sciencemarch, Twitter, 4/22/2017 8:32:49 PM, 103975


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sciencemarch_2017-04-22_10-27-40.xlsx
sciencemarch_2017-04-22_10-27-40.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 22, 2017
Short Description:
sciencemarch via NodeXL http://bit.ly/2ogc0ma
@aclu
@mirikramer
@altstatedpt
@imwithher39
@sciencemarchdc
@marawilson
@srl
@democracynow

Description:
Description
The graph represents a network of 14,392 Twitter users whose recent tweets contained "sciencemarch", 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 Saturday, 22 April 2017 at 19:10 UTC.

The tweets in the network were tweeted over the 1-hour, 1-minute period from Saturday, 22 April 2017 at 16:25 UTC to Saturday, 22 April 2017 at 17:27 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 : 14392
Unique Edges : 19687
Edges With Duplicates : 3969
Total Edges : 23656
Self-Loops : 3951
Reciprocated Vertex Pair Ratio : 0.00782318507577001
Reciprocated Edge Ratio : 0.01552491586147
Connected Components : 1996
Single-Vertex Connected Components : 1295
Maximum Vertices in a Connected Component : 11111
Maximum Edges in a Connected Component : 19820
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.282386
Graph Density : 8.8945637963385E-05
Modularity : 0.699874
NodeXL Version : 1.0.1.379

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[605] https://twitter.com/michaelskolnik/status/855781883208224768
[149] https://www.theguardian.com/commentisfree/2017/apr/22/march-for-science-when-attacked-only-elite-benefit?CMP=share_btn_fb
[53] http://www.washingtonpost.com/news/energy-environment/wp/2017/04/22/historians-say-the-march-for-science-is-pretty-unprecedented/?tid=ss_tw
[40] http://www.washingtonpost.com/national/health-science/big-turnout-expected-for-march-for-science-in-dc/2017/04/21/67cf7f90-237f-11e7-bb9d-8cd6118e1409_story.html?tid=ss_tw
[39] https://twitter.com/saraheverts/status/855772715592056832
[36] http://www.sciencemag.org/news/2017/04/march-science-live-coverage?utm_source=newsfromscience&utm_medium=twitter&utm_campaign=marchliveblog-12587
[27] https://theintercept.com/2017/04/21/cybersecurity-for-the-people-how-to-protect-your-privacy-at-a-protest/
[26] https://www.buzzfeed.com/buzzfeednews/people-are-marching-around-the-world-to-stand-up-for-science?bftw&utm_term=4ldqpgc#4ldqpgc
[23] https://www.theguardian.com/environment/climate-consensus-97-per-cent/2017/mar/31/scientists-understood-the-climate-150-years-ago-better-than-the-epa-head-today?utm_content=buffer2406e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[23] https://www.yahoo.com/news/march-science-events-around-globe-slideshow-wp-161532978.html

Top URLs in Tweet in G1:
[4] https://twitter.com/alisongriswold/status/855795690462695425
[4] https://www.thunderclap.it/en/projects/55729
[3] https://twitter.com/mirikramer/status/855789914985820160
[3] https://www.youtube.com/watch?v=9VKqTJbLnUg
[2] https://twitter.com/neiltyson/status/855602547326947329
[2] https://twitter.com/sixwords/status/853998708626780161
[2] https://twitter.com/revolutionart2/status/855682516543356928
[2] https://twitter.com/masseffect/status/855813498881925120
[2] https://twitter.com/srl/status/855812902707761153
[2] https://flipboard.com/@flipboard/flip.it%2FwwBJWh-what-americans-really-think-about-clima/f-1f4fa29a28%2Ftheatlantic.com

Top URLs in Tweet in G2:
[35] http://www.washingtonpost.com/news/energy-environment/wp/2017/04/22/historians-say-the-march-for-science-is-pretty-unprecedented/?tid=ss_tw
[26] http://www.washingtonpost.com/national/health-science/big-turnout-expected-for-march-for-science-in-dc/2017/04/21/67cf7f90-237f-11e7-bb9d-8cd6118e1409_story.html?tid=ss_tw
[24] https://theintercept.com/2017/04/21/cybersecurity-for-the-people-how-to-protect-your-privacy-at-a-protest/
[18] https://twitter.com/michaelskolnik/status/855781883208224768
[12] https://www.theguardian.com/commentisfree/2017/apr/22/march-for-science-when-attacked-only-elite-benefit?CMP=share_btn_fb
[11] https://teespring.com/stores/the-resistance-5
[10] https://www.marchforscience.com/satellite-marches/
[9] https://www.marchforscience.com
[9] http://www.vox.com/science-and-health/2017/4/19/14331168/science-march-earth-day-route-livestream-signs-speakers
[8] https://www.facebook.com/marchforscience

Top URLs in Tweet in G3:
[87] https://www.theguardian.com/commentisfree/2017/apr/22/march-for-science-when-attacked-only-elite-benefit?CMP=share_btn_fb
[20] https://www.theguardian.com/environment/climate-consensus-97-per-cent/2017/mar/31/scientists-understood-the-climate-150-years-ago-better-than-the-epa-head-today?utm_content=buffer2406e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[17] https://twitter.com/michaelskolnik/status/855781883208224768
[11] http://www.washingtonpost.com/national/health-science/big-turnout-expected-for-march-for-science-in-dc/2017/04/21/67cf7f90-237f-11e7-bb9d-8cd6118e1409_story.html?tid=ss_tw
[10] https://www.nature.org/ourinitiatives/regions/northamerica/unitedstates/nature-unites-us-all.xml?src=social.march.twitter.main&utm_content=1492810885&utm_medium=social&utm_source=twitter&utm_campaign=social.nature
[9] https://www.democracynow.org/
[7] https://www.nature.org/ourinitiatives/regions/northamerica/unitedstates/maryland_dc/how-we-work/mddc-how-we-work-urban-solutions.xml?src=social.march.twitter.local.dcmdva&utm_content=1492798389&utm_medium=social&utm_source=twitter&utm_campaign=social.nature
[5] https://twitter.com/postgreen/status/855768762645131264
[4] https://www.nature.org/science-in-action/conservation-science-in-action.xml?src=social.march.twitter.main&utm_content=1492809673&utm_medium=social&utm_source=twitter&utm_campaign=social.nature
[4] https://twitter.com/merriamwebster/status/855813715580637185

Top URLs in Tweet in G4:
[12] https://twitter.com/michaelskolnik/status/855781883208224768
[8] https://twitter.com/alisongriswold/status/855795690462695425
[6] http://www.alexandrianews.org/2017/04/beyer-defends-science-and-scientific-research-at-rally-before-marching-for-science/
[5] http://www.sciencepresse.qc.ca/actualite/2017/04/22/marche-pour-science-travers-monde
[4] http://www.npr.org/2017/04/21/525110160/march-for-science-organizers-work-to-maintain-non-partisan-position
[3] https://www.theguardian.com/commentisfree/2017/apr/22/march-for-science-when-attacked-only-elite-benefit?CMP=share_btn_fb
[2] http://www.washingtonpost.com/news/energy-environment/wp/2017/04/22/historians-say-the-march-for-science-is-pretty-unprecedented/
[2] http://montrealgazette.com/news/local-news/march-to-celebrate-importance-of-science
[2] https://twitter.com/fastlerner/status/855830535985410049
[2] http://www.washingtonpost.com/news/energy-environment/wp/2017/04/22/historians-say-the-march-for-science-is-pretty-unprecedented/?tid=ss_tw

Top URLs in Tweet in G5:
[7] https://twitter.com/ReaganGomez/status/855805452042387456
[6] http://www.thespec.com/news-story/7256391-scientists-worldwide-leave-labs-take-to-streets-to-defend-research/
[5] http://www.mercurynews.com/2017/04/18/heres-how-to-participate-in-the-march-for-science-on-earth-day-april-22/
[5] https://twitter.com/vickyyyf/status/855789734098071553
[4] https://www.instagram.com/science.sam
[3] https://www.theguardian.com/science/2017/apr/22/evidence-not-arrogance-uk-supporters-join-global-march-for-science
[3] https://twitter.com/kahoakes/status/855753449178312704
[3] https://medium.com/m/global-identity?redirectUrl=https://theestablishment.co/we-are-the-scientists-against-a-fascist-government-d44043da274e
[3] https://twitter.com/tashamsnow/status/855782409949900801
[3] https://twitter.com/firehorsegirly/status/855799942446804993

Top URLs in Tweet in G6:
[4] https://www.instagram.com/p/BTMaODdjJP1/
[3] https://www.instagram.com/p/BTMWqFPDvya/
[3] https://www.instagram.com/lamacias.vizarts
[2] https://twitter.com/michaelskolnik/status/855781883208224768
[2] https://teespring.com/stores/the-resistance-5
[2] https://www.wokegiant.com/science-march-protest-signs/
[2] https://www.marchforscience.com/
[1] https://twitter.com/i/web/status/855779323730636801
[1] https://twitter.com/i/web/status/855830777296244736
[1] https://twitter.com/i/web/status/855834357172273152

Top URLs in Tweet in G7:
[471] https://twitter.com/michaelskolnik/status/855781883208224768
[5] http://www.cbsnews.com/news/march-for-science-rallies-mark-earth-day-in-cities-around-the-world/
[5] http://www.yesmagazine.org/planet/we-cant-solve-climate-change-without-teaching-it-why-more-classes-are-heading-outside-20160222
[2] https://www.democracynow.org/
[1] https://twitter.com/i/web/status/855794297723027457
[1] https://twitter.com/i/web/status/855824638382718978
[1] https://twitter.com/i/web/status/855818225996578816
[1] https://twitter.com/i/web/status/855830064797175808
[1] https://twitter.com/i/web/status/855833982922928132
[1] https://twitter.com/i/web/status/855833626654646272

Top URLs in Tweet in G8:
[29] https://www.theguardian.com/commentisfree/2017/apr/22/march-for-science-when-attacked-only-elite-benefit?CMP=share_btn_fb
[7] https://twitter.com/michaelskolnik/status/855781883208224768
[5] http://www.miamiherald.com/news/local/community/miami-dade/article145930464.html
[3] https://www.washingtonpost.com/news/energy-environment/wp/2017/04/22/historians-say-the-march-for-science-is-pretty-unprecedented/?utm_term=.195c6732cb1f
[2] http://www.space.com/36483-space-fans-guide-march-for-science.html
[1] https://twitter.com/i/web/status/855823591610490880
[1] https://twitter.com/i/web/status/855791329934290944
[1] https://www.youtube.com/watch?v=nNz8GO-d9wI
[1] https://twitter.com/i/web/status/855835108066177026
[1] https://twitter.com/i/web/status/855796532569833472

Top URLs in Tweet in G9:
[8] https://twitter.com/michaelskolnik/status/855781883208224768
[1] https://twitter.com/yaboybillnye/status/843990608339517444
[1] https://twitter.com/i/web/status/855815709917675521
[1] https://twitter.com/i/web/status/855828070145679360
[1] https://www.youtube.com/watch?v=BzrsPqzJQCg

Top URLs in Tweet in G10:
[12] http://nywolf.org/events/join-the-wcc-for-the-march-for-science-in-nyc
[4] https://mitpress.mit.edu/blog/march-science
[4] https://www.marchforscienceboston.com/
[3] https://www.forbes.com/sites/sujatakundu/2017/04/22/why-i-am-marching-for-science-today/#79f778be4021
[3] https://twitter.com/michaelskolnik/status/855781883208224768
[3] https://twitter.com/think_or_swim/status/855777405612552192
[2] https://www.theguardian.com/environment/2017/apr/22/earth-day-2017-hayes-interview?CMP=share_btn_tw
[2] https://www.buzzfeed.com/kellyoakes/science-march-uk?utm_term=.oerEXrMEa#.bmaYEw1Y9
[2] https://www.theguardian.com/science/2017/apr/21/scientists-prepare-for-protest-the-march-should-be-a-starting-point-march-for-science?CMP=share_btn_tw
[2] https://twitter.com/LDNsciencemarch/status/855781200748834816

Top Domains
Top Domains in Tweet in Entire Graph:
[2151] twitter.com
[227] instagram.com
[201] theguardian.com
[122] washingtonpost.com
[103] youtube.com
[68] fb.me
[49] facebook.com
[48] sciencemag.org
[44] nature.org
[40] marchforscience.com

Top Domains in Tweet in G1:
[269] twitter.com
[134] instagram.com
[17] youtube.com
[10] fb.me
[6] washingtonpost.com
[4] huffingtonpost.com
[4] flipboard.com
[4] thunderclap.it
[3] co.uk
[3] pscp.tv

Top Domains in Tweet in G2:
[138] twitter.com
[61] washingtonpost.com
[29] marchforscience.com
[24] theintercept.com
[16] theguardian.com
[13] facebook.com
[11] teespring.com
[9] vox.com
[6] net.au
[6] climatesciencedefensefund.org

Top Domains in Tweet in G3:
[113] twitter.com
[109] theguardian.com
[29] nature.org
[15] washingtonpost.com
[9] instagram.com
[9] democracynow.org
[4] cnn.com
[3] brookings.edu
[3] kqed.org
[3] cbc.ca

Top Domains in Tweet in G4:
[53] twitter.com
[6] alexandrianews.org
[6] youtube.com
[5] qc.ca
[4] washingtonpost.com
[4] npr.org
[3] theguardian.com
[2] montrealgazette.com
[2] instagram.com
[1] defense.gov

Top Domains in Tweet in G5:
[150] twitter.com
[50] fb.me
[9] pscp.tv
[6] thespec.com
[6] washingtonpost.com
[5] instagram.com
[5] theguardian.com
[5] mercurynews.com
[5] cnn.com
[4] facebook.com

Top Domains in Tweet in G6:
[14] twitter.com
[10] instagram.com
[2] teespring.com
[2] wokegiant.com
[2] marchforscience.com
[1] washingtonpost.com
[1] cnn.com
[1] csrwire.com

Top Domains in Tweet in G7:
[491] twitter.com
[5] cbsnews.com
[5] yesmagazine.org
[5] instagram.com
[2] democracynow.org
[1] washingtonpost.com
[1] lcv.org
[1] dccc.org
[1] cnn.com
[1] teespring.com

Top Domains in Tweet in G8:
[29] theguardian.com
[27] twitter.com
[5] miamiherald.com
[3] washingtonpost.com
[2] space.com
[1] youtube.com
[1] sciencemag.org
[1] marchforscience.com

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

Top Domains in Tweet in G10:
[49] twitter.com
[12] nywolf.org
[6] theguardian.com
[5] youtube.com
[4] buzzfeed.com
[4] sciencemarch.london
[4] statnews.com
[4] mit.edu
[4] marchforscienceboston.com
[3] forbes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[16876] sciencemarch
[4923] marchforscience
[3154] earthday
[575] science
[417] earthday2017
[383] sciencenotsilence
[326] sciencemarchldn
[304] sciencematters
[281] theresistance
[245] chemistsmarch



Top Hashtags in Tweet in G1:
[1475] sciencemarch
[290] marchforscience
[261] earthday
[76] science
[42] earthday2017
[37] sciencematters
[33] resist
[25] climatechange
[18] sciencenotsilence
[16] nyc

Top Hashtags in Tweet in G2:
[2026] sciencemarch
[964] marchforscience
[319] earthday
[142] copolitics
[114] theresistance
[60] sciencemarchind
[59] sciencematters
[56] sciencenotsilence
[56] santacruz
[54] science

Top Hashtags in Tweet in G3:
[1216] sciencemarch
[623] earthday
[218] marchforscience
[32] theresistance
[23] natureunitesus
[20] science
[19] marchforsciencephilly
[19] sciencemarchhou
[15] houston
[13] earthday2017

Top Hashtags in Tweet in G4:
[435] sciencemarch
[88] marchforscience
[56] resist
[48] wearealtgov
[38] earthday
[18] marchepourlessciences
[17] mtl
[13] science
[9] raleigh
[8] sciencemarchsiouxfalls

Top Hashtags in Tweet in G5:
[1046] sciencemarch
[257] marchforscience
[153] sciencemarchber
[153] chemistsmarch
[106] earthday
[43] sciencemarchto
[42] sciencematters
[35] atn
[32] science
[29] mfschi

Top Hashtags in Tweet in G6:
[674] sciencemarch
[510] marchforscience
[7] earthday
[6] sciencematters
[6] sciencemarchber
[6] chemistsmarch
[4] marchforsciencenyc
[4] sciencemarchucb
[4] theresistance
[3] atx

Top Hashtags in Tweet in G7:
[667] sciencemarch
[58] marchforscience
[42] earthday
[15] copolitics
[9] uofmaryland
[9] nunes
[8] science
[6] mfschi
[6] climatechange
[5] sciencemarchsgf

Top Hashtags in Tweet in G8:
[509] sciencemarch
[314] earthday
[127] alternativefacts
[65] marchforscience
[32] theresistance
[31] imwithher
[31] factsmatter
[28] earthd
[28] sciencemarchny
[22] sciencematters

Top Hashtags in Tweet in G9:
[498] sciencemarch
[14] marchforscience
[3] copolitics
[2] earthday
[2] sciencemarchber
[2] chemistsmarch
[1] houston
[1] sciencemarchhou
[1] startrek
[1] amjoy

Top Hashtags in Tweet in G10:
[570] sciencemarch
[151] sciencemarchldn
[148] marchforscience
[43] petercapaldi
[42] earthday
[34] doctorwho
[33] worthfightingfor
[27] sciencemarchboston
[19] sciencemarchie
[14] uk

Top Words
Top Words in Tweet in Entire Graph:
[9578] Words in Sentiment List#1: Positive
[3132] Words in Sentiment List#2: Negative
[29] Words in Sentiment List#3: Angry/Violent
[245425] Non-categorized Words
[258137] Total Words
[16955] sciencemarch
[6032] science
[4949] marchforscience
[3162] earthday
[1962] march

Top Words in Tweet in G1:
[1491] sciencemarch
[431] science
[291] marchforscience
[266] earthday
[155] march
[90] today
[65] day
[53] out
[52] happy
[50] earth

Top Words in Tweet in G2:
[2031] sciencemarch
[969] marchforscience
[740] science
[416] march
[320] earthday
[210] sciencemarchdc
[202] keep
[165] cool
[161] greenland
[159] scimargreenland

Top Words in Tweet in G3:
[1219] sciencemarch
[727] science
[623] earthday
[518] democracynow
[272] monahannaa
[272] flint
[221] marchforscience
[205] billnye
[160] here
[155] lawmakers

Top Words in Tweet in G4:
[906] 97
[604] scientists
[540] climate
[531] change
[530] altstatedpt
[439] sciencemarch
[387] 2
[386] real
[382] work
[380] condoms

Top Words in Tweet in G5:
[1053] sciencemarch
[257] marchforscience
[204] science
[153] sciencemarchber
[153] chemistsmarch
[152] saraheverts
[151] believe
[150] berlin's
[148] protesting
[148] reality

Top Words in Tweet in G6:
[674] sciencemarch
[510] marchforscience
[491] mirikramer
[487] brain
[487] hat
[78] denver
[75] seen
[74] pcookco
[37] science
[20] 97

Top Words in Tweet in G7:
[667] sciencemarch
[502] aclu
[472] democracy
[471] looks
[73] science
[58] marchforscience
[45] march
[42] earthday
[22] sciencemarchphx
[21] keep

Top Words in Tweet in G8:
[510] sciencemarch
[383] science
[330] march
[314] earthday
[205] impeach_d_trump
[204] retweet
[141] around
[141] world
[140] hundreds
[140] thousands

Top Words in Tweet in G9:
[498] sciencemarch
[456] marawilson
[456] yes
[43] wish
[42] gotten
[42] better
[42] photo
[14] marchforscience
[12] science
[8] mirikramer

Top Words in Tweet in G10:
[570] sciencemarch
[195] science
[149] sciencemarchldn
[148] marchforscience
[145] ldnsciencemarch
[79] march
[55] want
[53] harvardmed
[53] sciencemarchie
[44] earthday

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2521] marchforscience,sciencemarch
[1295] sciencemarch,earthday
[1211] march,science
[1094] sciencemarch,marchforscience
[761] climate,change
[749] earthday,sciencemarch
[648] 97,scientists
[621] democracy,looks
[620] looks,sciencemarch
[613] brain,hat

Top Word Pairs in Tweet in G1:
[114] marchforscience,sciencemarch
[88] earthday,sciencemarch
[84] sciencemarch,marchforscience
[78] sciencemarch,earthday
[60] science,sciencemarch
[57] march,science
[33] science,march
[29] earth,day
[27] sciencemarch,science
[22] happy,earthday

Top Word Pairs in Tweet in G2:
[534] marchforscience,sciencemarch
[306] march,science
[267] sciencemarch,marchforscience
[161] keep,greenland
[161] greenland,cool
[161] cool,marchforscience
[159] sciencemarch,scimargreenland
[158] tashamsnow,keep
[142] checking,march
[142] science,denver

Top Word Pairs in Tweet in G3:
[268] earthday,sciencemarch
[196] democracynow,monahannaa
[158] sciencemarch,earthday
[153] democracynow,billnye
[143] flint,happens
[143] happens,dismiss
[129] monahannaa,here
[129] here,tell
[129] tell,flint
[129] flint,water

Top Word Pairs in Tweet in G4:
[530] climate,change
[526] 97,scientists
[383] change,real
[380] scientists,climate
[380] real,97
[380] 97,condoms
[380] condoms,work
[380] work,effectively
[380] effectively,notice
[380] notice,2

Top Word Pairs in Tweet in G5:
[153] sciencemarch,sciencemarchber
[153] sciencemarchber,chemistsmarch
[150] berlin's,sciencemarch
[148] believe,protesting
[148] protesting,reality
[148] reality,berlin's
[147] saraheverts,believe
[92] marchforscience,sciencemarch
[73] sciencemarch,marchforscience
[54] sciencemarch,sciencemarchto

Top Word Pairs in Tweet in G6:
[499] marchforscience,sciencemarch
[487] brain,hat
[487] hat,marchforscience
[486] mirikramer,brain
[75] seen,denver
[75] denver,sciencemarch
[74] pcookco,seen
[11] pemalevy,sciencemarch
[10] altstatedpt,97
[10] 97,scientists

Top Word Pairs in Tweet in G7:
[471] democracy,looks
[471] looks,sciencemarch
[470] aclu,democracy
[36] march,science
[31] marchforscience,sciencemarch
[21] aclu,sciencemarch
[20] martaclau,aclu
[20] sciencemarch,portland
[20] portland,maine
[20] maine,rain

Top Word Pairs in Tweet in G8:
[323] march,science
[204] earthday,retweet
[178] sciencemarch,earthday
[142] science,sciencemarch
[141] around,world
[138] impeach_d_trump,march
[118] hundreds,thousands
[118] thousands,joining
[118] joining,march
[118] science,around

Top Word Pairs in Tweet in G9:
[228] yes,yes
[228] yes,sciencemarch
[227] marawilson,yes
[225] marawilson,sciencemarch
[42] sciencemarch,wish
[42] wish,gotten
[42] gotten,better
[42] better,photo
[13] marchforscience,sciencemarch
[8] mirikramer,brain

Top Word Pairs in Tweet in G10:
[83] marchforscience,sciencemarch
[62] sciencemarch,sciencemarchldn
[42] science,sciencemarch
[42] sciencemarchldn,sciencemarch
[38] march,science
[36] sciencemarch,marchforscience
[34] look,turned
[34] turned,up
[34] up,sciencemarchldn
[34] sciencemarch,petercapaldi

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@sciencemarchdc
@altstatedpt
@aclu
@billnye
@euroscientist
@sciencemarchsd
@pennutrition
@sciencemarchphl
@therickydavila

Top Replied-To in G1:
@thesuperfins

Top Replied-To in G2:
@sciencemarchdc
@blackwidows2017
@lukecage2017
@1ironman2017
@wolv_2017
@2hawkeye2017
@repkevincramer
@senatorheitkamp
@senjohnhoeven
@hellsing2017

Top Replied-To in G3:
@billnye
@democracynow
@realdonaldtrump
@marktercek
@indivisiblemich
@usatoday
@sciencemarchdc
@ejinaction
@sciencemarchden
@amhq

Top Replied-To in G4:
@altstatedpt
@senjohnmccain
@lilmissrightie
@indivisible_saz

Top Replied-To in G5:
@realdonaldtrump
@sciencemarchsd
@sciencemarchphl
@therickydavila
@gop
@indivisible_tpa
@indivisibleteam
@drbrianmay
@sciencemarchchi
@luckytran

Top Replied-To in G7:
@aclu
@larrygarlandjr1
@facethenation
@martaclau
@realdonaldtrump
@starstryder
@truefactsstated

Top Replied-To in G8:
@impeach_d_trump
@realdonaldtrump

Top Replied-To in G9:
@wilw

Top Replied-To in G10:
@pennutrition
@dambrosiord
@dbongino
@funsizesuze
@statnews
@laurawheelers
@bio_joe
@womensmarch
@shaziamir71

Top Mentioned
Top Mentioned in Entire Graph:
@aclu
@altstatedpt
@mirikramer
@democracynow
@marawilson
@srl
@sciencemarchdc
@impeach_d_trump
@polnewsnet
@thedailyedge

Top Mentioned in G1:
@lisaelyea
@ominousrabbit
@fisforphantom
@hensleywkao
@learning2getby
@originspodcast
@docmarkplotkin

Top Mentioned in G2:
@sciencemarchdc
@scimargreenland
@tashamsnow
@akacitizen
@lin_manuel
@vamnit
@lukecage2017
@scimarchtokyo
@sciencemarchind
@sciencemarchscz

Top Mentioned in G3:
@democracynow
@monahannaa
@billnye
@nature_org
@people4bernie
@neiltyson
@scidebate
@sheril_
@climatenexus
@marktercek

Top Mentioned in G4:
@altstatedpt
@nasa
@badhombrenps
@drewqjoseph
@kaylaepstein
@aclu
@sciencepresse
@indivisible_saz
@cspan
@sciencemarchdc

Top Mentioned in G5:
@saraheverts
@sciencemarchto
@realdonaldtrump
@_lisacumming
@indivisibleteam
@sciencemarchchi
@sciencemarchphl
@ibjiyongi
@potus
@sciencemarchsd

Top Mentioned in G6:
@mirikramer
@pcookco
@wokegiant
@pemalevy
@altstatedpt
@sciencemarchsf
@drjoehanson
@saraheverts
@marawilson
@vepalacios

Top Mentioned in G7:
@aclu
@sciencemarchphx
@martaclau
@akacitizen
@senatorcardin
@devinnunes
@altstatedpt
@mirikramer
@realfirenunes
@starstryder

Top Mentioned in G8:
@impeach_d_trump
@france4hillary
@richardhine
@progressives20
@usaaboveparty
@mermerdee
@danbbaer
@bannerite
@akacitizen
@aclu

Top Mentioned in G9:
@marawilson
@mirikramer
@aclu
@akacitizen
@spasticsnap
@altstatedpt
@drmistercody
@williambibbiani
@saraheverts
@sirpatstew

Top Mentioned in G10:
@ldnsciencemarch
@harvardmed
@sciencemarchie
@nywolforg
@mrch4sciencebos
@statnews
@sciencemarchdc
@greennomad61
@universalhub
@sciencemarchnl

Top Tweeters
Top Tweeters in Entire Graph:
@dannyshooknews
@alerttrade
@marcylauren
@enigmanetxx
@alieesq
@mattmurph24
@chuddles11
@roomeezon
@independent
@terri_georgia

Top Tweeters in G1:
@alieesq
@innova_scape
@bsafunds
@toronto_cp
@citywide_msvp
@jamessemaj1220
@02cents0
@danzadanceorg
@iscool
@fawn_mac

Top Tweeters in G2:
@marcylauren
@derekjohnbryant
@lehimesa
@joannecangal
@itswanda
@sullyanne1
@orlandoandresm4
@sudeepkhatri
@alberto_pilotto
@penny_g

Top Tweeters in G3:
@dannyshooknews
@enigmanetxx
@thereal_rebel
@onahunttoday
@norwind
@tiniskwerl
@bellesapepper37
@rjber15
@supermanhotmale
@gurrdygirl

Top Tweeters in G4:
@dougjcooper
@clarkconquers
@reagangomez
@biconnections
@thepbg
@jordana_14
@shalisa_renee
@_rainlada
@lilmissrightie
@jad0requi

Top Tweeters in G5:
@jamiastarheart
@corvetteflex
@lilywonderland
@lopezgovlaw
@greenskyoverme
@softgrasswalker
@catoletters
@susandanzig219
@riseupabove
@wis10

Top Tweeters in G6:
@mikecane
@winobs
@patricklee6669
@michelle9647
@pascorevolution
@roxiekat
@thefutureyousee
@mrboffly
@zippydazipster
@owenblacker

Top Tweeters in G7:
@mattmurph24
@anghiari43
@77eri1eri
@covingtonq
@joyfullyreviewd
@jmcefalas
@jimmy_jarkarta
@elleninanger
@dovewoman1
@vedehimajumdar

Top Tweeters in G8:
@bannerite
@brontyman
@mmwlawtaos
@justdjunior
@msmwatchdog2013
@sugargretel
@wouterveldhoen
@bulldoghill
@alinatede
@ronniehowlett3

Top Tweeters in G9:
@thatsabinegirl
@hoover_dam
@cannibooty
@joylladiebnx
@toongrrl1990
@particle_p
@myrmicinae
@krakenstein
@obscurica
@daiki_mamura

Top Tweeters in G10:
@robinmcouch
@guardian
@foxnews
@catsfromulthar
@elperiodico
@rwwatchma
@solutioneer72
@bostonglobe
@greennomad61
@buzzfeed