ce-f6b0984ff28b.png
[2] https://mailchi.mp/wholesalecamel.com/vrrz6p8sau-181603
[2] https://doules.fi/lamaze-international-synnytysvalmennus-suomeen/
[2] http://www.healthybirthclass.com/
[2] https://www.e-nas.co.uk/shop/lamaze-freddie-the-firefly/
[2] http://www.ebay.com/itm/like/233087780731
[2] http://www.lamaze.jp/

Top URLs in Tweet in G4:
[1] https://twitter.com/indystarsports/status/1081618432179691520

Top URLs in Tweet in G5:
[1] https://twitter.com/johncardillo/status/1078659181052350465
[1] https://twitter.com/repadamschiff/status/1083453513559089152
[1] https://twitter.com/lamaze/status/1078025519306821632

Top URLs in Tweet in G6:
[1] https://twitter.com/PhillyAbroad/status/1079843076594647045?s=19
[1] https://twitter.com/PhillyAbroad/status/1079349241364078592
[1] https://www.youtube.com/watch?v=qmVgdwyXHWw&feature=share

[1] https://www.brookings.edu/research/devaluation-of-assets-in-black-neighborhoods/
[1] https://www.dailymail.co.uk/news/article-1374662/Republicans-Mississippi-think-interracial-marriage-illegal-according-poll.html
[1] https://www.thedailybeast.com/the-pain-gap-why-doctors-offer-less-relief-to-black-patients
[1] https://www.theroot.com/how-the-republican-party-became-the-party-of-racism-1827779221
[1] https://twitter.com/PhillyAbroad/status/1079853309232476160
[1] https://twitter.com/PhillyAbroad/status/1079827841989132289
[1] https://mic.com/articles/172812/survey-finds-55-of-white-republicans-think-blacks-face-poverty-due-to-lack-of-motivation#.fyzPvNIQC

Top URLs in Tweet in G7:
[2] https://twitter.com/LaMaze/status/1082848437903736833?s=09

Top URLs in Tweet in G9:
[1] https://abc7ny.com/police-undocumented-ms-13-members-stab-attack-li-teen/5045829/

Top Domains
Top Domains in Tweet in Entire Graph:
[79] twitter.com
[16] facebook.com
[10] youtube.com
[9] familytreesbirthprograms.com
[8] lamaze.org
[7] ebay.com
[7] instagram.com
[6] constantcontact.com
[5] washingtonpost.com
[4] townhall.com

Top Domains in Tweet in G1:
[54] twitter.com
[5] washingtonpost.com
[4] youtube.com
[3] texas.gov
[3] townhall.com
[2] quillette.com
[2] cis.org
[2] nytimes.com
[1] yale.edu
[1] teachingamericanhistory.org

Top Domains in Tweet in G2:
[10] facebook.com
[9] familytreesbirthprograms.com
[7] twitter.com
[7] instagram.com
[6] constantcontact.com
[5] lamaze.org
[4] mailchi.mp
[4] ebay.com
[3] naver.com
[3] usharethis.net

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

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

Top Domains in Tweet in G6:
[7] twitter.com
[2] youtube.com
[1] brookings.edu
[1] co.uk
[1] thedailybeast.com
[1] theroot.com
[1] mic.com
[1] ncjrs.gov
[1] thefix.com
[1] townhall.com

Top Domains in Tweet in G7:
[2] twitter.com

Top Domains in Tweet in G9:
[1] abc7ny.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[29] lamaze
[11] pregnancy
[9] michaelmyersdayjob
[6] birth
[5] baby
[4] ronilsingh
[4] labor
[4] pregnancyjourney
[3] healthypregnancy
[3] childbirth



Top Hashtags in Tweet in G1:
[3] ronilsingh
[2] rosebowl
[2] rip
[2] wwii
[1] metoo
[1] proweedconservative
[1] ananavarro
[1] fakenews
[1] boycotttrumpprimetime
[1] blexit

Top Hashtags in Tweet in G2:
[7] lamaze
[5] pregnancy
[3] childbirth
[2] birth
[2] apgar
[2] apgardian
[2] laboranddelivery
[2] painmanagement
[1] twincitiesrealtor
[1] ofertajuguetes

Top Hashtags in Tweet in G3:
[1] endpc

Top Hashtags in Tweet in G4:
[1] iubb

Top Hashtags in Tweet in G5:
[1] corporalsingh
[1] ananavarro
[1] ronilsingh
[1] lefthypocrisy
[1] hypocriteharris

Top Words
Top Words in Tweet in Entire Graph:
[1233] Words in Sentiment List#1: Positive
[1433] Words in Sentiment List#2: Negative
[30] Words in Sentiment List#3: Angry/Violent
[37291] Non-categorized Words
[39963] Total Words
[824] lamaze
[269] larryelder
[263] barackobama
[185] black
[180] joelpatrick1776

Top Words in Tweet in G1:
[142] phillyabroad
[137] larryelder
[131] barackobama
[102] black
[82] joelpatrick1776
[78] realcandaceo
[67] cjts7006
[66] people
[66] realchrismdoyle
[64] afreequeen

Top Words in Tweet in G2:
[131] lamaze
[58] ã
[22] class
[16] breathing
[12] labor
[11] ãƒ
[11] educator
[10] childbirth
[9] s
[9] more

Top Words in Tweet in G3:
[99] lamaze
[98] joelpatrick1776
[28] flag
[27] slavery
[23] wileylm
[22] education4libs
[21] war
[20] s
[19] t
[18] people

Top Words in Tweet in G4:
[10] dandakich
[9] lamaze
[6] oconne95
[4] dusanders86
[3] done
[3] years
[3] csandersjr
[3] crean
[3] syracuse
[2] tyler

Top Words in Tweet in G5:
[8] kamalaharris
[7] children
[4] illegal
[4] alien
[4] lamaze
[4] outrage
[4] tears
[4] calls
[4] action
[4] regarding

Top Words in Tweet in G6:
[148] lamaze
[132] larryelder
[132] barackobama
[47] black
[36] blacks
[36] think
[32] white
[27] people
[26] racism
[26] more

Top Words in Tweet in G7:
[64] realcandaceo
[62] lamaze
[59] realchrismdoyle
[56] cjts7006
[11] illegal
[10] blacks
[9] come
[9] here
[9] visa
[8] jobs

Top Words in Tweet in G8:
[54] â
[17] lamaze
[17] aoc
[15] kellylucero85
[15] magi_jay
[15] 60minutes
[7] healthcare
[6] t
[6] military
[5] s

Top Words in Tweet in G9:
[4] realdonaldtrump
[4] lamaze
[3] american
[3] â
[3] people
[2] lying
[2] native
[2] putin
[2] around
[2] never

Top Words in Tweet in G10:
[12] lamaze
[12] class
[12] deal
[12] holiday
[12] over
[12] eating
[11] 1melro

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[263] larryelder,barackobama
[129] lamaze,larryelder
[125] phillyabroad,larryelder
[125] realchrismdoyle,realcandaceo
[118] cjts7006,realchrismdoyle
[101] â,â
[61] afreequeen,cjts7006
[56] lamaze,cjts7006
[53] lamaze,joelpatrick1776
[51] johncardillo,paisano

Top Word Pairs in Tweet in G1:
[131] larryelder,barackobama
[125] phillyabroad,larryelder
[66] realchrismdoyle,realcandaceo
[63] cjts7006,realchrismdoyle
[61] afreequeen,cjts7006
[48] â,â
[28] wileylm,joelpatrick1776
[26] ragexhoundoom,wileylm
[24] blacktechied,kanyewest
[23] johncardillo,paisano

Top Word Pairs in Tweet in G2:
[27] ã,ã
[18] lamaze,class
[12] lamaze,breathing
[6] lamaze,educator
[6] educator,training
[6] training,lamaze
[6] lamaze,conference
[6] conference,pittsburgh
[5] solo,lamaze
[4] lamaze,classes

Top Word Pairs in Tweet in G3:
[53] lamaze,joelpatrick1776
[23] lamaze,wileylm
[23] wileylm,joelpatrick1776
[22] joelpatrick1776,education4libs
[11] lamaze,xantl
[11] xantl,joelpatrick1776
[8] lamaze,billyr777
[8] billyr777,joelpatrick1776
[8] billyr777,lamaze
[6] didn,t

Top Word Pairs in Tweet in G4:
[6] lamaze,oconne95
[6] oconne95,dandakich
[4] dusanders86,lamaze
[3] csandersjr,dusanders86
[2] lamaze,dandakich
[2] vaughnausten,csandersjr

Top Word Pairs in Tweet in G5:
[4] illegal,alien
[4] outrage,tears
[4] tears,calls
[4] calls,action
[4] action,regarding
[4] regarding,poor
[4] poor,children
[4] children,kamalaharris
[3] lamaze,jokesonus4sure
[3] jokesonus4sure,kamalaharris

Top Word Pairs in Tweet in G6:
[132] larryelder,barackobama
[129] lamaze,larryelder
[13] lamaze,govmikehuckabee
[11] barackobama,think
[8] white,women
[7] sexual,assault
[6] barackobama,coldxman
[5] barackobama,again
[4] more,nuanced
[4] favorite,black

Top Word Pairs in Tweet in G7:
[59] realchrismdoyle,realcandaceo
[56] lamaze,cjts7006
[55] cjts7006,realchrismdoyle
[7] illegal,immigrants
[5] jobs,blacks
[5] come,here
[4] realcandaceo,illegal
[3] realcandaceo,never
[3] through,process
[3] lamaze,realchrismdoyle

Top Word Pairs in Tweet in G8:
[53] â,â
[15] lamaze,kellylucero85
[15] kellylucero85,magi_jay
[15] magi_jay,60minutes
[15] 60minutes,aoc
[4] thatâ,s
[4] healthcare,education
[2] canâ,t
[2] couldnâ,t
[2] comes,military

Top Word Pairs in Tweet in G9:
[2] native,american

Top Word Pairs in Tweet in G10:
[12] lamaze,class
[12] class,deal
[12] deal,holiday
[12] holiday,over
[12] over,eating
[11] 1melro,lamaze

Top Replied-To
Top Replied-To in Entire Graph:
@lamaze
@phillyabroad
@afreequeen
@blacktechied
@jabberwik
@ragexhoundoom
@spencerbogad
@billyr777
@hboooogie
@noahherschberg

Top Replied-To in G1:
@phillyabroad
@afreequeen
@lamaze
@ragexhoundoom
@blacktechied
@jabberwik
@spencerbogad
@mariaarriola4
@noahherschberg
@thedocmalibu

Top Replied-To in G3:
@lamaze
@billyr777
@xantl
@joelpatrick1776
@dualsrecords
@mcsgt0341

Top Replied-To in G4:
@lamaze
@vaughnausten
@csandersjr
@dusanders86

Top Replied-To in G5:
@realjameswoods
@lamaze

Top Replied-To in G6:
@lamaze
@phillyabroad
@stevebellow
@w_terrence
@govmikehuckabee
@sonofiowa
@mullatino

Top Replied-To in G7:
@lamaze
@afreequeen
@yo_jillfletcher
@phil_luttazi

Top Replied-To in G8:
@lamaze
@sbelleque
@cul3r0

Top Replied-To in G9:
@realdonaldtrump
@hrtablaze
@michaelavenatti
@amike4761

Top Mentioned
Top Mentioned in Entire Graph:
@larryelder
@barackobama
@joelpatrick1776
@realcandaceo
@realchrismdoyle
@cjts7006
@kanyewest
@lamaze
@claytravis
@johncardillo

Top Mentioned in G1:
@larryelder
@barackobama
@joelpatrick1776
@realcandaceo
@realchrismdoyle
@cjts7006
@claytravis
@kanyewest
@thecjpearson
@aoc

Top Mentioned in G3:
@joelpatrick1776
@wileylm
@education4libs
@lamaze
@xantl
@billyr777
@tomaszkrucz
@aoc
@realdonaldtrump
@sunocoloco617

Top Mentioned in G4:
@dandakich
@oconne95
@lamaze
@dusanders86
@csandersjr
@msu_basketball
@thisistheizzone
@mollyamcgrath
@themoplady

Top Mentioned in G5:
@kamalaharris
@lamaze
@jokesonus4sure
@gigimacg
@zanp
@nancypelosi
@jerrybrowngov
@adamschiff
@tedlieu
@senfeinstein

Top Mentioned in G6:
@larryelder
@barackobama
@govmikehuckabee
@lamaze
@coldxman
@a_dark_knight
@phillyabroad
@sonofiowa
@mullatino

Top Mentioned in G7:
@realcandaceo
@realchrismdoyle
@cjts7006
@owensbfrederick
@tomilahren
@afreequeen
@kenesu88
@lamaze
@msnbc
@mhscott16

Top Mentioned in G8:
@aoc
@kellylucero85
@magi_jay
@60minutes
@realdailywire
@sbelleque
@goldman_snax
@willbost88
@lamaze

Top Mentioned in G9:
@realdonaldtrump
@ewarren
@senschumer
@lamaze
@billyforinger
@judicialwatch

Top Mentioned in G10:
@1melro

Top Tweeters
Top Tweeters in Entire Graph:
@punmetaphorica
@djniemeyer
@metaphorminute
@wtul_playlist
@_spell
@dylanesque2604
@mousseaujim
@_girlfromatl
@finditatfilibi
@nytimes

Top Tweeters in G1:
@dylanesque2604
@nytimes
@wlwt
@abc13houston
@overunderclover
@joegoodberry
@lancemcalister
@nbcnews
@joyannreid
@cameron_gray

Top Tweeters in G2:
@punmetaphorica
@metaphorminute
@wtul_playlist
@finditatfilibi
@amazon_deals___
@redray18
@kissmyelite
@theobamanista
@newbestdeals2
@theslaingod

Top Tweeters in G3:
@xantl
@dualsrecords
@sunocoloco617
@carpenterjims
@wileylm
@coleman_wink
@education4libs
@billyr777
@thinker_here
@ragexhoundoom

Top Tweeters in G4:
@dandakich
@bigtennetwork
@oconne95
@msu_basketball
@mollyamcgrath
@thecousindarrel
@themoplady
@thisistheizzone
@wilbonshottub
@csandersjr

Top Tweeters in G5:
@mousseaujim
@jokesonus4sure
@zanp
@thesandmanslim
@jumpinjonnydee
@realjameswoods
@tedlieu
@gloriajh
@kamalaharris
@nancypelosi

Top Tweeters in G6:
@nuance_bot
@larryelder
@stevebellow
@calbears04
@barackobama
@govmikehuckabee
@phillyabroad
@classic455
@w_terrence
@a_dark_knight

Top Tweeters in G7:
@msnbc
@mhscott16
@tomilahren
@cjts7006
@owensbfrederick
@jilliandwoodard
@afreequeen
@ambylam
@kenesu88
@realcandaceo

Top Tweeters in G8:
@realdailywire
@magi_jay
@60minutes
@derek_mafs
@kellylucero85
@mariaarriola4
@aoc
@goldman_snax
@landonbarbarian
@cul3r0

Top Tweeters in G9:
@christas_cheryl
@judicialwatch
@hrtablaze
@realdonaldtrump
@amike4761
@billyforinger
@senschumer
@romygiacomi
@michaelavenatti
@ewarren

Top Tweeters in G10:
@better_off_dad
@1melro
@kerouac741
@havish_af
@summers_sonny
@brianbowman73
@jarhead44
@thewidowmakerx
@toastymoe
@smbeckley


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