SciFri, Twitter, 7/4/2019 5:51:15 AM, 202081


FAQ | Problem?

SciFri_2019-07-03_22-33-27.xlsx
SciFri_2019-07-03_22-33-27.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 04, 2019
Short Description:
SciFri via NodeXL http://bit.ly/2FSa8Xv
@scifri
@cephwarden
@scienceweekly
@zapher134
@cbquist
@lal_shiban
@sarahmackattack
@fallingbodies
@funkminister
@ucsusa

Top hashtags:
#cephalopodweek
#octopus
#scifrilive
#cephalopod
#science
#scifri
#squid
#scicomm

Description:
Description
The graph represents a network of 3,193 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 Thursday, 04 July 2019 at 05:34 UTC.

The requested start date was Thursday, 04 July 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, 14-hour, 56-minute period from Thursday, 20 June 2019 at 00:02 UTC to Wednesday, 03 July 2019 at 14:59 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 : 3193
Unique Edges : 5012
Edges With Duplicates : 3234
Total Edges : 8246
Number of Edge Types : 3
Replies to : 1033
Mentions : 6374
Tweet : 839
Self-Loops : 839
Reciprocated Vertex Pair Ratio : 0.0570999248685199
Reciprocated Edge Ratio : 0.108031272210377
Connected Components : 128
Single-Vertex Connected Components : 97
Maximum Vertices in a Connected Component : 2990
Maximum Edges in a Connected Component : 7766
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.676468
Graph Density : 0.000552194768160615
Modularity : 0.446534
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[117] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/an1
[52] http://ifttt.com/images/no_image_card.png
[43] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/dn1
[35] https://twitter.com/scifri/status/1142123040219783169
[31] https://www.sciencefriday.com/cephalopod
[27] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/o32
[24] https://twitter.com/scifri/status/1142147319057567744
[22] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/9n1
[20] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/u32
[18] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/342

Top URLs in Tweet in G1:
[103] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/an1
[35] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/dn1
[21] https://www.sciencefriday.com/cephalopod
[20] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/o32
[18] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/9n1
[14] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/u32
[11] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/242
[11] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/142
[10] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/a32
[10] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/542

Top URLs in Tweet in G2:
[20] https://twitter.com/scifri/status/1142123040219783169
[6] https://www.sciencefriday.com/cephalopod
[6] https://twitter.com/scifri/status/1142147731609272321
[5] https://apps.sciencefriday.com/sea-of-support/
[5] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/x32
[5] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/342
[5] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/an1
[4] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/d32
[4] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/dn1
[4] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/9n1

Top URLs in Tweet in G3:
[5] http://www.aquariumofpacific.org/events/info/cephalopod_movie_night_with_science_friday/
[2] https://twitter.com/rolliecology/status/1144620217672380416
[2] https://www.mtu.edu/magazine/2018-1/stories/forged-stone-fire/
[1] https://twitter.com/cbquist/status/899611101062725634
[1] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/dn1
[1] https://naturebridge.org/locations/olympic
[1] https://therevelator.org/elwha-dam-removal/
[1] http://experienceolympic.com/ecotour/elwha
[1] https://twitter.com/scifri/status/1142147319057567744
[1] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/x32

Top URLs in Tweet in G4:
[6] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/o32
[5] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/p32
[4] https://www.sciencefriday.com/segments/investigating-the-usdas-silence-on-climate-change/
[3] https://www.sciencefriday.com/segments/through-the-mountains-and-smoke/
[3] https://soundcloud.com/user-275864738/simple-amino-acid-beat-and-melody
[3] https://twitter.com/scifri/status/1144684101288337408
[3] https://twitter.com/scifri/status/1142147319057567744
[3] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/742
[3] https://www.sciencefriday.com/articles/charlie-chaplin-paternity-lawsuit/
[3] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/242

Top URLs in Tweet in G5:
[2] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/an1
[1] https://phys.org/news/2018-04-giant-group-octopus-moms-deep.html?fbclid=IwAR3TNHIxb4iP2dA6EMCJRCaLVZDk_eh_7mIy7sZRhGmINSOjNL8ysayUsxU
[1] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/542
[1] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/142
[1] https://twitter.com/scifri/status/1141701735926419456
[1] https://twitter.com/AAASmember/status/1142477380411383808
[1] https://twitter.com/drshmoo/status/1143220261665349633
[1] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/k32
[1] https://instagram.com/cutestdogonthplanet
[1] https://www.theatlantic.com/science/archive/2019/06/domestication-gave-dogs-two-new-eye-muscles/591868/

Top URLs in Tweet in G6:
[4] https://twitter.com/scifri/status/1143245766758227968
[3] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/r32
[3] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/an1
[2] https://twitter.com/scienceweekly/status/1142874551920910337
[2] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/u32
[1] https://www.hakaimagazine.com/article-short/a-legend-of-snakes-and-stones/
[1] https://twitter.com/oceana/status/1144432776231473154
[1] https://www.sciencefriday.com/articles/now-screening-cephalopod-movie-night/
[1] https://www.nature.com/articles/d41586-019-01829-9?utm_source=Nature%20Briefing&utm_campaign=2f9e8c8999-briefing-dy-20190621&utm_medium=email&utm_term=0_c9dfd39373-2f9e8c8999-43330477
[1] https://www.mbari.org/squid-graveyard/

Top URLs in Tweet in G7:
[9] https://twitter.com/scifri/status/1144089720919646208
[7] https://twitter.com/scifri/status/1142074539368767489
[7] https://twitter.com/scifri/status/1142147319057567744
[6] https://twitter.com/scifri/status/1142123040219783169
[3] https://twitter.com/scifri/status/1138796702067056643
[3] https://twitter.com/scifri/status/1143878694836080641
[2] https://twitter.com/scifri/status/1142610725216505857
[2] https://twitter.com/scifri/status/1142916490158460928
[2] https://twitter.com/scifri/status/1143527858456932352
[2] https://twitter.com/scifri/status/1143994846983540736

Top URLs in Tweet in G8:
[52] http://ifttt.com/images/no_image_card.png
[9] https://po.st/scms/OrMCe04Lcp0lOFmbAsSlVmjy2zADIpfJpXgKS_L6UYklOAo/w4wAV8
[8] https://www.pbs.org/wgbh/nova/article/thinking-is-for-suckers-but-if-youre-an-octopus-suckers-are-for-thinking/
[6] https://abs.twimg.com/emoji/v2/72x72/1f419.png
[4] https://abs.twimg.com/emoji/v2/72x72/1f991.png
[4] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/442
[3] https://twitter.com/el_skootro/status/1141444263911333893
[3] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/d32
[3] https://twitter.com/aluceconcept/status/1141346963985707008
[3] http://po.st/scms/OrMCe04Lcp0lOFmbYsNdtfNzxJ8aizKdgtkn818Lcp0/Octopus

Top URLs in Tweet in G9:
[1] https://twitter.com/lal_shiban/status/1146374215060189184
[1] https://twitter.com/lal_shiban/status/1142074573040451590
[1] https://www.ers.usda.gov/data-products/
[1] https://www.scientificamerican.com/article/meet-the-eye-microbiome/
[1] https://twitter.com/cashapp/status/1142110707300937728

Top URLs in Tweet in G10:
[1] https://www.cnn.com/videos/us/2019/06/22/giant-squid-orig.cnn
[1] https://www.bbc.co.uk/programmes/p07f9xsx
[1] https://twitter.com/maxhummus/status/1143936771484475392
[1] https://twitter.com/cefafalopodo/status/992085394106744832
[1] https://twitter.com/cefafalopodo/status/1144551003511054337
[1] http://ow.ly/PQla50uMojN
[1] https://www.amazon.com/Word-Mankado-Roger-W-Ranchino-ebook/dp/B07HXGL9VF/ref=sr_1_1?keywords=mankado&qid=1561550483&s=gateway&sr=8-1
[1] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/u32

Top Domains
Top Domains in Tweet in Entire Graph:
[610] twitter.com
[500] 104.131.1.231
[163] sciencefriday.com
[52] ifttt.com
[43] twimg.com
[24] po.st
[23] youtube.com
[23] soundcloud.com
[22] jstor.org
[16] pbs.org

Top Domains in Tweet in G1:
[377] 104.131.1.231
[183] twitter.com
[84] sciencefriday.com
[18] jstor.org
[13] nytimes.com
[9] reddit.com
[9] bit.ly
[8] youtube.com
[8] pbs.org
[8] gitkraken.com

Top Domains in Tweet in G2:
[98] twitter.com
[43] 104.131.1.231
[27] sciencefriday.com
[9] atlasobscura.com
[7] youtube.com
[5] buff.ly
[3] reddit.com
[3] jstor.org
[3] bit.ly
[3] po.st

Top Domains in Tweet in G3:
[5] twitter.com
[5] aquariumofpacific.org
[3] 104.131.1.231
[2] mtu.edu
[2] wikipedia.org
[2] ufl.edu
[1] naturebridge.org
[1] therevelator.org
[1] experienceolympic.com
[1] girlnextdoorhoney.com

Top Domains in Tweet in G4:
[23] twitter.com
[19] 104.131.1.231
[17] sciencefriday.com
[4] soundcloud.com
[4] fcld.ly
[1] si.edu
[1] atlasobscura.com
[1] ted.com
[1] bit.ly
[1] youtu.be

Top Domains in Tweet in G5:
[5] 104.131.1.231
[3] twitter.com
[1] phys.org
[1] instagram.com
[1] theatlantic.com
[1] co.uk
[1] newscientist.com

Top Domains in Tweet in G6:
[9] twitter.com
[9] 104.131.1.231
[2] nature.com
[2] youtube.com
[1] hakaimagazine.com
[1] sciencefriday.com
[1] mbari.org
[1] mbayaq.co

Top Domains in Tweet in G7:
[88] twitter.com
[16] soundcloud.com
[2] co.uk
[2] sciencefriday.com
[1] vimeo.com
[1] gph.is
[1] instagram.com
[1] maiyro.com
[1] buffalo.edu

Top Domains in Tweet in G8:
[134] twitter.com
[52] ifttt.com
[43] twimg.com
[34] 104.131.1.231
[15] po.st
[10] sciencefriday.com
[8] pbs.org
[2] atlasobscura.com
[2] soundcloud.com
[1] aquariumofpacific.org

Top Domains in Tweet in G9:
[3] twitter.com
[1] usda.gov
[1] scientificamerican.com

Top Domains in Tweet in G10:
[3] twitter.com
[1] cnn.com
[1] co.uk
[1] ow.ly
[1] amazon.com
[1] 104.131.1.231

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1655] cephalopodweek
[133] octopus
[127] scifrilive
[125] cephalopod
[47] science
[38] scifri
[35] squid
[26] scicomm
[18] cephalopods
[18] cuttlefish



Top Hashtags in Tweet in G1:
[845] cephalopodweek
[79] scifrilive
[23] science
[19] octopus
[17] stayinformed
[14] cephalopod
[8] scicomm
[7] haikuchallenge
[7] squid
[6] puppydogeyes

Top Hashtags in Tweet in G2:
[402] cephalopodweek
[96] cephalopod
[83] octopus
[18] squid
[17] cephaopod
[15] scifrilive
[11] teamcute
[10] cutestcephalopod
[7] coneyisland
[4] teamsquid

Top Hashtags in Tweet in G3:
[8] cephalopodweek
[1] mortonsci
[1] mortonarboretum
[1] scifrilive
[1] otd
[1] geology
[1] ecology
[1] fraternite
[1] scicomm
[1] elwha

Top Hashtags in Tweet in G4:
[17] scifrilive
[12] cephalopodweek
[9] womeninstem
[6] womeninscience
[5] womenkillingit
[5] womenlead
[4] aaasmember
[4] atmoschem
[3] cider
[3] pickcider

Top Hashtags in Tweet in G5:
[9] cephalopodweek
[1] aaasmember
[1] cephalopods
[1] dogmom
[1] cephalopod
[1] scifrilive
[1] puppydogeyes
[1] berkeley
[1] psychic
[1] suggestion

Top Hashtags in Tweet in G6:
[148] cephalopodweek
[5] octopus
[3] cephalomania
[2] scifrilive
[1] ammonites
[1] hydrodynamic
[1] propulsion
[1] cutestsquidever
[1] deepsea
[1] squid

Top Hashtags in Tweet in G7:
[11] cephalopodweek
[10] scifri
[2] pikasrule
[1] cranwichsnakes
[1] phdchat
[1] herpetology
[1] snakes
[1] reptiles
[1] climatechange
[1] laurielewis

Top Hashtags in Tweet in G8:
[101] cephalopodweek
[11] scicomm
[8] octopus
[8] cuttlefish
[8] cephalopodweekpic
[7] squid
[6] scifrilive
[5] histsci
[4] cephalopod
[3] climatechange

Top Hashtags in Tweet in G9:
[1] science
[1] astrophysics
[1] usda
[1] ers
[1] foodsecurity
[1] dataproducts
[1] worldmicrobiomeday

Top Hashtags in Tweet in G10:
[21] cephalopodweek
[10] squidsquad
[7] britishorigami
[4] sciart
[4] origami
[2] stem
[2] steam
[1] cephalopod
[1] throwbackthursday
[1] squid

Top Words
Top Words in Tweet in Entire Graph:
[3363] Words in Sentiment List#1: Positive
[1244] Words in Sentiment List#2: Negative
[12] Words in Sentiment List#3: Angry/Violent
[79806] Non-categorized Words
[84413] Total Words
[2689] scifri
[1655] #cephalopodweek
[713] octopus
[439] cephwarden
[378] cephalopod

Top Words in Tweet in G1:
[1105] scifri
[845] #cephalopodweek
[252] octopus
[206] run
[192] cephalopod
[150] s
[136] happy
[135] week
[135] squid
[131] cephalopods

Top Words in Tweet in G2:
[473] scifri
[405] cephwarden
[402] #cephalopodweek
[345] octopus
[165] day
[165] sepia
[157] cyanea
[153] video
[149] cuttlefish
[122] pharaonis

Top Words in Tweet in G3:
[210] cbquist
[198] scifri
[74] science
[58] see
[49] museum
[48] visit
[42] suggest
[41] go
[40] please
[40] cool

Top Words in Tweet in G4:
[179] scifri
[38] s
[33] climate
[30] scienceemily
[26] science
[26] hbottemiller
[25] npr
[24] usda
[23] iraflatow
[22] today

Top Words in Tweet in G5:
[215] scifri
[174] aluceconcept
[48] eyes
[35] puppy
[35] s
[33] dog
[24] week
[21] m
[21] darth
[19] doing

Top Words in Tweet in G6:
[148] #cephalopodweek
[109] scienceweekly
[101] cuttlefish
[92] another
[91] indonesia
[73] video
[67] filmed
[67] lovely
[67] flamboyant
[66] scifri

Top Words in Tweet in G7:
[21] scifri
[11] #cephalopodweek
[10] #scifri
[8] cephalopod
[6] time
[6] week
[6] pikas
[5] science
[5] kraken
[5] cephalopods

Top Words in Tweet in G8:
[162] scifri
[101] #cephalopodweek
[33] cephalopods
[33] cephalopod
[27] reddit_ama
[21] et
[21] science
[20] squid
[19] here
[18] mbl's

Top Words in Tweet in G9:
[10] know
[10] eye
[10] microbiome
[10] here's
[10] chance
[10] learn
[10] pitt_vision
[10] researcher
[10] dr
[9] suresh_arvind

Top Words in Tweet in G10:
[27] scifri
[21] #cephalopodweek
[15] octopus
[10] #squidsquad
[9] squid
[8] s
[7] week
[7] great
[7] origami
[7] #britishorigami

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[169] cbquist,scifri
[168] happy,#cephalopodweek
[168] cyanea,day
[160] day,octopus
[136] aluceconcept,scifri
[136] sepia,pharaonis
[136] pharaonis,pharaoh
[136] pharaoh,cuttlefish
[123] cephalopod,week
[120] baby,sepia

Top Word Pairs in Tweet in G1:
[119] happy,#cephalopodweek
[103] run,octopus
[103] octopus,run
[103] run,#cephalopodweek
[102] scifri,run
[62] cephalopod,week
[50] boop,boop
[41] best,week
[40] week,year
[35] never,seen

Top Word Pairs in Tweet in G2:
[156] cyanea,day
[148] day,octopus
[120] sepia,pharaonis
[120] pharaonis,pharaoh
[120] pharaoh,cuttlefish
[107] baby,sepia
[91] #cephalopodweek,#cephalopod
[87] octopus,cyanea
[82] slow,motion
[79] invisible,glory

Top Word Pairs in Tweet in G3:
[163] cbquist,scifri
[37] go,see
[36] hello,yes
[36] yes,science
[36] science,loving
[36] loving,person
[36] person,came
[36] came,visit
[36] visit,suggest
[36] suggest,go

Top Word Pairs in Tweet in G4:
[18] really,climate
[14] climate,news
[14] news,drought
[14] drought,joined
[14] joined,scifri
[14] scifri,yesterday
[14] yesterday,talk
[14] talk,recent
[14] recent,politico
[14] politico,story

Top Word Pairs in Tweet in G5:
[133] aluceconcept,scifri
[28] puppy,eyes
[21] aluceconcept,darth
[21] darth,scifri
[16] hey,everyone
[16] everyone,m
[16] m,doing
[16] doing,story
[16] story,scifri
[16] scifri,week

Top Word Pairs in Tweet in G6:
[67] flamboyant,cuttlefish
[66] another,#cephalopodweek
[66] #cephalopodweek,video
[66] video,lovely
[66] lovely,flamboyant
[66] cuttlefish,metasepia
[66] metasepia,pfefferi
[66] pfefferi,filmed
[66] filmed,indonesia
[66] indonesia,known

Top Word Pairs in Tweet in G7:
[4] cephalopod,week
[3] scifri,extra
[3] extra,time
[3] climate,change
[2] love,pikas
[2] new,york
[2] think,cephalopods
[2] well,played
[2] science,friday
[2] happy,#cephalopodweek

Top Word Pairs in Tweet in G8:
[16] roger,hanlon
[15] #cephalopodweek,scifri
[12] movie,night
[11] cephalopod,week
[11] scifri,atlasobscura
[10] squids,here
[10] here,today's
[10] today's,fun
[10] fun,cephalopods
[10] cephalopods,image

Top Word Pairs in Tweet in G9:
[10] know,eye
[10] eye,microbiome
[10] microbiome,here's
[10] here's,chance
[10] chance,learn
[10] learn,pitt_vision
[10] pitt_vision,researcher
[10] researcher,dr
[9] suresh_arvind,know
[2] physicsworld,physicstoday

Top Word Pairs in Tweet in G10:
[6] #cephalopodweek,#squidsquad
[4] last,day
[4] #squidsquad,scifri
[4] #origami,#britishorigami
[4] happy,little
[4] wishing,great
[4] cephalopod,week
[3] scifri,today
[3] today,last
[3] day,#cephalopodweek

Top Replied-To
Top Replied-To in Entire Graph:
@scifri
@cbquist
@aluceconcept
@cephwarden
@funkminister
@dianateuthis
@laurenjyoung617
@theoctonation
@el_skootro
@montereyaq

Top Replied-To in G1:
@scifri
@gitkraken
@dianateuthis
@brainpicker
@makerblock
@jstor_daily
@montereyaq
@margaret_mae
@el_skootro
@funkminister

Top Replied-To in G2:
@cephwarden
@scifri
@funkminister
@theoctonation
@el_skootro
@laurenjyoung617
@dianateuthis
@franzanth
@jr_hopfer
@cbquist

Top Replied-To in G3:
@cbquist
@scifri
@texadactyl
@heatherbuschman
@tanyaofmars
@drkiki
@eastbaybruce
@amatsafarm
@franciediep
@_astro_nerd_

Top Replied-To in G4:
@scifri
@iraflatow
@capradionews
@sebyosiere
@aluceconcept
@silibraries
@shedian
@elizabeths1101
@netinetics
@hbottemiller

Top Replied-To in G5:
@aluceconcept
@scifri
@lisaguestgtm
@clair_415
@katie_mnhealth
@resolvingdust
@robertminicucci
@akmitc
@tweetlarisa
@jordansbrock

Top Replied-To in G6:
@scifri
@montereyaq
@scienceweekly
@zig_justice
@soapbythea
@dianateuthis
@mucktopus
@darrowbythirsk
@cbquist

Top Replied-To in G8:
@scifri
@wangensteenrare
@chicagosciences
@laurenjyoung617
@simplesci_
@drshmoo
@mblscience

Top Replied-To in G9:
@subhashkak1
@annieminoff

Top Replied-To in G10:
@kitschwinn
@scifri
@wbur
@origami_abraham
@snkhan
@cephwarden
@maxhummus
@drslothulu
@bbcradio4
@thehill

Top Mentioned
Top Mentioned in Entire Graph:
@scifri
@cephwarden
@scienceweekly
@sarahmackattack
@cbquist
@theoctonation
@laurenjyoung617
@atlasobscura
@cephs
@aluceconcept

Top Mentioned in G1:
@scifri
@laurenjyoung617
@jstor_daily
@brainpicker
@funkminister
@atlasobscura
@dianateuthis
@sarahmackattack
@novapbs
@montereyaq

Top Mentioned in G2:
@scifri
@cephwarden
@sarahmackattack
@theoctonation
@cephs
@atlasobscura
@laurenjyoung617
@dianateuthis
@funkminister
@lgroskin

Top Mentioned in G3:
@scifri
@cbquist
@calacademy
@seseasu
@lowellobs
@exploratorium
@aquariumpacific
@atlasobscura
@meteorcrateraz
@chabotspace

Top Mentioned in G4:
@scifri
@scienceemily
@hbottemiller
@npr
@politico
@iraflatow
@naramilanich
@sebyosiere
@huntertdc
@haykincider

Top Mentioned in G5:
@scifri
@aluceconcept
@darth
@bechter
@lisaguestgtm
@laurenjyoung617
@friedrichhayek
@l
@aaasmember
@duqedu

Top Mentioned in G6:
@scienceweekly
@scifri
@montereyaq
@mbari_news
@mucktopus
@cephwarden
@sarahmackattack
@cephs
@nature
@hakaimagazine

Top Mentioned in G8:
@scifri
@reddit_ama
@mblscience
@drshmoo
@wangensteenrare
@mostlyenginerd
@chicagosciences
@davidmarkwelch
@manriquevaldor
@uslter

Top Mentioned in G9:
@pitt_vision
@suresh_arvind
@scifri
@sciam
@physicsworld
@physicstoday
@astrokpj
@millhorse
@gwoptics
@farrwill

Top Mentioned in G10:
@scifri
@noaa
@britishorigami
@carrieocto
@laurenjyoung617
@montereyaq
@cnn
@wnyc
@cnni
@nytimes

Top Tweeters
Top Tweeters in Entire Graph:
@lotsoflovefromm
@sddphoto
@paxnostrum
@ntelevisa_com
@thehill
@businessinsider
@wwf
@com1cbooks
@el_pais
@sciseekfeed

Top Tweeters in G1:
@sddphoto
@businessinsider
@nytimes
@815wrldtrvlr
@genghisgalahad2
@dwatchnews
@rotrujo
@nayasala
@fnkey
@themainstand

Top Tweeters in G2:
@paxnostrum
@pecunium
@izandra
@wolf_six
@703pippa
@031nikitaw
@xetrasherpa
@k8tdidtoo
@msboowho
@ohmeadhbh

Top Tweeters in G3:
@whysharksmatter
@jennbinis
@stephaniekays
@artologica
@jacquelyngill
@scientwest
@mcnees
@mrterborg
@dallasmars
@lada90

Top Tweeters in G4:
@politico
@juliettetorrez
@npr
@drnelk
@billgrinehart
@bloggerscience
@agsciencewriter
@roguealtgov
@capradionews
@doggos_bot

Top Tweeters in G5:
@friedrichhayek
@theatlantic
@darth
@robinschumacher
@bobblespeak
@ljhamlin
@macsmom
@benmakestv
@the_irishdave
@jordansbrock

Top Tweeters in G6:
@avocalistsrival
@lisduarte
@gurdur
@mtanichthys
@athelind
@marianmme16513
@13scidave
@iheartguitar
@eveforster
@hilzoy

Top Tweeters in G7:
@lotsoflovefromm
@sciseekfeed
@griffen
@justjimwilldo
@lesbiancarat
@cleebration
@aaronaod
@ryorin
@camxue
@kislingtwits

Top Tweeters in G8:
@com1cbooks
@littlefootlady
@_open_science_
@drstip
@grimneko
@doctoratlantis
@echinoblog
@manriquevaldor
@saffy
@thrstlefantstic

Top Tweeters in G9:
@bbcworld
@ajenglish
@sciam
@trulymonica
@conversationus
@bbctech
@upmcnews
@dwari1008
@physicstoday
@maddowblog

Top Tweeters in G10:
@ntelevisa_com
@thehill
@el_pais
@skynews
@washingtonpost
@lopezdoriga
@cnn
@ap
@latimes
@cnni


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.