lamaze, Twitter, 4/16/2019 7:15:10 PM, 193903


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lamaze_2019-04-16_10-57-30.xlsx
lamaze_2019-04-16_10-57-30.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 16, 2019
Short Description:
lamaze via NodeXL http://bit.ly/2KHJsgK
@lamaze
@salty_dawg69
@expertpigeon
@stopbaddocs
@tobytoymaster
@ggreenwald
@gsquare9
@callmepizzababy
@bobby
@gqmagazine

Top hashtags:
#competition
#lamaze
#lamazelive
#pregnancy
#cesarean
#lamazechat
#birth
#doula
#cam2019

Description:
Description
The graph represents a network of 633 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 Tuesday, 16 April 2019 at 17:57 UTC.

The requested start date was Sunday, 14 April 2019 at 00:01 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, 22-hour, 41-minute period from Sunday, 31 March 2019 at 01:00 UTC to Saturday, 13 April 2019 at 23:41 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 : 633
Unique Edges : 598
Edges With Duplicates : 732
Total Edges : 1330
Number of Edge Types : 3
Mentions : 821
Tweet : 207
Replies to : 302
Self-Loops : 207
Reciprocated Vertex Pair Ratio : 0.0661016949152542
Reciprocated Edge Ratio : 0.124006359300477
Connected Components : 159
Single-Vertex Connected Components : 85
Maximum Vertices in a Connected Component : 126
Maximum Edges in a Connected Component : 750
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.156093
Graph Density : 0.00157227988081669
Modularity : 0.45463
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[5] https://www.marionnettes-a-mains.com/?p=39915
[4] https://www.familytreesbirthprograms.com/lamazeseminaratlanta.html
[3] http://ontarioeast.ca/success-stories/mamasoup
[3] https://orchid-marlin-l4g9.squarespace.com/online-store/prepared-childbirth-lamaze
[2] https://lingerie.womensclothingcenter.com/lamaze-womens-3-pack-cotton-spandex-sleep-bra-for-nursing-and-168544192?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.instagram.com/p/BwNip3jBkAc/?utm_source=ig_twitter_share&igshid=rsu7td5gvpye
[2] https://twitter.com/lamazeadvocates/status/1116790183607750657
[2] https://www.lamaze.org/Portals/0/docs/LI_316350-18_VBAC_Infographic_FINAL.pdf
[2] https://www.lamaze.org/p/cm/ld/fid=211
[2] https://lingerie.womensclothingcenter.com/lamaze-maternity-womens-soft-sleep-bra-charcoal-heather-large?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G1:
[2] https://www.usatoday.com/story/opinion/2019/04/04/alexandria-ocasio-cortez-wage-inequality-american-success-story-tax-column/3352119002/
[2] https://www.youtube.com/watch?v=1BNADKp1Vio&feature=youtu.be

[1] https://twitter.com/ByronYork/status/1112672576147476480
[1] https://membership.nra.org/Join/Annuals?utm_source=twitter
[1] https://www.huffpost.com/entry/murder-rate-for-black-ame_b_4702228
[1] https://www.creditkarma.com/Error_Credit_Karma.htm?referenceerror=18.cd2f9e41.1554443555.2d2355bf
[1] https://www.nytimes.com/2018/07/01/world/europe/denmark-immigrant-ghettos.html
[1] https://fivethirtyeight.com/features/mass-shootings-are-a-bad-way-to-understand-gun-violence/
[1] https://www.politifact.com/truth-o-meter/statements/2013/jul/29/don-lemon/cnns-don-lemon-says-more-72-percent-african-americ/
[1] https://www.theguardian.com/inequality/2017/sep/13/median-wealth-of-black-americans-will-fall-to-zero-by-2053-warns-new-report

Top URLs in Tweet in G2:
[5] https://www.marionnettes-a-mains.com/?p=39915
[4] https://www.familytreesbirthprograms.com/lamazeseminaratlanta.html
[3] https://orchid-marlin-l4g9.squarespace.com/online-store/prepared-childbirth-lamaze
[2] https://jumpernews.com/2019/04/01/eric-lamaze-announces-the-sale-of-quality-fz-for-olympic-world-champion-to-ride/
[2] https://labornotes.org/westvirginia?fbclid=IwAR275ik2Qc29aUQY550c0JMCR750xwNC15IrLT3QY3jR0WN0dGl1GHyEZyw
[2] https://www.familytreesbirthprograms.com/lamazeseminarflorida.html
[2] https://www.familytreesbirthprograms.com/lamaze-espantildeol.html
[2] https://www.familytreesbirthprograms.com/philadelphia2019.html
[2] https://www.familytreesbirthprograms.com/lamazeseminarcolorado.html
[2] https://www.familytreesbirthprograms.com/2019lamazeseminars-383179.html

Top URLs in Tweet in G7:
[1] https://twitter.com/stevestuwill/status/1116444210662502400

Top URLs in Tweet in G8:
[2] https://www.lamaze.org/p/cm/ld/fid=211
[2] https://www.lamaze.org/Portals/0/docs/LI_316350-18_VBAC_Infographic_FINAL.pdf
[2] https://twitter.com/lamazeadvocates/status/1116790183607750657
[2] https://www.instagram.com/p/BwNip3jBkAc/?utm_source=ig_twitter_share&igshid=rsu7td5gvpye
[1] https://tomy.com/lamaze
[1] https://www.lamaze.org/Portals/0/docs/LI_316350-18_Cesarean_Infographic_FINAL.pdf
[1] http://birthwellbirthright.com/10-reasons-why-being-a-lamaze-childbirth-educator-is-the-best-job-in-the-world/
[1] https://www.givingbirthwithconfidence.org/blog/how-to-cope-when-you-hate-being-pregnant
[1] https://www.givingbirthwithconfidence.org/blog/4-things-you-can-do-to-prepare-your-body-for-labor-birth
[1] https://tomy.com/lamaze/hatching-henry

Top Domains
Top Domains in Tweet in Entire Graph:
[17] twitter.com
[15] womensclothingcenter.com
[15] facebook.com
[15] familytreesbirthprograms.com
[11] instagram.com
[6] lamaze.org
[5] marionnettes-a-mains.com
[5] givingbirthwithconfidence.org
[4] co.uk
[4] youtube.com

Top Domains in Tweet in G1:
[5] twitter.com
[3] youtube.com
[2] usatoday.com
[1] nra.org
[1] huffpost.com
[1] creditkarma.com
[1] nytimes.com
[1] fivethirtyeight.com
[1] politifact.com
[1] theguardian.com

Top Domains in Tweet in G2:
[15] familytreesbirthprograms.com
[10] facebook.com
[5] instagram.com
[5] twitter.com
[5] marionnettes-a-mains.com
[3] ebay.com
[3] usharethis.net
[3] squarespace.com
[3] co.uk
[2] jumpernews.com

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

Top Domains in Tweet in G8:
[5] lamaze.org
[3] twitter.com
[3] givingbirthwithconfidence.org
[2] instagram.com
[2] tomy.com
[1] birthwellbirthright.com
[1] tweetedtimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[39] competition
[29] lamaze
[28] lamazelive
[13] pregnancy
[12] cesarean
[12] lamazechat
[10] birth
[7] doula
[7] cam2019
[7] vbac



Top Hashtags in Tweet in G1:
[2] brcc
[2] americascoffee
[2] unclejoe
[1] 2ndamendment
[1] leadership
[1] whataboutblackonblackcrime
[1] maga
[1] freefromhijab

Top Hashtags in Tweet in G2:
[5] lamaze
[3] pregnancy
[2] childbirth
[2] lamazelive
[2] getuncomfortable
[2] science
[2] ecofin
[1] teamcanada
[1] tokyo2020
[1] olympics

Top Hashtags in Tweet in G6:
[39] competition
[1] follow
[1] like

Top Hashtags in Tweet in G8:
[23] lamazelive
[15] lamaze
[12] cesarean
[12] lamazechat
[7] vbac
[7] cam2019
[6] pregnancy
[4] parenting
[3] cesareanawareness
[3] maternalsafety

Top Words
Top Words in Tweet in Entire Graph:
[498] Words in Sentiment List#1: Positive
[418] Words in Sentiment List#2: Negative
[11] Words in Sentiment List#3: Angry/Violent
[15074] Non-categorized Words
[15991] Total Words
[480] lamaze
[143] s
[95] black
[95] tariqnasheed
[68] three

Top Words in Tweet in G1:
[141] lamaze
[95] tariqnasheed
[70] black
[52] people
[50] hustlerstarve
[36] ballet_nj
[32] t
[28] thelogicalqueen
[26] out
[24] problem

Top Words in Tweet in G2:
[124] lamaze
[20] solo
[16] dj
[15] ft
[15] khaled
[15] ooshewanparty
[14] s
[14] childbirth
[14] class
[12] ðÿ

Top Words in Tweet in G3:
[2] ll

Top Words in Tweet in G4:
[3] 5
[2] great

Top Words in Tweet in G5:
[3] pain
[2] breathing
[2] etc
[2] work

Top Words in Tweet in G6:
[80] s
[40] tobytoymaster
[40] new
[40] catalogue
[39] big
[39] #competition
[39] time
[39] day
[39] three
[39] celebrating

Top Words in Tweet in G7:
[29] three
[29] four
[29] times
[29] year
[29] watch
[29] one
[29] videos
[29] lamaze
[29] breathing
[29] 15

Top Words in Tweet in G8:
[29] lamaze
[23] #lamazelive
[18] #lamaze
[12] #cesarean
[12] #lamazechat
[11] lamazeadvocates
[9] a3
[9] infographic
[8] re
[8] great

Top Words in Tweet in G9:
[5] lamaze
[4] edentheplanet
[4] crime
[3] handsomeconser1
[3] talibkweli
[3] lbrolin
[3] term
[2] gsquare9
[2] maga_negro303
[2] rahknumbas

Top Words in Tweet in G10:
[3] katyturnbc
[3] lamaze
[2] labor
[2] both
[2] remember
[2] take
[2] discomfort
[2] ðÿ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[50] hustlerstarve,tariqnasheed
[47] lamaze,breathing
[41] s,s
[40] new,s
[40] s,catalogue
[39] big,#competition
[39] #competition,time
[39] time,day
[39] day,three
[39] three,celebrating

Top Word Pairs in Tweet in G1:
[50] hustlerstarve,tariqnasheed
[35] ballet_nj,hustlerstarve
[27] lamaze,ballet_nj
[25] black,people
[16] don,t
[11] joegoodberry,kevhitch
[11] mercury_cap,tariqnasheed
[11] lamaze,thelogicalqueen
[10] lamaze,tariqnasheed
[9] _thecivilright,bigbrimstone

Top Word Pairs in Tweet in G2:
[20] solo,lamaze
[15] lamaze,ft
[15] ft,dj
[15] dj,khaled
[15] khaled,ooshewanparty
[11] lamaze,childbirth
[8] tomy,lamaze
[8] lamaze,class
[8] childbirth,educator
[7] lamaze,breathing

Top Word Pairs in Tweet in G4:
[2] 5,great

Top Word Pairs in Tweet in G6:
[40] new,s
[40] s,s
[40] s,catalogue
[39] big,#competition
[39] #competition,time
[39] time,day
[39] day,three
[39] three,celebrating
[39] celebrating,launch
[39] launch,new

Top Word Pairs in Tweet in G7:
[29] three,four
[29] four,times
[29] times,year
[29] year,watch
[29] watch,one
[29] one,videos
[29] videos,lamaze
[29] lamaze,breathing
[29] breathing,15
[29] 15,minutes

Top Word Pairs in Tweet in G8:
[7] lamazeadvocates,a3
[6] #lamazelive,#lamazechat
[5] a3,use
[5] use,new
[5] new,lamaze
[5] lamaze,#cesarean
[5] #cesarean,infographic
[5] infographic,teach
[5] teach,risks
[5] risks,ways

Top Word Pairs in Tweet in G9:
[3] lamaze,edentheplanet
[2] edentheplanet,gsquare9
[2] gsquare9,handsomeconser1
[2] handsomeconser1,maga_negro303
[2] maga_negro303,talibkweli
[2] talibkweli,rahknumbas
[2] rahknumbas,realdrskip
[2] realdrskip,lbrolin

Top Replied-To
Top Replied-To in Entire Graph:
@lamaze
@trentw503
@thelogicalqueen
@stevebellow
@joegoodberry
@ppalachian
@rhythm1975
@ballet_nj
@mercury_cap
@potatoesjuiced

Top Replied-To in G1:
@lamaze
@trentw503
@thelogicalqueen
@joegoodberry
@stevebellow
@rhythm1975
@ppalachian
@mercury_cap
@ballet_nj
@bigbrimstone

Top Replied-To in G3:
@madrogran

Top Replied-To in G4:
@kayla_trapeze

Top Replied-To in G5:
@kelly

Top Replied-To in G6:
@tobytoymaster

Top Replied-To in G8:
@annidoula
@katharbourne
@kkonradlcce

Top Replied-To in G9:
@lamaze

Top Replied-To in G10:
@katyturnbc

Top Mentioned
Top Mentioned in Entire Graph:
@tariqnasheed
@hustlerstarve
@tobytoymaster
@lamaze
@ballet_nj
@bobby
@whitlockjason
@thelogicalqueen
@joegoodberry
@kevhitch

Top Mentioned in G1:
@tariqnasheed
@hustlerstarve
@ballet_nj
@lamaze
@joegoodberry
@kevhitch
@thelogicalqueen
@_realjgoodwin
@theofficertatum
@rideruniversity

Top Mentioned in G2:
@cdepuysegur
@bananagrvyrd

Top Mentioned in G3:
@drpainsinfo
@wilhelmdererste
@mizdonna
@travlnjak
@wmahoney5
@annieoldenough
@jaxbemused
@therand2025
@spicynoodles2
@libertyandtech

Top Mentioned in G4:
@mrs_y_writer
@agoddardwriter
@jessshaut
@iris_kayan
@lalakate1028
@dawnhosmer7
@tbkechely
@johndrakewriter
@melissaladyman
@nemo_bookaholic

Top Mentioned in G5:
@equalitycouple
@amylsmall1
@painptfightback
@lelenapeacock
@headdock
@graceofmyheart
@empressnorth
@joanieleet
@sierrab101
@chronic_flkeys

Top Mentioned in G6:
@tobytoymaster

Top Mentioned in G7:
@bobby

Top Mentioned in G8:
@lamazeadvocates
@lamazeonline
@birthave
@kkonradlcce
@thebirthgeeks
@bbcsheffield
@thefamilyway
@tanyabwbr
@natalie4health

Top Mentioned in G9:
@edentheplanet
@handsomeconser1
@talibkweli
@lbrolin
@gsquare9
@maga_negro303
@rahknumbas
@realdrskip
@nicole20245261
@callmepizzababy

Top Mentioned in G10:
@katyturnbc
@alivelshi
@joyannreid
@alexwitt
@nicolledwallace
@maddow
@arimelber
@chrislhayes
@lawrence
@kasie

Top Tweeters
Top Tweeters in Entire Graph:
@punmetaphorica
@sproloquo
@follementbijoux
@wiseat47
@money_lets_make
@femalebloggerrt
@_thecivilright
@rolandsmartin
@talibkweli
@trudacious

Top Tweeters in G1:
@_thecivilright
@rolandsmartin
@usatoday
@joegoodberry
@cbsnews
@curtisscoon
@cassandrarules
@bigbrimstone
@kat_terrell
@dandakich

Top Tweeters in G2:
@punmetaphorica
@sproloquo
@follementbijoux
@money_lets_make
@feedyoudeals
@skeeerra
@researchpool
@feralartist
@newbestdeals2
@flowerbudd_

Top Tweeters in G3:
@almostjingo
@travlnjak
@jayvanorman
@unseen1_unseen
@cara_txzeal
@libertyandtech
@stuinsd
@olystubbies44
@jaxbemused
@babereflex_8

Top Tweeters in G4:
@k_kibbee
@lcmarblewood
@edwardvanwinkle
@canuckclick
@cbethanderson
@dawnhosmer7
@jennwritesvamps
@theimprovisor
@jessshaut
@emmyrbennett

Top Tweeters in G5:
@starvinlarry
@deeenst
@spicypurritos
@lelenapeacock
@angelsgal02
@empressrootsgal
@equalitycouple
@mlvanbrit
@shelley_bean60
@djwilliams35

Top Tweeters in G6:
@wiseat47
@laziestsnorlax
@xkatyann88x
@figgygee
@kelly_kml85
@carriecakes80
@l1ndyl0u
@johnson53debbie
@ferryglows
@daisymaebee

Top Tweeters in G7:
@bobby
@wetmintsalad
@extremelypeace
@itadakrmasu
@burds_1
@ddtthrudatable
@knasmax
@iongbones
@david_actually
@ezmornin_rebel

Top Tweeters in G8:
@robinpregnancy
@bbcsheffield
@6kayla6marie6
@natalie4health
@kkonradlcce
@katharbourne
@parentsbabyexpo
@donaintl
@lamazeonline
@lamazeadvocates

Top Tweeters in G9:
@talibkweli
@gsquare9
@notfragileminds
@callmepizzababy
@lbrolin
@dopealiciousj
@mike_authinik
@nicole20245261
@rahknumbas
@edentheplanet

Top Tweeters in G10:
@joyannreid
@chrislhayes
@arimelber
@alivelshi
@kasie
@lawrence
@katyturnbc
@fabiolawazer
@nicolledwallace
@alexwitt


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