Sandberg, Twitter, 3/9/2020 8:31:19 PM, 222645


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Sandberg_2020-03-09_11-07-22.xlsx
Sandberg_2020-03-09_11-07-22.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
March 09, 2020
Short Description:
Sandberg via NodeXL http://bit.ly/2TBwELv
@carolecadwalla
@facebook
@sachabaroncohen
@kamalaharris
@sherylsandberg
@snowstormyou
@timstevensparis
@realdonaldtrump
@sandberg_eric
@richiejhacker55

Top hashtags:
#iwd2020
#internationalwomensday
#eachforequal
#resisters

Description:
Description
The graph represents a network of 7,159 Twitter users whose recent tweets contained "Sandberg", 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 Monday, 09 March 2020 at 19:27 UTC.

The tweets in the network were tweeted over the 9-day, 8-hour, 16-minute period from Saturday, 29 February 2020 at 10:03 UTC to Monday, 09 March 2020 at 18:20 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 : 7159
Unique Edges : 9248
Edges With Duplicates : 1973
Total Edges : 11221
Number of Edge Types : 5
Tweet : 1264
MentionsInRetweet : 4537
Retweet : 2768
Mentions : 1724
Replies to : 928
Self-Loops : 1286
Reciprocated Vertex Pair Ratio : 0.0117898046260948
Reciprocated Edge Ratio : 0.0233048496282322
Connected Components : 1062
Single-Vertex Connected Components : 559
Maximum Vertices in a Connected Component : 4038
Maximum Edges in a Connected Component : 7245
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.509999
Graph Density : 0.000175844558328075
Modularity : 0.754533
NodeXL Version : 1.0.1.426
Data Import : The graph represents a network of 7,159 Twitter users whose recent tweets contained "Sandberg", 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 Monday, 09 March 2020 at 19:27 UTC.

The tweets in the network were tweeted over the 9-day, 8-hour, 16-minute period from Saturday, 29 February 2020 at 10:03 UTC to Monday, 09 March 2020 at 18:20 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 : Sandberg
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:
[409] https://popular.info/
[38] https://www.businessinsider.com/facebook-sheryl-sandberg-political-ads-argument-2020-2
[34] https://www.instagram.com/p/B9VAAkClKhf/?igshid=rxfe4alyo730
[19] https://www.xfl.com/en-US/teams/dallas
[17] https://www.thetimes.co.uk/article/interview-sheryl-sandberg-on-powerful-women-getting-engaged-and-coming-under-fire-at-facebook-rfhx8zzxj
[12] http://blog.inkhouse.com/celebrating-international-womens-day
[12] https://tweetedtimes.com/topic/Sheryl%20Sandberg?s=tnp
[11] http://Barbwires.com
[10] https://justthenews.com/politics-policy/elections/george-soros-calls-removal-zuckerberg-and-sandberg-facebook
[8] https://www.independent.co.uk/life-style/love-sex/sheryl-sandberg-women-propose-permission-men-facebook-a9367936.html?utm_medium=Social&utm_source=Twitter#Echobox=1583144772

Top URLs in Tweet in G1:
[4] https://jezebel.com/5979366/sheryl-sandberg-takes-a-blowtorch-to-gender-stereotypes-in-the-workplace
[4] https://popular.info/
[4] https://justthenews.com/politics-policy/elections/george-soros-calls-removal-zuckerberg-and-sandberg-facebook
[3] https://www.eventbrite.com/e/women-appeal-to-sheryl-sandberg-lean-in-to-stop-the-lies-tickets-98543501265
[2] https://www.huffingtonpost.com/sheryl-sandberg/gloria-steinem-documentary-sheryl-sandberg_b_923424.html
[2] https://www.harris.senate.gov/imo/media/doc/Letter%20to%20Zuckerberg%20and%20Sandberg.pdf
[2] https://www.businessinsider.com/facebook-sheryl-sandberg-political-ads-argument-2020-2
[2] https://saraacarter.com/george-soros-remove-zuckerberg-from-facebook-now-hell-get-trump-re-elected/
[1] https://twitter.com/actuallyreal33/status/1231606807556063235?s=21
[1] https://twitter.com/actuallyreal33/status/1231606807556063235

Top URLs in Tweet in G2:
[3] https://www.wired.com/story/sheryl-sandberg-facebook-empress-befuddling-dinner/
[2] https://www.newyorker.com/magazine/2019/12/02/big-techs-big-defector?utm_medium=social&utm_brand=tny&mbid=social_twitter&utm_source=twitter&utm_social-type=owned
[1] https://www.thetimes.co.uk/article/interview-sheryl-sandberg-on-powerful-women-getting-engaged-and-coming-under-fire-at-facebook-rfhx8zzxj

Top URLs in Tweet in G3:
[2] https://www.businessinsider.com/facebook-sheryl-sandberg-political-ads-argument-2020-2

Top URLs in Tweet in G4:
[4] https://leanin.org/
[4] https://goo.gl/h9ivEB
[4] https://blog.wiwo.de/look-at-it/2020/03/05/elon-musk-larry-ellison-sheryl-sandberg-co-die-geheimnisse-wichtiger-tech-milliardaere/
[4] https://www.thetimes.co.uk/article/interview-sheryl-sandberg-on-powerful-women-getting-engaged-and-coming-under-fire-at-facebook-rfhx8zzxj
[4] https://www.ebay.ca/itm/143534890127
[4] https://www.pexels.com/
[3] https://www.independent.co.uk/life-style/love-sex/sheryl-sandberg-women-propose-permission-men-facebook-a9367936.html
[3] https://justthenews.com/politics-policy/elections/george-soros-calls-removal-zuckerberg-and-sandberg-facebook#.XmBx5v_7534.twitter
[3] https://twitter.com/carolecadwalla/status/1236591124988428288
[3] https://twitter.com/Super70sSports/status/1236801179042152448

Top URLs in Tweet in G5:
[403] https://popular.info/

Top URLs in Tweet in G6:
[3] https://sportsh2h.com/h2h-59-jeff-kent-vs-ryne-sandberg-who-was-better/
[1] https://www.newspapers.com/clip/45659987/chicago-tribune-finally-sandbergs/
[1] https://sportsh2h.com/countdown-29-top-10-second-basemen-in-mlb-history/
[1] https://twitter.com/mlbstats/status/1236321710946652160

Top URLs in Tweet in G7:
[1] https://twitter.com/sfpelosi/status/1233818243627802624
[1] https://twitter.com/GotJanie/status/1233865884612976641
[1] https://twitter.com/bren2915/status/1233904407755911168
[1] https://www.who.int/
[1] https://www.cdc.gov/
[1] https://twitter.com/msvespa/status/1234183617577807872
[1] https://twitter.com/FurburgerMayor/status/1233640820034633731
[1] https://twitter.com/KwikWarren/status/1234214551723429893
[1] https://twitter.com/GlobalEdD2020/status/1234667517559263233
[1] https://twitter.com/Sweet_honeylu/status/1234989833296044035

Top URLs in Tweet in G8:
[1] https://twitter.com/SamAdlerBell/status/1235949788727783427
[1] https://www.thetimes.co.uk/article/interview-sheryl-sandberg-on-powerful-women-getting-engaged-and-coming-under-fire-at-facebook-rfhx8zzxj?shareToken=667b0199e7f704a04790005a1d94ab77
[1] https://twitter.com/profgalloway/status/1218970754609487872
[1] https://twitter.com/jason_kint/status/1233088552591929344
[1] https://twitter.com/verge/status/1234475436098408449

Top URLs in Tweet in G9:
[2] https://popular.info/
[1] https://www.harris.senate.gov/imo/media/doc/Letter%20to%20Zuckerberg%20and%20Sandberg.pdf
[1] https://www.wsj.com/articles/sheryl-sandberg-leans-into-a-gale-of-bad-news-at-facebook-1536085230

Top URLs in Tweet in G10:
[1] http://2.Accenture

Top Domains
Top Domains in Tweet in Entire Graph:
[410] popular.info
[125] twitter.com
[68] co.uk
[57] instagram.com
[44] businessinsider.com
[24] iastate.edu
[24] justthenews.com
[23] youtube.com
[19] xfl.com
[12] inkhouse.com

Top Domains in Tweet in G1:
[6] justthenews.com
[5] eventbrite.com
[4] jezebel.com
[4] popular.info
[3] businessinsider.com
[2] twitter.com
[2] huffingtonpost.com
[2] senate.gov
[2] saraacarter.com
[1] ted.com

Top Domains in Tweet in G2:
[3] wired.com
[2] newyorker.com
[1] co.uk

Top Domains in Tweet in G3:
[2] businessinsider.com

Top Domains in Tweet in G4:
[47] twitter.com
[24] co.uk
[24] iastate.edu
[16] instagram.com
[9] justthenews.com
[7] youtube.com
[6] ebay.com
[5] goo.gl
[5] resellerdirect.de
[4] leanin.org

Top Domains in Tweet in G5:
[403] popular.info

Top Domains in Tweet in G6:
[4] sportsh2h.com
[1] newspapers.com
[1] twitter.com

Top Domains in Tweet in G7:
[12] twitter.com
[2] who.int
[1] cdc.gov
[1] ampproject.org
[1] politicalflare.com

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

Top Domains in Tweet in G9:
[2] popular.info
[1] senate.gov
[1] wsj.com

Top Domains in Tweet in G10:
[1] 2.accenture

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[80] iwd2020
[57] internationalwomensday
[54] eachforequal
[51] resisters
[50] startup
[49] thrivetogether
[49] successtrain
[49] grind
[49] growthzone
[49] defstar5



Top Hashtags in Tweet in G1:
[29] internationalwomensday
[23] internationalwomenday2020
[22] warning
[22] billionaire
[7] facebook
[7] internationalwomensday2020
[5] leaninagainstlies
[3] iwd2020
[2] sherylsandberg
[2] deletefacebook

Top Hashtags in Tweet in G3:
[1] votebluetosaveamerica

Top Hashtags in Tweet in G4:
[16] iwd2020
[14] quote
[14] internationalwomensday
[10] nimblequotes
[9] eachforequal
[8] sandberg
[8] facebook
[8] ygk
[8] kingston
[7] leadership

Top Hashtags in Tweet in G6:
[2] mlb
[2] mlbtwitter
[2] baseball
[1] tuesdaythoughts
[1] halloffame
[1] top10
[1] saturdaythoughts
[1] sfgiants
[1] everybodyin
[1] cubs

Top Hashtags in Tweet in G7:
[51] resisters
[23] trumpslump
[4] rudycolludy
[3] aca
[2] flagrapist
[2] sarcasm
[2] fbr
[2] voteblue
[2] votebluetosaveamerica
[1] narcissisttrump

Top Hashtags in Tweet in G8:
[1] sundaytimes
[1] pivot
[1] askpivot
[1] voxpodcast
[1] recode

Top Hashtags in Tweet in G10:
[21] aptechlearning
[16] shecantech
[14] followyourpassion
[5] shecanteach
[1] womensday2020
[1] contestalert

Top Words
Top Words in Tweet in Entire Graph:
[6723] Words in Sentiment List#1: Positive
[7453] Words in Sentiment List#2: Negative
[12] Words in Sentiment List#3: Angry/Violent
[186408] Non-categorized Words
[200584] Total Words
[3739] sandberg
[3273] facebook
[1787] ads
[1674] profile
[1654] fact

Top Words in Tweet in G1:
[1261] facebook
[1211] against
[1165] campaign
[1140] realdonaldtrump
[1137] leftist
[1120] soros
[1115] promotes
[1115] pressure
[1115] further
[1115] suppress

Top Words in Tweet in G2:
[1638] profile
[873] sandberg
[862] facebook
[822] lean
[820] schtick
[820] over
[819] despair
[819] more
[819] soft
[819] focus

Top Words in Tweet in G3:
[1572] fact
[1572] checking
[1572] lies
[1571] capable
[1571] ads
[794] facebook
[786] political
[786] profit
[785] census
[785] coronavirus

Top Words in Tweet in G4:
[691] sandberg
[420] sheryl
[147] mejor
[144] hecho
[144] perfecto
[144] 1969
[144] actualidad
[103] women
[68] facebook
[66] leaders

Top Words in Tweet in G5:
[806] response
[407] census
[403] breaking
[403] reporting
[403] kamalaharris
[403] sent
[403] letter
[403] zuckerberg
[403] demanding
[403] answers

Top Words in Tweet in G6:
[261] sandberg
[245] mlb
[242] ryne
[242] game
[238] year
[237] over
[237] 000
[237] regular
[237] season
[237] games

Top Words in Tweet in G7:
[127] sandberg_eric
[119] samanthadillma3
[119] sara2001noor
[118] sammy27521
[118] samplergal1
[118] sandyswood58
[118] sar_oso
[118] sander1957
[117] sandyk5251
[116] sarahfairclou13

Top Words in Tweet in G8:
[148] bernie
[101] sandberg
[74] online
[74] toxicity
[74] sarandon
[74] calling
[74] republican
[74] vic
[74] mensa
[74] blasting

Top Words in Tweet in G9:
[32] sandberg
[25] sheryl
[23] jewish
[21] zuckerberg
[18] juddlegum
[13] facebook
[12] world
[12] mark
[12] bed
[12] nazis

Top Words in Tweet in G10:
[56] aptech_learning
[40] facebook
[40] sheryl
[40] kara
[40] sandberg
[40] intel
[40] kumud
[40] srinivasan
[40] aruna
[40] jayanthi

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1632] fact,checking
[1585] capable,fact
[1295] sheryl,sandberg
[1116] against,facebook
[1115] soros,promotes
[1115] promotes,leftist
[1115] leftist,pressure
[1115] pressure,campaign
[1115] campaign,against
[1115] facebook,further

Top Word Pairs in Tweet in G1:
[1115] soros,promotes
[1115] promotes,leftist
[1115] leftist,pressure
[1115] pressure,campaign
[1115] campaign,against
[1115] against,facebook
[1115] facebook,further
[1115] further,suppress
[1115] suppress,conservatives
[1115] conservatives,censor

Top Word Pairs in Tweet in G2:
[819] despair,more
[819] more,profile
[819] profile,sandberg
[819] sandberg,soft
[819] soft,focus
[819] focus,lean
[819] lean,profile
[819] profile,big
[819] big,part
[819] part,reason

Top Word Pairs in Tweet in G3:
[1572] fact,checking
[1571] capable,fact
[786] checking,political
[786] political,ads
[785] facebook,capable
[785] ads,lies
[785] lies,capable
[785] checking,ads
[785] ads,census
[785] census,coronavirus

Top Word Pairs in Tweet in G4:
[408] sheryl,sandberg
[144] hecho,mejor
[144] mejor,perfecto
[144] perfecto,sheryl
[144] sandberg,1969
[144] 1969,actualidad
[35] ryne,sandberg
[34] david,sandberg
[28] female,leaders
[27] leaders,sheryl

Top Word Pairs in Tweet in G5:
[403] breaking,response
[403] response,reporting
[403] reporting,kamalaharris
[403] kamalaharris,sent
[403] sent,letter
[403] letter,zuckerberg
[403] zuckerberg,demanding
[403] demanding,answers
[403] answers,facebook's
[403] facebook's,census

Top Word Pairs in Tweet in G6:
[242] ryne,sandberg
[237] over,000
[237] 000,regular
[237] regular,season
[237] season,mlb
[237] mlb,games
[237] games,year
[237] year,blur
[237] blur,together
[237] together,chosen

Top Word Pairs in Tweet in G7:
[118] samanthadillma3,sammy27521
[118] samplergal1,sandberg_eric
[118] sar_oso,sara2001noor
[118] sandberg_eric,sander1957
[117] sammy27521,samplergal1
[116] sara2001noor,sarahfairclou13
[115] sander1957,sandyk5251
[114] sandyk5251,sandyswood58
[113] sapolskydeborah,sar_oso
[112] sandyswood58,sapolskydeborah

Top Word Pairs in Tweet in G8:
[74] online,toxicity
[74] toxicity,sarandon
[74] sarandon,calling
[74] calling,republican
[74] republican,bernie
[74] bernie,vic
[74] vic,mensa
[74] mensa,blasting
[74] blasting,bernie
[74] bernie,nina

Top Word Pairs in Tweet in G9:
[22] sheryl,sandberg
[12] jewish,mark
[12] mark,zuckerberg
[12] bed,nazis
[11] juddlegum,world
[11] world,jewish
[11] zuckerberg,bed
[11] nazis,astounding
[11] astounding,sheryl
[11] sandberg,jewish

Top Word Pairs in Tweet in G10:
[40] facebook,sheryl
[40] sheryl,kara
[40] kara,sandberg
[40] kumud,srinivasan
[40] aruna,jayanthi
[40] ibm,vanitha
[40] vanitha,narayanan
[39] intel,kumud
[39] srinivasan,capegemini
[39] capegemini,aruna

Top Replied-To
Top Replied-To in Entire Graph:
@briansnewheart
@aptech_learning
@obvious_shirts
@juddlegum
@super70ssports
@mrb_sandberg
@rudygiuliani
@sandberg_eric
@nbcscubs
@carolecadwalla

Top Replied-To in G1:
@facebook
@sherylsandberg
@neeratanden
@realdonaldtrump
@rena_korb
@tomfitton

Top Replied-To in G2:
@carolecadwalla
@emptywheel
@angiegreaves
@pranman

Top Replied-To in G3:
@sachabaroncohen
@rena_korb
@markos

Top Replied-To in G4:

Top Replied-To in G6:
@super70ssports
@sportsh2h
@atg_baseball
@greatmurbinski
@uniformcritic
@whatsalemke

Top Replied-To in G7:
@briansnewheart
@rudygiuliani
@sandberg_eric
@therickwilson
@katalva3
@kwikwarren
@charliekirk11
@kathy_markovich
@snarkgrapefruit
@polarsprite

Top Replied-To in G8:
@arilewine

Top Replied-To in G9:
@juddlegum
@emilyglazer
@crainsnewyork
@ronaldreagan
@jayrosen_nyu

Top Replied-To in G10:
@aptech_learning

Top Mentioned
Top Mentioned in Entire Graph:
@facebook
@realdonaldtrump
@kamalaharris
@samanthadillma3
@sandberg_eric
@sara2001noor
@sammy27521
@samplergal1
@sar_oso
@sander1957

Top Mentioned in G1:
@facebook
@realdonaldtrump
@sherylsandberg
@senkamalaharris
@georgesoros
@leaninorg
@kamalaharris
@4ur3liad
@vekpuk
@trapbob

Top Mentioned in G2:
@sherylsandberg
@mrowand
@citizenkays
@carolecadwalla

Top Mentioned in G3:
@ravenrlyyeh
@melsonite
@eclecticbrotha
@archaeologist03

Top Mentioned in G4:
@tribunpontianak
@heuredelasortie
@jeffrey39649607

Top Mentioned in G5:
@kamalaharris

Top Mentioned in G6:
@mlb
@oldtimehardball
@molehistory
@birbpower
@super70ssports
@uniformcritic
@marcgriffinrds
@danpou93
@vincecauchon
@mcgilles

Top Mentioned in G7:
@samanthadillma3
@sandberg_eric
@sara2001noor
@sammy27521
@samplergal1
@sar_oso
@sander1957
@sandyswood58
@sandyk5251
@sarahfairclou13

Top Mentioned in G8:
@profgalloway
@karaswisher

Top Mentioned in G9:
@wsj
@nypdct
@waldorfnyc
@washingtonpost
@dcexaminer
@secafofficial
@usairforce
@nytimes
@nyse
@iraqipresidency

Top Mentioned in G10:
@abha_mishra19
@chilled_sup
@smiley_bharati
@rekha_i_am
@ash__ak
@cool_bindra
@mysterioussu
@banpreet_k
@impalak18
@diva_tulipss

Top Tweeters
Top Tweeters in Entire Graph:
@hernanporrasm
@barbwiresradio
@jojokejohn
@jurylady5
@current_knewz
@s9tmt
@lt38
@souljahsingh
@roblwilson
@independent

Top Tweeters in G1:
@souljahsingh
@soniaerasmus
@miltonespinozaf
@inabsentia9
@texasfreedom101
@owlwoman911_
@laridor1
@mscontrariansci
@cssueta
@24hrtvmazi

Top Tweeters in G2:
@s9tmt
@roblwilson
@hazelglasgow
@joannecangal
@allchanges
@wildwalkerwoman
@ungubunugu1274
@theresamax
@sandradunn1955
@unlewis

Top Tweeters in G3:
@carlyinnj
@bethsinniresist
@linda1746
@bmlewis2
@softgrasswalker
@eclecticbrotha
@pushandpulljlm
@leftnotright
@leel06lee
@annetteashley61

Top Tweeters in G4:
@hernanporrasm
@tempodotco
@derangedradio
@nightingalern
@analyticaglobal
@zapp_li
@radioeffeitalia
@feryatben
@insideralertsia
@tuankulongtheo

Top Tweeters in G5:
@jurylady5
@phillip92321
@pollsstar
@vedehimajumdar
@shadowdogdesign
@jrbkjrbk
@daretothink53
@barbie892
@raypride
@arriadna

Top Tweeters in G6:
@mchastain81
@morgandavii
@dagaustin2000
@mlb
@patsfanivlyfe
@mikelondonpost3
@nickzararis
@budknocker
@wpgsportsnerd
@jhog667

Top Tweeters in G7:
@sar_oso
@asmith702
@thuglifesocial
@ronpyke
@therickwilson
@kwikwarren
@apachegirl29
@heatherclark55
@blakehounshell
@mojojaxville

Top Tweeters in G8:
@1loriking
@aguilar17_yris
@sistercrow
@sailorpsy
@chargrille
@yungwonk
@socflyny
@ivyarchive
@karaswisher
@socalmd54

Top Tweeters in G9:
@wildwillow65
@marthalynneowe1
@jjj5819
@dcexaminer
@safimaasai
@washingtonpost
@wsj
@nypost
@france24_en
@cocacola

Top Tweeters in G10:
@shah_himanshu
@sunitakatyal
@piyushpuri12
@blessedkamal
@fatima_zoya26
@cool_bindra
@onlysiddhartha
@kunvaria
@banpreet_k
@wasimkh00


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