#wfgm2019, Twitter, 11/22/2019 7:47:24 PM, 217070


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#wfgm2019_2019-11-22_11-37-29.xlsx
#wfgm2019_2019-11-22_11-37-29.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
November 22, 2019
Short Description:
#wfgm2019 via NodeXL http://bit.ly/2XDY3fZ
@womens_forum
@danverschaere
@sallydimachki
@bnpparibas
@1elisamoreno
@antoinesire
@perla26h
@valerieasselot
@wikieducation
@laurejouffre

Top hashtags:
#wfgm2019
#inclusiveleadership
#women4inclusion
#women4stem

Description:
Description
The graph represents a network of 461 Twitter users whose recent tweets contained "#wfgm2019", 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, 22 November 2019 at 19:38 UTC.

The tweets in the network were tweeted over the 2-day, 23-hour, 30-minute period from Tuesday, 19 November 2019 at 19:44 UTC to Friday, 22 November 2019 at 19:15 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 : 461
Unique Edges : 1153
Edges With Duplicates : 1050
Total Edges : 2203
Self-Loops : 45
Reciprocated Vertex Pair Ratio : 0.0663716814159292
Reciprocated Edge Ratio : 0.12448132780083
Connected Components : 9
Single-Vertex Connected Components : 6
Maximum Vertices in a Connected Component : 449
Maximum Edges in a Connected Component : 2193
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.411879
Graph Density : 0.00681882486088843
Modularity : 0.35984
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 461 Twitter users whose recent tweets contained "#wfgm2019", 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, 22 November 2019 at 19:38 UTC.

The tweets in the network were tweeted over the 2-day, 23-hour, 30-minute period from Tuesday, 19 November 2019 at 19:44 UTC to Friday, 22 November 2019 at 19:15 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 : #wfgm2019
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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[2] https://twitter.com/mccapobianco/status/1197431538851491840
[2] https://twitter.com/orange/status/1196748703966617602
[2] https://twitter.com/_cmfg/status/1197582537465499649
[2] https://twitter.com/CatLadousse/status/1197582250046607362
[1] https://twitter.com/womens_forum/status/1197828718342942720
[1] https://www.axa.com/fr/page/women-s-forum
[1] https://twitter.com/larakasbari/status/1197455496376193024
[1] https://twitter.com/afd_en/status/1197162713484611585
[1] https://twitter.com/womens_forum/status/1197852979120017408
[1] https://www.exxonmobillng.com/Power-Play

Top URLs in Tweet in G1:
[2] https://twitter.com/mccapobianco/status/1197431538851491840
[1] https://twitter.com/Iguittardlosay/status/1197430705564901377
[1] https://twitter.com/KimberlyGire/status/1197432250385797121
[1] https://twitter.com/Alia_Oua/status/1197507135753609216
[1] https://twitter.com/UNICEFenDirect/status/1197525704193314817
[1] https://www.axa.com/fr/page/women-s-forum
[1] https://twitter.com/cieljolley/status/1197451785029529600
[1] https://www.evoke.org/articles/november-2019/fresh-takes/women-gather-world-changes-pat-mitchell?utm_source=LI&utm_medium=MG_OG&utm_campaign=EV_NOV&utm_content=111919_POST_&linkId=77468787
[1] https://twitter.com/LadyCaroleColin/status/1197524731844530176?s=19
[1] https://twitter.com/Womens_Forum/status/1197559124986408960

Top URLs in Tweet in G2:
[1] https://tweetedtimes.com/JeromeMONANGE?s=tnp
[1] https://twitter.com/_cmfg/status/1197582537465499649
[1] https://twitter.com/CatLadousse/status/1197582250046607362

Top URLs in Tweet in G3:
[2] https://twitter.com/orange/status/1196748703966617602
[1] https://twitter.com/CatLadousse/status/1197582250046607362
[1] https://twitter.com/_cmfg/status/1197582537465499649
[1] https://www.exxonmobillng.com/Power-Play
[1] https://twitter.com/srichard/status/1197638452545802246
[1] https://twitter.com/womens_forum/status/1197244299039182848

Top URLs in Tweet in G4:
[1] https://twitter.com/larakasbari/status/1197455496376193024
[1] https://twitter.com/afd_en/status/1197162713484611585

Top URLs in Tweet in G6:
[1] https://twitter.com/womens_forum/status/1197828718342942720
[1] https://twitter.com/womens_forum/status/1197852979120017408
[1] https://twitter.com/fondationbnpp/status/1197463434226470913

Top URLs in Tweet in G8:
[1] https://twitter.com/_cmfg/status/1197567510180175872

Top URLs in Tweet in G10:
[1] https://twitter.com/womens_forum/status/1197144871523536897

Top Domains
Top Domains in Tweet in Entire Graph:
[26] twitter.com
[1] axa.com
[1] exxonmobillng.com
[1] evoke.org
[1] tweetedtimes.com

Top Domains in Tweet in G1:
[10] twitter.com
[1] axa.com
[1] evoke.org

Top Domains in Tweet in G2:
[2] twitter.com
[1] tweetedtimes.com

Top Domains in Tweet in G3:
[6] twitter.com
[1] exxonmobillng.com

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

Top Domains in Tweet in G6:
[3] twitter.com

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[422] wfgm2019
[71] inclusiveleadership
[61] women4inclusion
[30] women4stem
[28] women4climate
[22] climatechange
[21] wfgm19
[20] women4health
[17] nytdebate
[17] diversité



Top Hashtags in Tweet in G1:
[177] wfgm2019
[37] women4inclusion
[32] inclusiveleadership
[22] women4climate
[18] women4health
[15] axa
[15] women4stem
[8] women4ai
[7] womensforum
[6] paris

Top Hashtags in Tweet in G2:
[93] wfgm2019
[24] inclusiveleadership
[14] women4inclusion
[12] diversité
[11] rencontres
[11] sororite
[11] priorités
[8] women4business
[6] nytdebate
[4] cac40

Top Hashtags in Tweet in G3:
[74] wfgm2019
[12] wfgm19
[7] inclusiveleadership
[7] nytdebate
[6] carbonneutral
[5] hecprof
[5] ai
[5] climatechange
[5] women
[4] femmes

Top Hashtags in Tweet in G4:
[23] wfgm2019
[11] withgirls20
[4] inclusiveleadership
[1] bosslady
[1] girlsonboards
[1] climatechange
[1] women4climate
[1] girls20
[1] 1millionarabwomen
[1] womenscollectivegiving

Top Hashtags in Tweet in G5:
[14] wfgm2019
[6] paris
[4] wfgm19
[3] inclusiveleadership
[2] women4inclusion
[2] climatechange
[1] damekristinscottthomas
[1] biz4lgbti
[1] franceindia
[1] renewableenergy

Top Hashtags in Tweet in G6:
[11] wfgm2019
[10] climatechange
[8] agriculture
[8] bnpparibas
[7] carbonneutral
[4] developpementdurable
[2] damekristinscottthomas
[2] women4inclusion
[2] women
[2] research

Top Hashtags in Tweet in G7:
[11] filles
[9] wfgm2019
[7] women4stem
[7] kenya
[7] nigeria
[7] ghana
[6] stim
[6] éducation
[5] mindset
[2] women7stem

Top Hashtags in Tweet in G8:
[5] women4stem
[5] wfgm2019
[1] lenovowomen

Top Hashtags in Tweet in G9:
[4] networking
[1] axa4inclusion
[1] wfgm2019
[1] lead4inclusion
[1] entrepreneuriat

Top Hashtags in Tweet in G10:
[6] wfgm2019
[2] women4inclusion
[2] climatechange
[2] agriculture
[2] bnpparibas
[2] scientists
[2] sustainability
[2] women4climate
[1] women4health
[1] women4stem

Top Words
Top Words in Tweet in Entire Graph:
[784] Words in Sentiment List#1: Positive
[379] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[28502] Non-categorized Words
[29665] Total Words
[933] #wfgm2019
[385] women
[255] womens_forum
[165] #inclusiveleadership
[136] #women4inclusion

Top Words in Tweet in G1:
[302] #wfgm2019
[112] women
[72] #women4inclusion
[71] womens_forum
[50] need
[49] #inclusiveleadership
[47] more
[43] change
[37] president
[37] gender

Top Words in Tweet in G2:
[195] #wfgm2019
[78] women
[74] est
[59] womens_forum
[54] #inclusiveleadership
[43] more
[41] une
[38] des
[37] #women4inclusion
[37] dans

Top Words in Tweet in G3:
[182] #wfgm2019
[65] women
[56] womens_forum
[33] #inclusiveleadership
[26] et
[24] carbon
[23] s
[22] les
[20] diversity
[20] more

Top Words in Tweet in G4:
[74] #wfgm2019
[36] #withgirls20
[28] women
[27] womens_forum
[26] violence
[22] survivors
[22] always
[20] people
[20] girls20
[17] re

Top Words in Tweet in G5:
[74] women
[62] #wfgm2019
[43] without
[31] human
[28] annmcairns
[28] mastercard
[26] #poweroffinance
[22] world
[22] executive
[22] vice

Top Words in Tweet in G6:
[46] #wfgm2019
[16] bertrandcizeau
[14] bank
[13] women
[11] training
[10] s
[10] antoinesire
[10] #climatechange
[9] per
[9] wanjirukr

Top Words in Tweet in G7:
[43] les
[36] au
[32] des
[32] #wfgm2019
[31] et
[19] filles
[17] à
[15] leur
[14] plus
[14] sebastien_lyon

Top Words in Tweet in G8:
[14] #wfgm2019
[13] #women4stem
[12] schleicheroecd
[12] stem
[8] bevcrair
[8] feral_schuhl
[8] womens_forum
[6] mabdulla15
[6] jobs
[6] et

Top Words in Tweet in G9:
[8] féminin
[4] cette
[4] semaine
[4] entre
[4] lancement
[4] fdesterritoires
[4] soirée
[4] #networking
[4] avec
[4] escpeuralumni

Top Words in Tweet in G10:
[6] #wfgm2019
[4] des
[3] et
[2] climate
[2] #women4inclusion
[2] antoinesire
[2] #climatechange
[2] affects
[2] livelihoods
[2] #agriculture

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[78] #wfgm2019,#inclusiveleadership
[60] #inclusiveleadership,#wfgm2019
[59] womens_forum,#wfgm2019
[56] #wfgm2019,#women4inclusion
[49] #women4inclusion,#wfgm2019
[46] without,women
[45] sandra,sancier
[44] women,s
[44] c,est
[43] sancier,sultan

Top Word Pairs in Tweet in G1:
[30] #wfgm2019,#women4inclusion
[29] #women4inclusion,#wfgm2019
[20] #wfgm2019,#inclusiveleadership
[19] kristin,scott
[19] climate,change
[19] #inclusiveleadership,#wfgm2019
[17] stay,tuned
[17] scott,thomas
[16] #wfgm2019,#axa4inclusion
[16] ginasue,professor

Top Word Pairs in Tweet in G2:
[35] #wfgm2019,#inclusiveleadership
[32] c,est
[32] est,une
[24] sandra,sancier
[23] sancier,sultan
[18] women,s
[17] #wfgm2019,#women4inclusion
[16] s,forum
[16] #inclusiveleadership,1elisamoreno
[16] 1elisamoreno,c

Top Word Pairs in Tweet in G3:
[17] #inclusiveleadership,#wfgm2019
[16] womens_forum,#wfgm2019
[14] co,founder
[13] carbon,neutral
[12] #wfgm2019,#inclusiveleadership
[11] maradange,co
[11] #women4health,#wfgm2019
[9] #wfgm19,#wfgm2019
[8] co2,emissions
[8] sandra,sancier

Top Word Pairs in Tweet in G4:
[15] #withgirls20,#wfgm2019
[15] #wfgm2019,#withgirls20
[11] few,years
[11] years,ago
[11] ago,stopped
[11] stopped,referring
[11] referring,women
[11] women,victim
[11] victim,violence
[11] violence,victims

Top Word Pairs in Tweet in G5:
[42] without,women
[28] mastercard,#wfgm2019
[26] #wfgm2019,#poweroffinance
[22] annmcairns,executive
[22] executive,vice
[22] vice,chairman
[22] chairman,mastercard
[21] women,half
[21] half,human
[21] human,race

Top Word Pairs in Tweet in G6:
[8] antoinesire,#climatechange
[8] #climatechange,affects
[8] affects,livelihoods
[8] livelihoods,#agriculture
[8] #agriculture,cities
[8] cities,fact
[8] fact,everybody
[8] everybody,s
[8] s,#bnpparibas
[8] #bnpparibas,care

Top Word Pairs in Tweet in G7:
[13] les,préjugés
[13] les,filles
[11] au,womens_forum
[9] des,femmes
[8] womens_forum,#wfgm2019
[8] #women4stem,#wfgm2019
[7] filles,au
[7] au,#kenya
[7] #kenya,#nigeria
[7] #nigeria,et

Top Word Pairs in Tweet in G8:
[10] #wfgm2019,#women4stem
[6] schleicheroecd,mabdulla15
[6] womens_forum,#wfgm2019
[4] vp,product
[4] product,development
[4] development,quality
[4] quality,bevcrair
[4] discuss,jobs
[4] jobs,stem
[4] schleicheroecd,director

Top Word Pairs in Tweet in G9:
[4] cette,semaine
[4] semaine,entre
[4] entre,lancement
[4] lancement,fdesterritoires
[4] fdesterritoires,soirée
[4] soirée,#networking
[4] #networking,avec
[4] avec,escpeuralumni
[4] escpeuralumni,au
[4] au,féminin

Top Word Pairs in Tweet in G10:
[2] antoinesire,#climatechange
[2] #climatechange,affects
[2] affects,livelihoods
[2] livelihoods,#agriculture
[2] #agriculture,cities
[2] cities,fact
[2] fact,everybody
[2] everybody,s
[2] s,#bnpparibas
[2] #bnpparibas,care

Top Replied-To
Top Replied-To in Entire Graph:
@baronessgoudie
@intisarsf
@bnpp_cardif
@emma__quiles
@extinctionr
@carolinemarful
@howellsarahl
@brunolemaire
@engie
@ruthmackenzie

Top Replied-To in G1:
@baronessgoudie
@ruthmackenzie
@extinctionr

Top Replied-To in G2:
@baronessgoudie
@emma__quiles
@extinctionr
@womens_forum
@engie

Top Replied-To in G3:
@bnpp_cardif
@baronessgoudie
@brunolemaire
@howellsarahl
@intisarsf
@ruthmackenzie
@engie
@sanddela

Top Replied-To in G4:
@intisarsf
@carolinemarful

Top Mentioned
Top Mentioned in Entire Graph:
@womens_forum
@1elisamoreno
@publicisgroupe
@mckinsey
@chiaracorazzawf
@annmcairns
@mastercard
@isabelle_kocher
@engiegroup

Top Mentioned in G1:
@womens_forum
@publicisgroupe
@ginasue
@oiioxford
@chiaracorazzawf
@mckinsey
@walckenaerb
@ovalmoney
@afd_france
@ruthmackenzie

Top Mentioned in G2:
@womens_forum
@1elisamoreno
@mckinsey
@chiaracorazzawf
@publicisgroupe
@engiegroup
@isabelle_kocher
@alexandremars
@epic_foundation
@digital_ladies

Top Mentioned in G3:
@womens_forum
@hecalumni
@ecoact_fr
@maradange
@eco_act
@hecparismba
@isabelle_kocher
@hecaufeminin
@clifford_chance
@bnpparibas

Top Mentioned in G4:
@womens_forum
@girls20
@valeriejarrett
@lordnigelcrisp
@nursingnow2020
@ertharincousin
@abigaildisney
@globalwomenldrs
@intisars
@heatherbarnabe

Top Mentioned in G5:
@annmcairns
@mastercard
@womens_forum
@hmcghee
@houdartun
@demos_org
@mbachelet
@un
@valeriejarrett
@chicagocouncil

Top Mentioned in G6:
@bertrandcizeau
@antoinesire
@wanjirukr
@wildlifeworks
@awardfellowship
@fondationbnpp
@bnpparibas
@womens_forum
@ednaadan
@frostincluded

Top Mentioned in G7:
@sebastien_lyon
@womens_forum
@unicef_france
@myfournier2
@unicef_rse
@chiaracorazzawf
@paolafscarpa
@oulimatasarr

Top Mentioned in G8:
@schleicheroecd
@bevcrair
@feral_schuhl
@womens_forum
@mabdulla15
@oecdeduskills
@fionagobrien
@abigaildisney

Top Mentioned in G9:
@fdesterritoires
@escpeuralumni
@womens_forum

Top Tweeters
Top Tweeters in Entire Graph:
@bkindngood
@alinatede
@dawnarickelz
@nytimes
@ibibars1
@omnico72
@beccanalia
@marlenemorita14
@enriquen
@jblefevre60

Top Tweeters in G1:
@enriquen
@campaignmag
@cczona
@renerussso
@sangeetawaldron
@marleneschiappa
@vmware
@okhipster_
@adityaanupkumar
@womens_forum

Top Tweeters in G2:
@marlenemorita14
@lesguer_lionel
@google
@carolicen
@lynnea58
@rudycluzel
@nathollier
@lenovo
@jeromemonange
@meretebuljo

Top Tweeters in G3:
@ibibars1
@khsouh
@essec
@starjonesesq
@hecparis
@vdbeaufort
@loreal
@celinepuffardi
@presseorange
@bcg

Top Tweeters in G4:
@bkindngood
@dawnarickelz
@nytimes
@beccanalia
@_carriell
@haroldis
@forksville
@extinctionr
@ultrarunwild
@chercywong

Top Tweeters in G5:
@un
@richpurelyrich
@mastercard
@womeninmarketin
@demos_org
@anadono_
@behindthewoman1
@mastercardnews
@chicagocouncil
@sorenjuvas

Top Tweeters in G6:
@jblefevre60
@un_women
@antoinesire
@wanjirukr
@icrc
@bnpparibas
@nwolff
@carosyr
@veenaproerp
@uffalo0612

Top Tweeters in G7:
@omnico72
@oumyregina
@mariemot6
@unicef_france
@carinealexi
@emmanueldiokh
@fatimblog
@mevowanouchanc1
@ginicid13
@unicefendirect

Top Tweeters in G8:
@alinatede
@monicatedde
@rybwomen
@oecdeduskills
@amanyalshawi
@feral_schuhl
@lenovoitalia
@lenovofr
@chloe_jones
@schleicheroecd

Top Tweeters in G9:
@assurancielles
@bougetaboite
@vanessa_oculi
@ewehry
@escpeuralumni
@fdesterritoires

Top Tweeters in G10:
@ezriels
@fred_poquet
@macaurel59
@frau_p_
@ariane_govignon
@monicahauser1


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