SciFri, Twitter, 8/14/2019 3:37:24 AM, 206708


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SciFri_2019-08-13_20-23-49.xlsx
SciFri_2019-08-13_20-23-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 14, 2019
Short Description:
SciFri via NodeXL http://bit.ly/2N3sj0v
@scifri
@lisavipes
@novapbs
@lal_shiban
@eurogeosciences
@lukedones
@annadeyle
@oriolelm
@cfvspetersen
@lulu82824

Top hashtags:
#scifrilive
#scifri
#sciencefriday
#maunakea
#utsa
#science
#sacdelta
#birds
#rainforest

Description:
Description
The graph represents a network of 2,131 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 Wednesday, 14 August 2019 at 03:24 UTC.

The requested start date was Wednesday, 14 August 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, 5-hour, 37-minute period from Wednesday, 31 July 2019 at 09:02 UTC to Tuesday, 13 August 2019 at 14:40 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 : 2131
Unique Edges : 3327
Edges With Duplicates : 2908
Total Edges : 6235
Number of Edge Types : 3
Replies to : 611
Mentions : 5132
Tweet : 492
Self-Loops : 492
Reciprocated Vertex Pair Ratio : 0.0496492174851592
Reciprocated Edge Ratio : 0.0946015424164524
Connected Components : 133
Single-Vertex Connected Components : 97
Maximum Vertices in a Connected Component : 1883
Maximum Edges in a Connected Component : 5725
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.422845
Graph Density : 0.000857011299771096
Modularity : 0.422271
NodeXL Version : 1.0.1.418

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[64] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/r52
[39] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/m52
[30] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/k52
[29] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/p52
[24] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/n52
[17] https://twitter.com/scifri/status/1159541798664114177
[15] https://www.sciencefriday.com/segments/bridging-digital-divide-in-texas/
[14] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/l52
[13] https://twitter.com/scifri/status/1161001898251624449
[11] https://twitter.com/scifri/status/1160939399321968642

Top URLs in Tweet in G1:
[58] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/r52
[36] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/m52
[26] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/k52
[20] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/n52
[14] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/p52
[14] https://www.sciencefriday.com/segments/bridging-digital-divide-in-texas/
[11] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/l52
[10] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/o32
[8] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/f52
[7] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/g52

Top URLs in Tweet in G2:
[3] https://twitter.com/scifri/status/1159907373324079104
[2] https://twitter.com/scifri/status/1159843122009870338
[2] https://twitter.com/SwRI/status/1159914316293988353
[2] https://twitter.com/mcgillu/status/1157366256925925376
[2] https://www.instagram.com/p/B1ChPK0h0lh/
[2] https://www.sciencefriday.com/segments/is-sunscreen-safe/
[2] https://www.sciencefriday.com/segments/the-not-so-great-red-spot/
[2] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/f52
[2] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/q52
[1] http://dx.doi.org/10.3897/zookeys.868.26766

Top URLs in Tweet in G3:
[15] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/p52
[14] https://twitter.com/scifri/status/1159541798664114177
[4] https://twitter.com/scifri/status/1157033762342838272
[4] https://www.sciencefriday.com/articles/3d-birds-vision/
[3] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/k52
[3] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/r52
[2] https://www.reddit.com/r/askscience/comments/cpatp3/askscience_ama_series_im_dr_kaeli_swift_and_i/
[2] http://www.sciencefriday.com/cephalopodweek
[1] https://www.reddit.com/comments/cpatp3
[1] https://www.sciencefriday.com/videos/got-your-cat-tongue/

Top URLs in Tweet in G4:
[4] https://www.sciencefriday.com/segments/thirty-meter-telescope-mauna-kea-protests-ethics/
[3] https://twitter.com/TXBiomedWendy/status/1157294185831129090
[3] https://twitter.com/scifri/status/1157355973465407489
[2] https://twitter.com/benlibberton/status/1158433790496260096
[2] https://twitter.com/cbquist/status/1159843762182299649
[2] https://www.consumerreports.org/sunscreens/the-truth-about-reef-safe-sunscreen/
[2] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/g52
[2] https://twitter.com/algoriphagus/status/1157350516281626624
[2] https://amp.travelandleisure.com/trip-ideas/national-parks/yosemite-mountains-covered-in-watermelon-pink-snow?source=dam&__twitter_impression=true
[1] https://bit.ly/2GVi9LP

Top URLs in Tweet in G5:
[9] https://twitter.com/scifri/status/1160939399321968642
[7] https://twitter.com/scifri/status/1159943938226044928
[6] https://twitter.com/scifri/status/1158400362396696578
[6] https://twitter.com/scifri/status/1161001898251624449
[4] https://twitter.com/scifri/status/1158474505808949248
[3] https://twitter.com/scifri/status/1156709626995339264
[3] https://twitter.com/scifri/status/1156988967709003779
[3] https://twitter.com/scifri/status/1157834035499978755
[3] https://twitter.com/scifri/status/1159907837310619650
[2] https://twitter.com/scifri/status/1157459064634261505

Top URLs in Tweet in G6:
[4] https://www.reddit.com/comments/cpatp3
[3] https://www.wvxu.org/post/nprs-here-now-will-broadcast-cincinnati-week
[2] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/r52
[2] http://wvxu.org
[1] https://www.reddit.com/r/askscience/comments/cpatp3/askscience_ama_series_im_dr_kaeli_swift_and_i/
[1] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/l32
[1] https://twitter.com/corvidresearch/status/1160690117004017665
[1] https://en.wikipedia.org/wiki/Displacement_(fluid)
[1] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/n52
[1] https://twitter.com/scifri/status/1160939399321968642

Top URLs in Tweet in G7:
[5] https://www.sciencefriday.com/segments/into-the-woods-for-birds/
[1] https://www.sciencefriday.com/series/scifri-book-club/
[1] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/r52
[1] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/k52
[1] https://www.sciencefriday.com/segments/the-not-so-great-red-spot/
[1] https://twitter.com/scifri/status/1159541798664114177
[1] http://104.131.1.231/tiny/custom_domain_redirect/scifri.me/n52

Top URLs in Tweet in G8:
[1] https://twitter.com/scifri/status/1161001898251624449

Top URLs in Tweet in G9:
[1] https://twitter.com/scifri/status/1157354796850077697
[1] https://twitter.com/scifri/status/1157371547616731137
[1] https://www.health.harvard.edu/staying-healthy/the-science-of-sunscreen

Top URLs in Tweet in G10:
[2] https://twitter.com/_theseaning/status/1154064816916631554?s=21
[2] http://spaceflighthistory.blogspot.com/2017/03/a-chronological-presentation-space.html
[1] https://twitter.com/_TheSeaning/status/1157044326897246216?s=20
[1] https://www.youtube.com/watch?v=2Bjy5YQ5xPc

[1] https://twitter.com/alex_parker/status/907803594463891458?s=21

Top Domains
Top Domains in Tweet in Entire Graph:
[326] 104.131.1.231
[251] twitter.com
[96] sciencefriday.com
[18] soundcloud.com
[12] reddit.com
[11] twitch.tv
[10] instagram.com
[8] tiny.cc
[7] inaturalist.org
[5] youtube.com

Top Domains in Tweet in G1:
[272] 104.131.1.231
[46] sciencefriday.com
[34] twitter.com
[7] inaturalist.org
[5] tiny.cc
[4] reddit.com
[3] sciencehistory.org
[3] wnycstudios.org
[2] instagram.com
[1] google.com

Top Domains in Tweet in G2:
[20] twitter.com
[9] sciencefriday.com
[9] 104.131.1.231
[5] instagram.com
[2] doi.org
[1] wiley.com
[1] apple.com
[1] google.com
[1] tracybecker.space
[1] utsa.edu

Top Domains in Tweet in G3:
[27] 104.131.1.231
[26] twitter.com
[11] sciencefriday.com
[3] reddit.com
[1] tiny.cc

Top Domains in Tweet in G4:
[17] twitter.com
[6] sciencefriday.com
[4] 104.131.1.231
[2] consumerreports.org
[2] hawaii.edu
[2] travelandleisure.com
[1] bit.ly
[1] darkerview.com
[1] amazon.com
[1] thespacereview.com

Top Domains in Tweet in G5:
[84] twitter.com
[15] soundcloud.com
[2] 104.131.1.231
[2] instagram.com
[1] publicradioeast.org
[1] tinyurl.com
[1] youtube.com
[1] earthsky.org
[1] poeter.se
[1] ac.uk

Top Domains in Tweet in G6:
[6] 104.131.1.231
[5] reddit.com
[5] wvxu.org
[3] twitter.com
[1] wikipedia.org

Top Domains in Tweet in G7:
[7] sciencefriday.com
[3] 104.131.1.231
[1] twitter.com

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

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

Top Domains in Tweet in G10:
[4] twitter.com
[2] blogspot.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[94] scifrilive
[41] scifri
[35] sciencefriday
[29] maunakea
[24] utsa
[21] science
[21] sacdelta
[20] birds
[20] rainforest
[16] stemeducation



Top Hashtags in Tweet in G1:
[60] scifrilive
[13] connectednation
[12] stemeducation
[8] stemed
[7] science
[6] stem
[6] birds
[5] internationalcatday
[5] sciencefriday
[5] birdsong

Top Hashtags in Tweet in G2:
[24] utsa
[17] sciencefriday
[9] innovations
[7] sanantonio
[7] histstm
[4] scifrilive
[3] brad2019
[3] uthsabrad
[3] animalresearchsaves
[3] scifri

Top Hashtags in Tweet in G3:
[11] birds
[5] scifrilive
[3] lightpollution
[3] alan
[2] princetonu
[2] stemeducation
[1] internationalcatday
[1] angrybird
[1] stemed
[1] stem

Top Hashtags in Tweet in G4:
[22] maunakea
[10] tmt
[6] sciencefriday
[5] scifrilive
[4] wearemaunakea
[4] hawaii
[3] scientistsformaunakea
[3] iraflatow
[3] science
[3] astronomy

Top Hashtags in Tweet in G5:
[11] scifri
[3] maunakea
[3] tmthawaii
[2] soundcloud
[2] sciencefriday
[2] talkshow
[2] publicradio
[2] news
[2] nature
[2] technology

Top Hashtags in Tweet in G6:
[1] cincinnati

Top Hashtags in Tweet in G7:
[2] rt

Top Hashtags in Tweet in G9:
[3] recalldunleavy
[1] akleg
[1] scifrilive
[1] science
[1] everythingisachemical
[1] stopusingfear

Top Hashtags in Tweet in G10:
[2] space

Top Words
Top Words in Tweet in Entire Graph:
[1444] Words in Sentiment List#1: Positive
[796] Words in Sentiment List#2: Negative
[22] Words in Sentiment List#3: Angry/Violent
[59127] Non-categorized Words
[61369] Total Words
[2217] scifri
[551] birds
[533] see
[460] t
[284] up

Top Words in Tweet in G1:
[1029] scifri
[420] birds
[395] see
[389] t
[208] up
[203] world
[197] don
[183] whole
[182] range
[182] light

Top Words in Tweet in G2:
[230] scifri
[53] iraflatow
[48] s
[42] science
[41] tobincentersa
[40] cbquist
[36] saturn
[35] live
[32] tprnews
[31] jupiter

Top Words in Tweet in G3:
[200] scifri
[99] ajshultz622
[89] bird
[66] oxymlz
[62] princeton
[58] super
[49] talk
[43] stoddard
[39] mary
[38] 3d

Top Words in Tweet in G4:
[236] scifri
[176] algoriphagus
[127] 20
[124] hehawaiiau
[92] 2
[85] science
[85] 8
[84] 40am
[84] 11
[52] friday

Top Words in Tweet in G5:
[30] science
[20] scifri
[17] out
[15] up
[14] s
[11] #scifri
[11] new
[11] â
[11] now
[11] moon

Top Words in Tweet in G6:
[93] scifri
[70] corvidresearch
[46] time
[43] reddit_ama
[42] today
[42] ask
[41] doing
[41] corvid
[41] researcher
[41] extraordinaire

Top Words in Tweet in G7:
[89] scifri
[73] marthaharbison
[71] birding
[70] hahabita
[64] beginner
[64] listen
[64] audubon's
[64] share
[64] tips
[62] audubonsociety

Top Words in Tweet in G8:
[110] humans
[56] birds
[56] evolved
[56] sexual
[56] ornaments
[55] love
[55] idea
[55] ultraviolet
[55] even
[55] see

Top Words in Tweet in G9:
[32] alaska
[31] scifri
[25] science
[23] cuts
[23] sunscreens
[16] now
[16] checking
[16] state
[16] govdunleavy's
[16] budget

Top Words in Tweet in G10:
[160] scifri
[158] cbquist
[122] johnwenz
[116] downhereonearth
[115] shannonmstirone
[102] theplanetaryguy
[39] chelswhyte
[27] sally_adee
[19] jupiter
[15] jupe

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[219] scifri,birds
[215] don,t
[209] see,world
[208] birds,don
[208] t,see
[191] world,higher
[191] higher,up
[191] up,rest
[191] rest,see
[191] see,whole

Top Word Pairs in Tweet in G1:
[202] scifri,birds
[197] don,t
[196] see,world
[195] birds,don
[195] t,see
[181] world,higher
[181] higher,up
[181] up,rest
[181] rest,see
[181] see,whole

Top Word Pairs in Tweet in G2:
[27] scott,bolton
[27] tracy,becker
[23] cbquist,scifri
[20] san,antonio
[19] iraflatow,scifri
[16] think,science
[16] science,discovery
[16] discovery,day
[15] europaclipper,cassinisaturn
[14] news,roundup

Top Word Pairs in Tweet in G3:
[60] princeton,ajshultz622
[38] mary,caswell
[38] caswell,stoddard
[38] stoddard,princeton
[33] 3d,bird
[29] scifri,birds'
[29] birds',super
[29] super,vision
[29] vision,shape
[29] shape,super

Top Word Pairs in Tweet in G4:
[64] algoriphagus,hehawaiiau
[51] science,friday
[45] scifri,algoriphagus
[43] 8,20
[42] happen,radio
[42] friday,scifri
[42] scifri,8
[42] 20,8
[42] 8,40am
[42] 40am,hst

Top Word Pairs in Tweet in G5:
[8] ï,ï
[7] ice,cream
[6] science,friday
[5] learn,more
[5] climate,change
[4] tobin,center
[4] san,antonio
[3] science,behind
[3] #maunakea,#tmthawaii
[3] talks,everything

Top Word Pairs in Tweet in G6:
[41] scifri,doing
[41] doing,reddit_ama
[41] reddit_ama,corvid
[41] corvid,researcher
[41] researcher,extraordinaire
[41] extraordinaire,corvidresearch
[41] corvidresearch,today
[41] today,12pm
[41] 12pm,et
[41] et,now's

Top Word Pairs in Tweet in G7:
[64] birding,beginner
[64] beginner,listen
[64] listen,scifri
[64] scifri,audubon's
[64] audubon's,marthaharbison
[64] marthaharbison,hahabita
[64] hahabita,share
[64] share,tips
[62] audubonsociety,birding
[37] tips,fin

Top Word Pairs in Tweet in G8:
[56] sexual,ornaments
[55] love,idea
[55] idea,birds
[55] birds,evolved
[55] evolved,ultraviolet
[55] ultraviolet,sexual
[55] ornaments,humans
[55] humans,even
[55] even,see
[55] see,humans

Top Word Pairs in Tweet in G9:
[16] scifri,now
[16] now,checking
[16] checking,state
[16] state,science
[16] science,alaska
[16] alaska,govdunleavy's
[16] govdunleavy's,budget
[16] budget,cuts
[16] cuts,university
[16] university,alaska

Top Word Pairs in Tweet in G10:
[141] cbquist,scifri
[55] johnwenz,cbquist
[30] downhereonearth,theplanetaryguy
[29] downhereonearth,johnwenz
[29] shannonmstirone,downhereonearth
[25] shannonmstirone,theplanetaryguy
[23] shannonmstirone,johnwenz
[23] scifri,theplanetaryguy
[22] johnwenz,shannonmstirone
[22] shannonmstirone,cbquist

Top Replied-To
Top Replied-To in Entire Graph:
@scifri
@shannonmstirone
@cbquist
@johnwenz
@downhereonearth
@theplanetaryguy
@jen_a_smith1
@algoriphagus
@cintagliata
@iraflatow

Top Replied-To in G1:
@scifri
@europaclipper
@phizlair
@mcgillu
@algoriphagus
@ucsf
@princeton
@shannonmstirone
@cbquist
@blice

Top Replied-To in G2:
@cbquist
@scifri
@jen_a_smith1
@iraflatow
@tbeckaa
@weischoice
@roadrunnerjeff
@oldenfish
@utsa
@squigglyvolcano

Top Replied-To in G3:
@scifri
@laevolving
@ctaylsaurus
@designosophy
@millbot
@cmosesbhm
@corvidresearch
@bookoisseur
@strikate
@callmecrash

Top Replied-To in G4:
@scifri
@cintagliata
@algoriphagus
@laurenmweiss
@hehawaiiau
@linkmeister
@russellh777
@oceanwave117
@stochasticstat1
@sam6869

Top Replied-To in G6:
@scifri
@corvidresearch
@hereandnow
@lvehlewald
@ctaylsaurus
@ferrifrigida

Top Replied-To in G7:
@marthaharbison
@tingilinde
@scifri
@bwjones

Top Replied-To in G9:
@elahfeder
@wxrocks
@scifri

Top Replied-To in G10:
@shannonmstirone
@johnwenz
@downhereonearth
@theplanetaryguy
@cbquist
@chelswhyte
@sally_adee
@scifri
@dsfpspacefl1ght
@simberg_space

Top Mentioned
Top Mentioned in Entire Graph:
@scifri
@cbquist
@algoriphagus
@hehawaiiau
@ajshultz622
@johnwenz
@downhereonearth
@theplanetaryguy
@shannonmstirone
@marthaharbison

Top Mentioned in G1:
@scifri
@michaelemann
@ucsf
@rkassinger
@inaturalist
@phizlair
@mcgillu
@cintagliata
@cbquist
@iraflatow

Top Mentioned in G2:
@scifri
@iraflatow
@tobincentersa
@tprnews
@europaclipper
@cassinisaturn
@utsa
@cbquist
@tbeckaa
@swri

Top Mentioned in G3:
@scifri
@ajshultz622
@oxymlz
@princeton
@nhmla
@laevolving
@laurenjyoung617
@bechter
@occidental
@sds

Top Mentioned in G4:
@scifri
@algoriphagus
@hehawaiiau
@cintagliata
@nature
@keolufox
@kanakakupa
@richardalan77
@hiwildlife
@kuuwehi

Top Mentioned in G6:
@scifri
@corvidresearch
@reddit_ama
@redditasksci
@ferrifrigida
@jeremyhobson
@sirenoacross
@bechter
@wikipedia
@govdunleavy

Top Mentioned in G7:
@scifri
@marthaharbison
@hahabita
@audubonsociety
@inaturalist
@oxymlz

Top Mentioned in G8:
@primalpoly

Top Mentioned in G9:
@scifri
@govdunleavy
@wesley_early
@elahfeder
@alaskapublic
@ua
@mechillinak
@ua_system

Top Mentioned in G10:
@scifri
@cbquist
@johnwenz
@downhereonearth
@theplanetaryguy
@shannonmstirone
@chelswhyte
@sally_adee
@mikamckinnon
@eaterofsun

Top Tweeters
Top Tweeters in Entire Graph:
@rxbun
@thereal_rebel
@paxnostrum
@gojira007x
@wwf
@sueleugers
@lobaoeletrico
@patricklee6669
@breizh2008
@marthalynneowe1

Top Tweeters in G1:
@rxbun
@sueleugers
@breizh2008
@lacunalingua
@lalojimjuarez
@pecunium
@815wrldtrvlr
@heldeni3rios
@bad_indian_girl
@shyduroff

Top Tweeters in G2:
@thereal_rebel
@lobaoeletrico
@miss_placed_
@amor_vuelvetx
@akeleven
@jchrispires
@airhasiescardo
@newsneus
@satscribe
@tbdnonymous

Top Tweeters in G3:
@gojira007x
@psybrspcsuprstr
@pecanyasmin
@bookoisseur
@nick_zen
@ebonyteach
@umbrios
@lady_fabi
@mtanichthys
@billgrinehart

Top Tweeters in G4:
@motherjones
@piratepartyint
@cbc
@teenvogue
@travelleisure
@foodandwine
@hawaiiankiko12
@isabelott
@lost_in_lapalma
@asiansocialnet

Top Tweeters in G5:
@castrejo67
@barongreen_back
@michaelcollins
@harryallen
@latosso
@exlibris
@margemsultejano
@cleebration
@jaotonho
@uaa

Top Tweeters in G6:
@marthalynneowe1
@lizditz
@igallupd
@rotrujo
@wetfeathers
@rascality
@pull0verschwein
@sirenoacross
@lilyorit
@mmmukalla

Top Tweeters in G7:
@joshollegien
@auntsophie1
@naturecutstags
@beccanalia
@peaceonwards
@bflamel
@bwjones
@carydier
@jasonwardny
@chris4nature

Top Tweeters in G8:
@slaveration
@neutralmate
@stp43fan
@leotoaquarius
@bosepramesh
@robs_news
@simonow_
@ianadastra
@coviolgrand
@hexheadtn

Top Tweeters in G9:
@mactavish
@erinofalaska
@other95
@wnyc
@kemptont
@climatologist49
@featheredschist
@wxrocks
@bookbanter
@gin9909

Top Tweeters in G10:
@patricklee6669
@relunrelated
@rand_simberg
@larsthewanderer
@craigtimes
@simberg_space
@asrivkin
@elakdawalla
@eaterofsun
@dsfpspacefl1ght