lamaze, Twitter, 11/4/2021 7:45:53 PM, 265486


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lamaze_2021-11-04_12-33-53.xlsx
lamaze_2021-11-04_12-33-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 04, 2021
Short Description:
lamaze via NodeXL https://bit.ly/3BFMwiM
@iamcardib
@lilnasx
@kimkardashian
@therealdaytime
@cgeclectics
@cincity631
@poshmarkapp
@teresaccarter2
@nebula63
@plumenom

Top hashtags:
#onlinebetterthaninline
#giftidea
#babyshowergift
#lamaze
#poshmark
#shopmycloset

Description:
Description
The graph represents a network of 757 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 Thursday, 04 November 2021 at 19:34 UTC.

The requested start date was Thursday, 04 November 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, 46-minute period from Thursday, 21 October 2021 at 00:02 UTC to Wednesday, 03 November 2021 at 23:49 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 : 757
Unique Edges : 1630
Edges With Duplicates : 1062
Total Edges : 2692
Number of Edge Types : 5
Tweet : 81
Retweet : 518
MentionsInRetweet : 1967
Mentions : 67
Replies to : 59
Self-Loops : 83
Reciprocated Vertex Pair Ratio : 0.00144230769230769
Reciprocated Edge Ratio : 0.0028804608737398
Connected Components : 129
Single-Vertex Connected Components : 56
Maximum Vertices in a Connected Component : 484
Maximum Edges in a Connected Component : 2402
Maximum Geodesic Distance (Diameter) : 2
Average Geodesic Distance : 1.975886
Graph Density : 0.00363975033724043
Modularity : 0.275691
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 757 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 Thursday, 04 November 2021 at 19:34 UTC.

The requested start date was Thursday, 04 November 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, 46-minute period from Thursday, 21 October 2021 at 00:02 UTC to Wednesday, 03 November 2021 at 23:49 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 : lamaze
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:
[21] https://www.ebay.com/itm/373766448216
[4] http://hot1079.net/
[4] fractional:0
[3] https://www.instagram.com/accounts/login/
[2] http://www.babellibrary.com
[2] https://www.linkedin.com/slink?code=gtn-rcj9
[2] https://sovietsexpodcast.wordpress.com/2021/10/10/soviet-sex-podcast-episode-5-lamaze-an-international-history-with-dr-paula-michaels/
[2] https://twitter.com/SexSoviet/status/1452919502790922246
[2] currency:USD>%2C
[2] :ca%3D>%23

Top URLs in Tweet in G1:
[2] https://www.instagram.com/accounts/login/

Top URLs in Tweet in G2:
[2] https://www.linkedin.com/slink?code=gtn-rcj9
[2] http://www.babellibrary.com
[1] https://nyclamaze.com/events/may-nyc-lamaze-seminar/
[1] https://www.amazon.com/LAMAZE-L27068-Lamaze-Captain-Calamari/dp/B002VWZU7S/ref=zg_bs_239226011_26/135-5068680-6812761?_encoding=UTF8&psc=1&refRID=Z8V11Q2ZN08BAS9RGQTM&tag=sg07b7-20
[1] https://twitter.com/lilnasx/status/1438714366119985159
[1] https://twitter.com/BorisEP/status/1452113809452122126
[1] https://twitter.com/MrAndyNgo/status/1452098861913284609
[1] https://youth1.com/athletes/lamaze-merritt-louisville-kentucky?t=1635114901
[1] https://sleepytimetoys.org/products/lamaze-play-and-grow-mitchell-moonwalker
[1] https://twitter.com/sexsoviet/status/1452919502790922246

Top URLs in Tweet in G3:
[21] https://www.ebay.com/itm/373766448216

Top URLs in Tweet in G5:
[4] fractional:0
[2] currency:USD>%2C
[2] :ca%3D>%23
[2] currency:CAD>%2C
[2] :au%3D>%23
[2] currency:AUD>%2C
[2] :in%3D>%23
[2] currency:INR>}%2C
[2] fractional:1000
[1] https://posh.mk/gHePXRDvRkb

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[21] onlinebetterthaninline
[21] giftidea
[21] babyshowergift
[10] lamaze
[8] poshmark
[8] shopmycloset
[7] fashion
[7] style
[7] boycottmzetxaptxgma235
[5] ebay



Top Hashtags in Tweet in G1:
[1] birken
[1] workingclasshero
[1] halloween

Top Hashtags in Tweet in G2:
[2] cometothedarksidewehave
[2] haiku
[2] poetry
[2] babel
[1] mamasfamily
[1] insecurehbo
[1] lamaze
[1] sleepytimetoys
[1] orphanrelief
[1] toys

Top Hashtags in Tweet in G3:
[21] onlinebetterthaninline
[21] giftidea
[21] babyshowergift
[5] ebay

Top Hashtags in Tweet in G5:
[8] poshmark
[8] shopmycloset
[7] fashion
[7] style
[7] lamaze
[1] desney
[1] nerf
[1] oldnavy
[1] lizlange
[1] motherhoodmaternity

Top Hashtags in Tweet in G6:
[5] boycottmzetxaptxgma235

Top Hashtags in Tweet in G7:
[2] boycottmzetxaptxgma235

Top Words
Top Words in Tweet in Entire Graph:
[673] lamaze
[490] one
[489] classes
[483] mother
[482] talk
[481] kimkardashian
[481] iamcardib
[481] octomom
[481] lilnasx
[481] thing

Top Words in Tweet in G1:
[484] lamaze
[481] talk
[481] mother
[481] classes
[481] kimkardashian
[481] iamcardib
[481] octomom
[481] lilnasx
[481] one
[481] thing

Top Words in Tweet in G2:
[63] lamaze
[17] breathing
[9] class
[7] go
[6] doing
[5] childbirth
[4] pregnant
[4] educator
[4] one
[4] doula

Top Words in Tweet in G3:
[21] #onlinebetterthaninline
[21] #giftidea
[21] octotunes
[21] plush
[21] musical
[21] octopus
[21] lamaze
[21] #babyshowergift
[16] cgeclectics
[5] southern

Top Words in Tweet in G4:
[2] brief

Top Words in Tweet in G5:
[8] check
[8] poshmarkapp
[8] #poshmark
[8] #shopmycloset
[7] good
[7] share
[7] items
[7] loving
[7] #fashion
[7] #style

Top Words in Tweet in G6:
[5] ashleylaw371
[5] lamaze
[5] aldub
[5] pa
[5] rin
[5] #boycottmzetxaptxgma235
[4] rowenamargaret4

Top Words in Tweet in G7:
[2] nellygbasco
[2] ldc125
[2] aldenrichards02
[2] mainedcm
[2] lamaze
[2] #boycottmzetxaptxgma235

Top Words in Tweet in G9:
[2] notwatsonclub1
[2] adipose_regina
[2] sesmith
[2] gave
[2] birth
[2] lamaze
[2] know
[2] breathe

Top Words in Tweet in G10:
[2] situation

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[487] lamaze,classes
[481] talk,mother
[481] mother,lamaze
[481] classes,kimkardashian
[481] kimkardashian,iamcardib
[481] iamcardib,octomom
[481] lilnasx,one
[481] one,thing
[480] octomom,lilnasx
[479] therealdaytime,talk

Top Word Pairs in Tweet in G1:
[481] talk,mother
[481] lamaze,classes
[481] classes,kimkardashian
[481] kimkardashian,iamcardib
[481] iamcardib,octomom
[481] lilnasx,one
[481] one,thing
[480] mother,lamaze
[480] octomom,lilnasx
[479] therealdaytime,talk

Top Word Pairs in Tweet in G2:
[17] lamaze,breathing
[9] lamaze,class
[3] doing,lamaze
[3] go,lamaze
[3] lamaze,classes
[3] lamaze,coach
[3] lamaze,dj
[3] dj,squirt
[2] fucking,lamaze
[2] lamaze,remix

Top Word Pairs in Tweet in G3:
[21] #onlinebetterthaninline,#giftidea
[21] #giftidea,octotunes
[21] octotunes,plush
[21] plush,musical
[21] musical,octopus
[21] octopus,lamaze
[21] lamaze,#babyshowergift
[16] cgeclectics,#onlinebetterthaninline
[5] #babyshowergift,southern
[5] southern,treasures

Top Word Pairs in Tweet in G5:
[7] good,share
[7] share,check
[7] check,items
[7] items,loving
[7] loving,poshmarkapp
[7] #poshmark,#fashion
[7] #fashion,#style
[7] #style,#shopmycloset
[6] poshmarkapp,#poshmark
[2] #shopmycloset,#lamaze

Top Word Pairs in Tweet in G6:
[5] ashleylaw371,lamaze
[5] lamaze,aldub
[5] aldub,pa
[5] pa,rin
[5] rin,#boycottmzetxaptxgma235
[4] rowenamargaret4,ashleylaw371

Top Word Pairs in Tweet in G7:
[2] nellygbasco,ldc125
[2] ldc125,aldenrichards02
[2] aldenrichards02,mainedcm
[2] mainedcm,lamaze
[2] lamaze,#boycottmzetxaptxgma235

Top Word Pairs in Tweet in G9:
[2] notwatsonclub1,adipose_regina
[2] adipose_regina,sesmith
[2] sesmith,gave
[2] gave,birth
[2] birth,lamaze
[2] lamaze,know
[2] know,breathe

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kimkardashian
@iamcardib
@lilnasx
@therealdaytime
@cgeclectics
@poshmarkapp
@beat947fm
@rowenamargaret4
@ashleylaw371
@esotericcd

Top Mentioned in G1:
@kimkardashian
@iamcardib
@lilnasx
@therealdaytime

Top Mentioned in G2:
@travisdon1981

Top Mentioned in G3:
@cgeclectics

Top Mentioned in G4:
@halmarshall2309
@pollychaag
@nancyterhune
@tepizep
@cmmorgann
@rickpetree
@harrygod
@sawyersteve
@myottername
@yellowfevre

Top Mentioned in G5:
@poshmarkapp

Top Mentioned in G6:
@rowenamargaret4
@ashleylaw371

Top Mentioned in G7:
@ldc125
@aldenrichards02
@mainedcm
@marinellasuico
@nellygbasco

Top Mentioned in G8:
@haggard_harold
@lolo13251797
@ydanasmithdutra

Top Mentioned in G9:
@adipose_regina
@sesmith
@crumbcake1
@notwatsonclub1

Top Mentioned in G10:
@jackobriennerd
@croc_block
@edgycomicsfan

Top Tweeters
Top Tweeters in Entire Graph:
@ashleylaw371
@armm2015
@beat947fm
@henjoeschmoe
@ydanasmithdutra
@bassaces1
@mamamoyan
@djmistaxclusive
@kexpnowplaying
@okrogules

Top Tweeters in G1:
@henjoeschmoe
@therealetinosa
@jokwonnection
@jordynbt_
@imade_nchina
@missjen325
@derrick_nyc
@jamaican_1luv
@monayperry_93
@mishaluv44

Top Tweeters in G2:
@kexpnowplaying
@seasonsgala
@travisdon1981
@newbestdeals2
@kweendoe
@notchvnel
@thebabellibrary
@neo_s16ro
@tina_otoge
@sportsyenta

Top Tweeters in G3:
@okrogules
@products_hot
@mook1971
@saltedbayonet
@mscyn216
@ostraca_eu
@lizones1
@cgeclectics
@lazarovmartin7
@ebayboostnow

Top Tweeters in G4:
@rickpetree
@chantler_jaki
@cincity631
@halmarshall2309
@myottername
@harrygod
@pollychaag
@cmmorgann
@sawyersteve
@kevin_snapp

Top Tweeters in G5:
@hazensimpson
@poshmarkapp
@semicoloncloset
@saledeal4u
@dealz_are_sweet
@hwoodbreeze
@sharpel1197
@bobbiejeanchap2
@josephmccarron1

Top Tweeters in G6:
@ashleylaw371
@armm2015
@mamamoyan
@rowenamargaret4
@24thdec2
@evadelosangele9

Top Tweeters in G7:
@nellygbasco
@brainy_john08
@ldc125
@mainedcm
@aldenrichards02
@marinellasuico

Top Tweeters in G8:
@ydanasmithdutra
@teresaccarter2
@haggard_harold
@jim2super
@lolo13251797

Top Tweeters in G9:
@yoboseiyo
@sesmith
@adipose_regina
@crumbcake1
@notwatsonclub1

Top Tweeters in G10:
@jackobriennerd
@comicsexalted
@croc_block
@edgycomicsfan
@adamleo85090726