SciFri, Twitter, 9/13/2019 7:41:42 AM, 209601


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SciFri_2019-09-12_22-06-59.xlsx
SciFri_2019-09-12_22-06-59.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 13, 2019
Short Description:
SciFri via NodeXL http://bit.ly/31k8WVs
@scifri
@darleg7
@barefootboomer
@janecanary19
@skinnerpm
@kimtallbear
@inaturalist
@mimimama72
@br04365
@hvansss

Top hashtags:
#scifrilive
#scifri
#biodiversity
#tahoeland
#stem
#science
#indigenous
#cephalopod
#octopus

Description:
Description
The graph represents a network of 2,044 Twitter users whose tweets in the requested range contained "SciFri", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 13 September 2019 at 05:07 UTC.

The requested start date was Thursday, 12 September 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, 19-hour, 58-minute period from Thursday, 29 August 2019 at 00:02 UTC to Wednesday, 11 September 2019 at 20:01 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 : 2044
Unique Edges : 3031
Edges With Duplicates : 2057
Total Edges : 5088
Number of Edge Types : 3
Tweet : 510
Mentions : 3998
Replies to : 580
Self-Loops : 510
Reciprocated Vertex Pair Ratio : 0.0554539914686167
Reciprocated Edge Ratio : 0.105080831408776
Connected Components : 101
Single-Vertex Connected Components : 70
Maximum Vertices in a Connected Component : 1870
Maximum Edges in a Connected Component : 4633
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.825502
Graph Density : 0.000829523368899387
Modularity : 0.478536
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[38] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/d62
[28] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/k62
[25] https://www.sciencefriday.com/articles/indigenous-peoples-astronomy/
[18] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/h62
[17] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/i62
[17] https://twitter.com/scifri/status/1170102626379124736
[16] https://twitter.com/scifri/status/1170040475501441025
[14] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/e62
[13] https://www.twitch.tv/scifri
[12] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/g62

Top URLs in Tweet in G1:
[35] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/d62
[26] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/k62
[16] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/i62
[13] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/h62
[12] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/e62
[12] https://www.sciencefriday.com/articles/indigenous-peoples-astronomy/
[11] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/q52
[8] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/4l1
[7] https://www.sciencefriday.com/segments/the-bacteria-behind-your-favorite-blues-bries-and-more/
[6] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/862

Top URLs in Tweet in G2:
[10] https://www.sciencefriday.com/articles/indigenous-peoples-astronomy/
[2] https://www.sciencefriday.com/educational-resources/2019-educator-collaborative/
[2] http://safinacenter.org/event/molly-adams-and-the-feminist-bird-club-participate-in-science-fridays-book-club-event-at-caveat-nyc-on-thursday-august-29-2019-at-630pm/
[2] https://twitter.com/Arieloquent/status/1166745506695065600
[2] https://www.caveat.nyc/event/egghead-the-genius-of-birds-with-science-friday-8-29-2019
[2] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/g62
[1] https://twitter.com/DocR0cket/status/1169686964901224449
[1] https://www.sciencefriday.com/articles/north-carolina-science/
[1] https://twitter.com/CALS_Dean/status/1167151224510189568
[1] https://www.sciencefriday.com/articles/cocktail-chemistry-quest-new-york-city/

Top URLs in Tweet in G3:
[3] https://twitter.com/Darleg7/status/1167294440290930688?s=20

Top URLs in Tweet in G4:
[10] https://twitter.com/scifri/status/1170040475501441025
[2] https://www.sciencefriday.com/segments/indigenous-science/
[2] https://twitter.com/scifri/status/1170102626379124736
[1] https://twitter.com/scifri/status/1170048376639037441
[1] https://twitter.com/scifri/status/1167799702391160834

Top URLs in Tweet in G5:
[6] https://twitter.com/scifri/status/1171076566723563520
[4] https://www.sciencefriday.com/segments/diving-headfirst-into-football-season-with-a-new-look-at-concussion-research/
[3] https://www.sciencefriday.com/segments/making-cancer-drugs-available-for-a-wider-pool-of-patients/
[2] https://www.sciencefriday.com/articles/indigenous-peoples-astronomy/
[2] http://ScienceFriday.com
[2] https://openbrainproject.org/how-football-affects-the-brain/
[1] https://www.sciencefriday.com/person/adnan-hirad/
[1] https://advances.sciencemag.org/content/5/8/eaau3460
[1] https://twitter.com/cbquist/status/1170079440363237381
[1] https://twitter.com/PostalMuseum/status/1167077096398774273

Top URLs in Tweet in G6:
[5] https://www.sciencefriday.com/segments/degrees-of-change-tourism-climate-change/
[5] https://www.sciencefriday.com/episodes/august-30-2019/
[5] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/h62
[4] https://twitter.com/scifri/status/1167096820474023937
[3] http://www.capradio.org/tahoeland
[3] https://player.capradio.org/nowPlaying/News
[3] http://www.capradio.org/
[1] https://www.sciencefriday.com/spotlights/degrees-of-change/
[1] http://www.capradio.org/TahoeLand
[1] https://twitter.com/ezraromero/status/1167497902261882881

Top URLs in Tweet in G7:
[5] https://twitter.com/scifri/status/1170102626379124736
[4] https://twitter.com/scifri/status/1169437242030526471
[4] https://soundcloud.com/scifri/ways-of-knowing-written-in-the-stars
[4] https://twitter.com/scifri/status/1170501001239027713
[3] https://twitter.com/scifri/status/1167172335478169601
[3] https://twitter.com/scifri/status/1167594096963330050
[3] https://twitter.com/scifri/status/1170377688810491905
[3] https://twitter.com/scifri/status/1171264280693526531
[3] https://twitter.com/scifri/status/1171442693064380418
[2] https://twitter.com/scifri/status/1166890712312532992

Top URLs in Tweet in G8:
[2] https://twitter.com/scifri/status/1167594096963330050

Top URLs in Tweet in G9:
[1] https://twitter.com/scifri/status/1167594096963330050

Top URLs in Tweet in G10:
[2] https://twitter.com/scifri/status/1166717058727522305
[1] https://www.sciencefriday.com/educational-resources/2019-educator-collaborative/
[1] https://www.sciencefriday.com/articles/voxpop/
[1] https://www.latimes.com/science/story/2019-09-05/loch-ness-monster-eel-dna
[1] https://twitter.com/scifri/status/1169995284006526978
[1] https://www.sciencefriday.com/segments/free-stem-resources/
[1] https://twitter.com/scifri/status/1168148500586123264?s=19

Top Domains
Top Domains in Tweet in Entire Graph:
[244] 104.131.1.231
[227] twitter.com
[140] sciencefriday.com
[27] soundcloud.com
[13] twitch.tv
[13] capradio.org
[6] instagram.com
[3] google.com
[3] latimes.com
[3] openbrainproject.org

Top Domains in Tweet in G1:
[218] 104.131.1.231
[71] sciencefriday.com
[58] twitter.com
[2] capradio.org
[2] instagram.com
[2] sciencehistory.org
[2] google.com
[1] soundcloud.com
[1] latimes.com
[1] indigenoussts.com

Top Domains in Tweet in G2:
[21] sciencefriday.com
[13] twitter.com
[6] 104.131.1.231
[2] safinacenter.org
[2] caveat.nyc
[1] buff.ly
[1] youtube.com
[1] audubon.org
[1] coolnycevents.com

Top Domains in Tweet in G3:
[3] twitter.com

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

Top Domains in Tweet in G5:
[17] sciencefriday.com
[13] twitter.com
[3] 104.131.1.231
[2] openbrainproject.org
[1] sciencemag.org
[1] washingtonpost.com
[1] harvard.edu
[1] wnycstudios.org

Top Domains in Tweet in G6:
[15] sciencefriday.com
[11] capradio.org
[10] twitter.com
[6] 104.131.1.231

Top Domains in Tweet in G7:
[57] twitter.com
[26] soundcloud.com
[2] sciencealert.com
[1] sciencefriday.com
[1] phys.org
[1] bugwood.org
[1] co.uk

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

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[4] twitter.com
[3] sciencefriday.com
[1] latimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[151] scifrilive
[76] scifri
[21] biodiversity
[21] tahoeland
[19] stem
[15] science
[14] indigenous
[13] cephalopod
[12] octopus
[11] kosheen



Top Hashtags in Tweet in G1:
[100] scifrilive
[13] stem
[9] science
[7] fridayfeeling
[4] stemeducation
[4] summer
[4] stayinformed
[3] indigenous
[2] cephalopodweek
[2] s

Top Hashtags in Tweet in G2:
[15] scifrilive
[4] cloacalkiss
[4] nativeskywatchers
[4] indigenous
[4] astronomy
[2] stem
[2] coolnycevents
[1] scicomm
[1] birds
[1] birdbrain

Top Hashtags in Tweet in G3:
[1] epilepsy
[1] newgreendeal
[1] newpinkorangedeal

Top Hashtags in Tweet in G4:
[40] scifri
[2] indigenoussts
[2] queersts
[1] auntietears
[1] science
[1] sciencetwitter
[1] scifrilive
[1] curious

Top Hashtags in Tweet in G5:
[6] scifrilive
[3] tbi
[1] scifri
[1] concussion
[1] sciencefriday
[1] brain
[1] football

Top Hashtags in Tweet in G6:
[20] tahoeland
[10] scifrilive
[5] ezrameetsira
[5] tahoe
[3] coworking
[3] climate
[3] pubradio
[2] climatechange
[2] climateaction
[2] vaping

Top Hashtags in Tweet in G7:
[9] soundcloud
[8] np
[5] scifri
[4] science
[3] indigenous
[2] stem
[1] lovefireflies
[1] shadowbanned
[1] likes
[1] guncontrolnow

Top Hashtags in Tweet in G10:
[7] scifrilive
[3] pubarch
[2] archaeology
[1] iteachphysics
[1] scientificdiscourse
[1] debatingculture
[1] stem
[1] edchat
[1] label

Top Words
Top Words in Tweet in Entire Graph:
[1487] Words in Sentiment List#1: Positive
[987] Words in Sentiment List#2: Negative
[18] Words in Sentiment List#3: Angry/Violent
[48339] Non-categorized Words
[50814] Total Words
[1772] scifri
[396] science
[261] indigenous
[231] randall
[202] s

Top Words in Tweet in G1:
[896] scifri
[166] science
[109] indigenous
[100] #scifrilive
[93] s
[85] world
[82] years
[81] vaping
[77] peoples
[77] thousands

Top Words in Tweet in G2:
[250] scifri
[181] randall
[98] bechter
[96] serenawilliams
[93] munroe
[93] asked
[93] wanted
[92] hit
[88] great
[87] things

Top Words in Tweet in G3:
[10] scifri
[9] popsci
[9] sebgorka
[9] ordypackard
[7] realdonaldtrump
[7] wsjopinion
[7] jhta2013
[7] _mocowbell_
[7] rubebait
[7] insaneknight85

Top Words in Tweet in G4:
[89] kimtallbear
[67] lee
[62] science
[58] indigenous
[49] stem
[48] scifri
[43] more
[42] inclusive
[40] alright
[40] #scifri

Top Words in Tweet in G5:
[136] scifri
[49] miriamgoldste
[48] hiradscience
[47] rejectedbanana
[38] drandrewthaler
[30] el_skootro
[21] show
[20] brad
[20] mahon
[19] carnegiemellon

Top Words in Tweet in G6:
[123] scifri
[68] ezraromero
[38] climate
[38] change
[26] listen
[24] today
[23] co
[23] hosting
[22] tahoe
[21] tahoeland

Top Words in Tweet in G7:
[27] scifri
[23] science
[21] s
[15] talk
[13] up
[12] time
[12] need
[11] more
[11] one
[11] today

Top Words in Tweet in G8:
[134] died
[67] one
[67] dude
[67] vaping
[67] already
[67] discussing
[67] regulations
[67] hundreds
[67] people
[67] gun

Top Words in Tweet in G9:
[67] lung
[66] re
[66] breathing
[66] chemically
[66] laced
[66] vapors
[66] less
[66] oversight
[66] cat
[66] food

Top Words in Tweet in G10:
[47] arieloquent
[45] scifri
[32] teacher
[23] science
[15] way
[14] grade
[13] something
[12] hey
[12] showed
[11] changed

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[140] randall,munroe
[105] scifri,randall
[101] indigenous,peoples
[94] asked,serenawilliams
[91] thousands,years
[90] munroe,scifri
[90] peoples,observing
[90] observing,world
[90] world,thousands
[88] things,great

Top Word Pairs in Tweet in G1:
[75] indigenous,peoples
[75] peoples,observing
[75] observing,world
[75] world,thousands
[75] thousands,years
[56] years,underrepresented
[51] scifri,indigenous
[49] underrepresented,science
[35] linked,vaping
[34] lung,illness

Top Word Pairs in Tweet in G2:
[93] randall,munroe
[92] scifri,randall
[92] asked,serenawilliams
[87] things,great
[87] great,excerpt
[87] excerpt,randall
[87] munroe,scifri
[87] randall,asked
[87] serenawilliams,wanted
[87] wanted,hit

Top Word Pairs in Tweet in G3:
[7] jhta2013,_mocowbell_
[7] _mocowbell_,rubebait
[7] rubebait,insaneknight85
[7] insaneknight85,embertember
[7] embertember,tonydokoupil
[7] tonydokoupil,daveweigel
[7] daveweigel,appsame
[6] appsame,sebgorka
[6] sebgorka,ordypackard
[4] ordypackard,kevinjacksontbs

Top Word Pairs in Tweet in G4:
[43] indigenous,science
[41] more,inclusive
[40] alright,#scifri
[40] #scifri,indigenous
[40] science,make
[40] make,stem
[40] stem,more
[40] inclusive,featuring
[40] featuring,kimtallbear
[40] kimtallbear,dr

Top Word Pairs in Tweet in G5:
[28] el_skootro,scifri
[25] miriamgoldste,rejectedbanana
[20] brad,mahon
[20] scifri,miriamgoldste
[17] drandrewthaler,el_skootro
[16] scifri,nfl
[15] scifri,carnegiemellon
[15] carnegiemellon,hiradscience
[15] drandrewthaler,scifri
[14] scifri,rejectedbanana

Top Word Pairs in Tweet in G6:
[29] climate,change
[23] co,hosting
[16] ezraromero,co
[15] change,affecting
[13] colleague,ezraromero
[13] hosting,scifri
[13] ezraromero,scifri
[12] scifri,today
[10] affecting,tourism
[10] tourism,industry

Top Word Pairs in Tweet in G7:
[8] #soundcloud,#np
[6] scifri,#soundcloud
[5] radical,c
[5] wilfred,buck
[5] let's,talk
[4] c,h
[4] buck,tells
[4] tells,story
[4] ways,knowing
[4] knowing,written

Top Word Pairs in Tweet in G8:
[67] one,dude
[67] dude,died
[67] died,vaping
[67] vaping,already
[67] already,discussing
[67] discussing,regulations
[67] regulations,hundreds
[67] hundreds,people
[67] people,died
[67] died,gun

Top Word Pairs in Tweet in G9:
[66] re,breathing
[66] breathing,chemically
[66] chemically,laced
[66] laced,vapors
[66] vapors,less
[66] less,oversight
[66] oversight,cat
[66] cat,food
[66] food,universe
[66] universe,lung

Top Word Pairs in Tweet in G10:
[28] arieloquent,scifri
[13] science,teacher
[12] teacher,showed
[11] hey,science
[11] showed,something
[11] something,way
[11] way,changed
[11] changed,life
[10] arieloquent,hey
[10] life,att

Top Replied-To
Top Replied-To in Entire Graph:
@scifri
@arieloquent
@drandrewthaler
@annieminoff
@danyabdelhameid
@abukole
@miriamgoldste
@ezraromero
@ctaylsaurus
@cbquist

Top Replied-To in G1:
@scifri
@abukole
@son_lyme
@ezraromero
@uwaterloo
@carnegiemellon
@keekocho
@annaleen
@katlyn_joi
@robotic_hands

Top Replied-To in G2:
@scifri
@funkminister
@ctaylsaurus
@kait_lorraine
@valissarae
@innovatespace
@bechter
@daughterof9wind
@annieminoff
@cintagliata

Top Replied-To in G3:
@jhta2013
@amandapanda8309
@ed_whitehouse
@epilepsyfdn
@trotalex
@docdhj

Top Replied-To in G4:
@scifri
@_beccaharrison
@kimtallbear
@davidhumphreys3
@michaeljayallen
@lizaelliottglbl
@lhousepetersphd

Top Replied-To in G5:
@drandrewthaler
@scifri
@miriamgoldste
@cbquist
@patrick_hruby
@hiradscience
@rejectedbanana
@el_skootro
@rkobell
@biaamerica

Top Replied-To in G6:
@scifri
@ezraromero
@cintagliata
@amymquinton
@terrence_str
@annieminoff
@sallyschilling
@ctaylsaurus
@caveatnyc
@phaneritic

Top Replied-To in G7:
@r25145253

Top Replied-To in G10:
@arieloquent
@dannyd_310
@kmobriant
@warrendugan1
@scifri

Top Mentioned
Top Mentioned in Entire Graph:
@scifri
@bechter
@serenawilliams
@kimtallbear
@ezraromero
@barefootboomer
@skinnerpm
@hiradscience
@iraflatow
@rejectedbanana

Top Mentioned in G1:
@scifri
@penn
@ezraromero
@iraflatow
@arieloquent
@capradionews
@scihistoryorg
@caveatnyc
@annabarryjester
@annaleen

Top Mentioned in G2:
@scifri
@bechter
@serenawilliams
@wildbirdfund
@nycaudubon
@e_carlen
@ctaylsaurus
@caveatnyc
@kait_lorraine
@jeffreymward

Top Mentioned in G3:
@scifri
@sebgorka
@popsci
@ordypackard
@realdonaldtrump
@wsjopinion
@_mocowbell_
@rubebait
@insaneknight85
@embertember

Top Mentioned in G4:
@kimtallbear
@1nativesoilnerd
@scifri
@nightskygames
@iaf__fai
@npr
@uanativestudies
@indigenous_sts
@singconsortium
@canada_sing

Top Mentioned in G5:
@scifri
@hiradscience
@rejectedbanana
@miriamgoldste
@el_skootro
@drandrewthaler
@carnegiemellon
@nfl
@openbrainpro
@uofr

Top Mentioned in G6:
@scifri
@ezraromero
@capradionews
@uwaterloo
@nickmiller510
@maedmolina
@ctaylsaurus
@ezr
@cintagliata
@npr

Top Mentioned in G8:
@barefootboomer

Top Mentioned in G9:
@skinnerpm
@scifri

Top Mentioned in G10:
@scifri
@arieloquent
@hellmichgroup
@ecreetz
@nfl
@ab84
@iraflatow
@shitbarrister
@medicalaxioms
@stxinfo

Top Tweeters
Top Tweeters in Entire Graph:
@littlebytesnews
@raymond_norman
@rjber15
@judehaste_write
@thereal_rebel
@paxnostrum
@seekingalpha
@dgendvil
@wwf
@winterthur

Top Tweeters in G1:
@rjber15
@thereal_rebel
@paxnostrum
@cwharlow
@lacunalingua
@411emilio
@rotrujo
@shyduroff
@laura78703
@nayasala

Top Tweeters in G2:
@pecunium
@_ardeej
@davidaquinley
@leafwarbler
@adricultora
@glassoflemonaid
@6bq9music
@drmel_t
@gatztdamax
@domnogin

Top Tweeters in G3:
@littlebytesnews
@dcexaminer
@foxnews
@appsame
@lindasuhler
@trotalex
@france24
@time
@lrihendry
@nypost

Top Tweeters in G4:
@cindyfsolomon
@needhibhalla
@pmawhorter
@poseysessions
@b0m8sh3ll
@gabrfranke
@chavezisbored
@nichtschubsen
@debreese
@hps_vanessa

Top Tweeters in G5:
@drugmonkeyblog
@nfl
@nolaleyda
@rayvzblanca1
@concernedmom9
@wisctv_news3
@craigtimes
@pantalaimon83
@kejames
@neuromusic

Top Tweeters in G6:
@dgendvil
@syr829
@mlczone
@ken_crichlow
@gift2usa
@latimes
@npr
@wrecksdart
@quiet_spheres
@jonesls

Top Tweeters in G7:
@caffreyej
@molliekatie
@eastsidekate
@entergalactic_
@cleebration
@notthatkellyann
@doctor_pms
@cestlah
@englishtutornyc
@minami_4410

Top Tweeters in G8:
@beverlyfolkers
@aleebth
@shar76
@vagyver
@mcdonaldmcdo54
@b_sputnik
@shazinor
@eludedtome
@edstern
@ccfanessa

Top Tweeters in G9:
@redboybroken
@gradyslady
@j_pineo
@rebel44cz
@kscincotta
@smudgeon
@claude859
@dizzheart
@faren800
@4plaintiff

Top Tweeters in G10:
@medicalaxioms
@helengrayibclc
@precatlady
@liarmps
@freyjawired
@scorrice
@mlhetland
@breannarose1
@j_fabulous01
@ab84


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