lamaze, Twitter, 9/30/2021 7:51:08 PM, 263329


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lamaze_2021-09-30_12-33-53.xlsx
lamaze_2021-09-30_12-33-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 30, 2021
Short Description:
lamaze via NodeXL https://bit.ly/2Y2HxL5
@cornjerker78
@grommit56
@glo574
@mooseandriosmom
@santos_08bern
@harryhew
@lamazeadvocates
@varindersingh24
@rowenamargaret4
@chesedhome

Top hashtags:
#lamaze21
#ebay
#babyessentials
#rolexfamily
#worldpatientsafetyday2021

Description:
Description
The graph represents a network of 345 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, 30 September 2021 at 19:34 UTC.

The requested start date was Thursday, 30 September 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, 16-hour, 22-minute period from Thursday, 16 September 2021 at 07:09 UTC to Wednesday, 29 September 2021 at 23:31 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 : 345
Unique Edges : 202
Edges With Duplicates : 267
Total Edges : 469
Number of Edge Types : 5
Replies to : 73
Tweet : 110
Retweet : 105
MentionsInRetweet : 125
Mentions : 56
Self-Loops : 110
Reciprocated Vertex Pair Ratio : 0.0210970464135021
Reciprocated Edge Ratio : 0.0413223140495868
Connected Components : 135
Single-Vertex Connected Components : 57
Maximum Vertices in a Connected Component : 58
Maximum Edges in a Connected Component : 122
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 1.888118
Graph Density : 0.00203909673070442
Modularity : 0.564924
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 345 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, 30 September 2021 at 19:34 UTC.

The requested start date was Thursday, 30 September 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, 16-hour, 22-minute period from Thursday, 16 September 2021 at 07:09 UTC to Wednesday, 29 September 2021 at 23:31 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:
[2] https://www.ebay.com/itm/324524597160?mkrid=711-53200-19255-0&siteid=0&mkcid=1&campid=5338833310&toolid=10044&customid=&mkevt=1
[2] https://www.ebay.com/itm/284343116222?mkrid=711-53200-19255-0&siteid=0&mkcid=1&campid=5338833310&toolid=10044&customid=&mkevt=1
[2] https://www.lamaze.org/Educators-and-Birth-Professionals/Attend-Lamaze-Events/Advocacy-Summit
[2] https://www.lamaze.org/Connecting-the-Dots/Post/series-welcoming-all-families-hablamos-espa241ol-accessing-spanish-language-perinatal-education-materials-1
[2] https://www.instagram.com/accounts/login/
[2] https://www.target.com/p/lamaze-pile-38-play-stacking-cups/-/A-76474068
[1] http://ww1.usharethis.net
[1] http://www.usharethis.net/648/Lamaze-Wrist-Rattles-red-and-yellow-straps.html
[1] https://www.ebay.com/itm/202873964621?mkrid=711-53200-19255-0&siteid=0&mkcid=1&campid=5338833310&toolid=10044&customid=&mkevt=1
[1] https://www.ebay.com/itm/303596421686?mkrid=711-53200-19255-0&siteid=0&mkcid=1&campid=5338833310&toolid=10044&customid=&mkevt=1

Top URLs in Tweet in G1:
[2] https://www.target.com/p/lamaze-pile-38-play-stacking-cups/-/A-76474068
[2] https://www.ebay.com/itm/324524597160?mkrid=711-53200-19255-0&siteid=0&mkcid=1&campid=5338833310&toolid=10044&customid=&mkevt=1
[2] https://www.ebay.com/itm/284343116222?mkrid=711-53200-19255-0&siteid=0&mkcid=1&campid=5338833310&toolid=10044&customid=&mkevt=1
[1] https://twitter.com/cardelloons/status/1438477173409656832
[1] https://twitter.com/LilNasX/status/1438500956199538698
[1] https://www.theplaidhorse.com/2021/09/10/eric-lamaze-takes-on-spruce-meadows-masters-tournament/
[1] https://twitter.com/lilnasx/status/1438500956199538698
[1] https://twitter.com/lilnasx/status/1438714366119985159
[1] https://www.childbirtheducators.ca/product/birth-educator-for-yoga-teachers/
[1] https://ourbabyfriendly.com/lamaze-uncovers-the-truth-in-the-onions-article-on-childbirth

Top URLs in Tweet in G4:
[2] https://www.lamaze.org/Educators-and-Birth-Professionals/Attend-Lamaze-Events/Advocacy-Summit
[2] https://www.lamaze.org/Connecting-the-Dots/Post/series-welcoming-all-families-hablamos-espa241ol-accessing-spanish-language-perinatal-education-materials-1
[1] https://members.lamaze.org/e/in/eid=24?utm_medium=email&_hsmi=2&_hsenc=p2ANqtz-86uHiOSx5RgxfQ8JvE73jPuRaH9HLTT_NGYcp8uE_icFZSI9r4lbmHTa0LoeIx8KhsJNevbKO7AnKjNPSVqdM1n9DqoQ&utm_content=2&utm_source=hs_email
[1] https://www.lamaze.org/Connecting-the-Dots/PID/100/ev/1/TagID/3885/TagName/Series-Why-I-Advocate
[1] https://www.amazon.com/stores/Lamaze+Toys/page/A09D64B0-0D24-4050-8852-814A8C330FA2?ref_=ast_bln
[1] https://www.youtube.com/watch?app=desktop&fbclid=IwAR2zLQvW6vzO2m_zmElNJ8Zc2JG9lFgsV716A0d4P_zaO4QiQT-pLs3othY&v=hTRp-wdnc4Y&feature=youtu.be

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[10] lamaze21
[7] ebay
[7] babyessentials
[6] rolexfamily
[6] worldpatientsafetyday2021
[5] lamaze
[4] jets
[2] actualitedesmembres
[2] sponsor
[2] doula



Top Hashtags in Tweet in G1:
[7] ebay
[7] babyessentials
[2] collectibles
[2] nyccexclusive
[2] ad
[1] yoga
[1] lamaze
[1] toy
[1] at
[1] itis

Top Hashtags in Tweet in G3:
[1] boycottmzetxaptxgma195
[1] boycottmzetxaptxgma194

Top Hashtags in Tweet in G4:
[10] lamaze21
[2] momnibus
[2] doula
[2] childbirthadvocacy
[2] sponsor
[1] doulas
[1] maternaljustice
[1] childbithadvocacy

Top Hashtags in Tweet in G8:
[6] rolexfamily

Top Hashtags in Tweet in G10:
[6] worldpatientsafetyday2021
[1] wearechesed

Top Words
Top Words in Tweet in Entire Graph:
[281] lamaze
[92] class
[81] breathing
[65] doing
[61] pregnant
[57] instructor
[55] doesn
[55] teach
[54] aren
[53] cornjerker78

Top Words in Tweet in G1:
[74] lamaze
[15] class
[9] baby
[8] classes
[7] #ebay
[7] #babyessentials
[6] breathing
[6] dj
[6] squirt
[6] toy

Top Words in Tweet in G2:
[54] lamaze
[53] breathing
[52] instructor
[52] class
[51] cornjerker78
[51] doing
[51] certainly
[51] aren
[51] pregnant
[51] doesn

Top Words in Tweet in G3:
[2] lamaze
[2] mich_adn
[2] aichpee1
[2] thalits4
[2] lettycanlas
[2] felymercado7
[2] consolacioncris
[2] bethzaydaaa1
[2] rizareyes8
[2] yvonnesky3

Top Words in Tweet in G4:
[18] advocacy
[15] summit
[13] lamaze
[10] #lamaze21
[9] today
[8] day
[6] education
[5] health
[4] sep
[4] 20

Top Words in Tweet in G5:
[8] harryhew
[8] fun
[8] fact
[8] dylan
[8] freaks
[8] accordion
[8] player
[8] music
[8] video
[8] santa

Top Words in Tweet in G6:
[5] varindersingh24
[5] lamaze
[4] section
[3] nurse
[2] both
[2] pain
[2] daughter
[2] satan
[2] catheter
[2] second

Top Words in Tweet in G7:
[9] lamaze
[7] kind
[7] poop
[7] wish
[7] studied
[6] grommit56
[2] cornjerker78
[2] instructor
[2] doing
[2] certainly

Top Words in Tweet in G8:
[6] good
[6] luck
[6] #rolexfamily
[6] eric
[6] lamaze
[6] scott
[6] brash
[6] martin
[6] fuchs
[6] steveguerdat

Top Words in Tweet in G9:
[7] lamaze
[6] yourfriendmel
[6] dremilyportermd
[4] mmedefargeknits
[3] go
[3] write
[3] birth
[3] plan
[2] lisawhelpley
[2] nowtconspiraci1

Top Words in Tweet in G10:
[7] home
[7] care
[6] #worldpatientsafetyday2021
[6] chesed
[6] healthcare
[6] offer
[6] safe
[6] compassionate
[6] antenatal
[6] lamaze

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[55] lamaze,instructor
[53] instructor,doing
[53] doing,certainly
[53] certainly,aren
[53] aren,pregnant
[53] pregnant,doesn
[53] doesn,class
[53] class,teach
[53] teach,breathing
[52] cornjerker78,lamaze

Top Word Pairs in Tweet in G1:
[14] lamaze,class
[7] #ebay,#babyessentials
[6] lamaze,classes
[6] lamaze,dj
[6] dj,squirt
[4] squirt,drops_1
[3] lamaze,breathing
[3] baby,toy
[2] eric,lamaze
[2] spruce,meadows

Top Word Pairs in Tweet in G2:
[51] lamaze,instructor
[51] instructor,doing
[51] doing,certainly
[51] certainly,aren
[51] aren,pregnant
[51] pregnant,doesn
[51] doesn,class
[51] class,teach
[51] teach,breathing
[50] cornjerker78,lamaze

Top Word Pairs in Tweet in G3:
[2] mich_adn,aichpee1
[2] aichpee1,thalits4
[2] thalits4,lettycanlas
[2] lettycanlas,felymercado7
[2] felymercado7,consolacioncris
[2] consolacioncris,bethzaydaaa1
[2] bethzaydaaa1,rizareyes8
[2] rizareyes8,yvonnesky3
[2] yvonnesky3,yoly_ng

Top Word Pairs in Tweet in G4:
[14] advocacy,summit
[13] lamaze,advocacy
[4] childbirth,advocacy
[3] day,lamaze
[3] excited,host
[3] host,virtual
[3] virtual,hill
[3] hill,day
[3] day,during
[3] during,lamaze

Top Word Pairs in Tweet in G5:
[8] fun,fact
[8] fact,dylan
[8] dylan,freaks
[8] freaks,accordion
[8] accordion,player
[8] player,music
[8] music,video
[8] video,santa
[8] santa,absolute
[8] absolute,shits

Top Word Pairs in Tweet in G7:
[7] kind,poop
[7] poop,wish
[7] wish,studied
[7] studied,lamaze
[6] grommit56,kind
[2] cornjerker78,lamaze
[2] lamaze,instructor
[2] instructor,doing
[2] doing,certainly
[2] certainly,aren

Top Word Pairs in Tweet in G8:
[6] good,luck
[6] luck,#rolexfamily
[6] #rolexfamily,eric
[6] eric,lamaze
[6] lamaze,scott
[6] scott,brash
[6] brash,martin
[6] martin,fuchs
[6] fuchs,steveguerdat
[6] steveguerdat,kent

Top Word Pairs in Tweet in G9:
[6] yourfriendmel,dremilyportermd
[4] mmedefargeknits,yourfriendmel
[2] dremilyportermd,lamaze
[2] lamaze,instructor
[2] instructor,gave
[2] gave,assignment
[2] assignment,write
[2] write,birth
[2] birth,plan
[2] plan,asked

Top Word Pairs in Tweet in G10:
[6] #worldpatientsafetyday2021,chesed
[6] chesed,home
[6] home,healthcare
[6] healthcare,offer
[6] offer,safe
[6] safe,compassionate
[6] compassionate,antenatal
[6] antenatal,care
[6] care,lamaze
[6] lamaze,birth

Top Replied-To
Top Replied-To in Entire Graph:
@lilnasx
@agosta_nadine
@lisawhelpley
@daydreaminfool
@tallstreetbets
@esfandtv
@talktoskirt
@t00nify
@amberleesun1
@hardasshelen

Top Replied-To in G2:
@cornjerker78

Top Replied-To in G3:
@ashleylaw371
@mich_adn

Top Replied-To in G5:
@harryhew

Top Replied-To in G6:
@dianthasol
@mavisr
@sallybunnell1
@varindersingh24
@listenhere12

Top Replied-To in G9:
@lisawhelpley
@yourfriendmel
@mmedefargeknits
@nowtconspiraci1

Top Mentioned
Top Mentioned in Entire Graph:
@cornjerker78
@harryhew
@steveguerdat
@grommit56
@dremilyportermd
@rolex
@yourfriendmel
@chesedhome
@varindersingh24
@sprusina

Top Mentioned in G1:
@cabinetactuelia

Top Mentioned in G2:
@cornjerker78
@mooseandriosmom

Top Mentioned in G3:
@aichpee1
@thalits4
@lettycanlas
@felymercado7
@consolacioncris
@bethzaydaaa1
@rizareyes8
@yvonnesky3
@yoly_ng
@rowenamargaret4

Top Mentioned in G4:
@lamazeadvocates
@tomy_toy
@jillgw
@justbirthspace
@aimeebrill
@chanelporchia

Top Mentioned in G5:
@harryhew

Top Mentioned in G6:
@varindersingh24

Top Mentioned in G7:
@grommit56
@cornjerker78

Top Mentioned in G8:
@steveguerdat
@rolex

Top Mentioned in G9:
@dremilyportermd
@yourfriendmel
@mmedefargeknits
@nowtconspiraci1

Top Mentioned in G10:
@chesedhome

Top Tweeters
Top Tweeters in Entire Graph:
@rk70534
@santos_08bern
@ashleylaw371
@thalits4
@lostgirl2323
@runoldman
@chincha33
@gupton68
@igreengod
@majogm

Top Tweeters in G1:
@newbestdeals2
@shopmatrixuk
@off_wh1te__
@unclebob56
@botinventory
@thebabellibrary
@zelapatura
@rougecherries
@maykathleen_
@emisstrange

Top Tweeters in G2:
@lostgirl2323
@chincha33
@gupton68
@igreengod
@yoursomeone11
@trocbe
@mamikeamo
@philly_thefool
@wednesday0525
@thehubrispanda

Top Tweeters in G3:
@santos_08bern
@ashleylaw371
@thalits4
@aichpee1
@glo574
@felymercado7
@consolacioncris
@rizareyes8
@yoly_ng
@rowenamargaret4

Top Tweeters in G4:
@jillgw
@lamazeonline
@lamazeadvocates
@orgasmicbirth
@tomy_toy
@chanelporchia
@nsdoula
@justbirthspace
@aimeebrill

Top Tweeters in G5:
@aquaraye14
@jhartman1422
@truesdelljyoung
@harryhew
@dunkelfriedrich
@osessa75
@georgegaros
@richard480708
@braedencamp3

Top Tweeters in G6:
@listenhere12
@sallybunnell1
@mavisr
@dianthasol
@varindersingh24
@shelley4america
@mariagsell
@gramama1

Top Tweeters in G7:
@runoldman
@grommit56
@frankzulla
@reputathebeauta
@thislocalhater
@heaterhotusus
@brimleyjuggalo

Top Tweeters in G8:
@schnoddelbotz
@steveguerdat
@rolex
@zsghvzgkchdtq51
@lucy31035962
@mnjcwbt89nf7qpm

Top Tweeters in G9:
@fetskatze
@yourfriendmel
@mmedefargeknits
@lisawhelpley
@dremilyportermd
@nowtconspiraci1

Top Tweeters in G10:
@dorynmarl
@lindahmbaisi
@okothjay
@chavuya
@hansjpr1
@chesedhome