Koch, Twitter, 1/14/2021 12:23:07 AM, 245531


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Koch_2021-01-13_07-32-42.xlsx
Koch_2021-01-13_07-32-42.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2021
Short Description:
Koch via NodeXL https://bit.ly/3qiwZA5
@ndelriego
@tentoads4truth
@hasanthehun
@crazytimes73
@norberta36
@lindyli
@cofinkelstein
@elkehollings
@alchemy363
@david_j_koch

Top hashtags:
#kochnetwork
#concours
#koch
#brexit
#cnp
#corona
#neuinfektionen
#miniblaseball

Description:
Description
The graph represents a network of 8,775 Twitter users whose tweets in the requested range contained "Koch", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 13 January 2021 at 15:40 UTC.

The requested start date was Wednesday, 13 January 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 23-hour, 18-minute period from Monday, 11 January 2021 at 23:22 UTC to Tuesday, 12 January 2021 at 22:40 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 : 8775
Unique Edges : 4904
Edges With Duplicates : 11480
Total Edges : 16384
Number of Edge Types : 5
Retweet : 4843
MentionsInRetweet : 6161
Replies to : 1899
Tweet : 979
Mentions : 2502
Self-Loops : 1011
Reciprocated Vertex Pair Ratio : 0.0155323050372128
Reciprocated Edge Ratio : 0.0305894848645778
Connected Components : 1368
Single-Vertex Connected Components : 452
Maximum Vertices in a Connected Component : 4610
Maximum Edges in a Connected Component : 9972
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.630668
Graph Density : 0.000122285670496293
Modularity : 0.567216
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 8,775 Twitter users whose tweets in the requested range contained "Koch", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 13 January 2021 at 15:40 UTC.

The requested start date was Wednesday, 13 January 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 23-hour, 18-minute period from Monday, 11 January 2021 at 23:22 UTC to Tuesday, 12 January 2021 at 22:40 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : Koch
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:
[65] https://inthesetimes.com/article/koch-anti-union-janus-supreme-court
[43] http://illuminated-illusions.com/livestream/
[24] https://www.fr.de/wissen/rki-aktuelle-fallzahlen-corona-neuinfektionen-pandemie-lockdown-robert-koch-institut-90164155.html
[13] https://www.youtube.com/watch?v=xHuAySPFAdU&feature=youtu.be

[12] https://twitter.com/gtconway3d/status/1347905414646681600
[11] https://www.huffpost.com/entry/democrats-briefed-plot-overthrow-government_n_5ffd29a4c5b691806c4bf199?ncid=engmodushpmg00000004
[11] https://www.politico.com/story/2019/02/04/former-koch-official-runs-epa-chemical-research-1136230
[10] https://www.deutschlandfunk.de/rki-12-802-corona-neuinfektionen-und-891-neue-todesfaelle.1939.de.html?drn:news_id=1215173
[9] https://twitter.com/tentoads4truth/status/1196326459343638529?s=21
[9] https://www.nbcnews.com/politics/congress/extremists-move-secret-line-channels-plan-inauguration-day-d-c-n1253876?cid=sm_npd_ms_fb_ar

Top URLs in Tweet in G1:
[1] https://twitter.com/i/web/status/1348838751942758402
[1] https://twitter.com/i/web/status/1348801585925795841
[1] https://twitter.com/i/web/status/1348825793292623873
[1] https://twitter.com/maggiesmom1_mom/status/1348454314696695808?s=21

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/1349055852708294656
[1] https://twitter.com/GravelInstitute/status/1348990360513556480

Top URLs in Tweet in G3:
[3] https://www.cnn.com/2021/01/12/business/sheldon-adelson-death/index.html
[2] https://www.fr.de/wissen/rki-aktuelle-fallzahlen-corona-neuinfektionen-pandemie-lockdown-robert-koch-institut-90164155.html
[2] https://www.instagram.com/accounts/login/
[2] https://www.fr.de/wissen/rki-aktuelle-fallzahlen-corona-neuinfektionen-pandemie-lockdown-robert-koch-institut-90164155.html?cmp=defrss
[2] https://news.bloomberglaw.com/us-law-week/u-s-supreme-court-will-hear-koch-backed-challenge-to-donor-law
[2] https://www.youtube.com/watch?v=OYMpPhwpN8Q&feature=youtu.be

[2] https://twitter.com/cnn/status/1348988066824933376
[2] https://twitter.com/cchukudebelu/status/1349005846370537472
[2] https://www.instagram.com/thomas_carle/
[2] https://twitter.com/washingtonpost/status/1348986775239335939

Top URLs in Tweet in G4:
[11] https://www.huffpost.com/entry/democrats-briefed-plot-overthrow-government_n_5ffd29a4c5b691806c4bf199?ncid=engmodushpmg00000004
[9] https://www.nbcnews.com/politics/congress/extremists-move-secret-line-channels-plan-inauguration-day-d-c-n1253876?cid=sm_npd_ms_fb_ar
[8] https://www.sourcewatch.org/index.php/Ron_Johnson
[8] https://twitter.com/tentoads4truth/status/1110327941953523713?s=21
[8] https://twitter.com/tentoads4truth/status/1196326459343638529?s=21
[7] https://twitter.com/tentoads4truth/status/963562390565437440?s=21
[7] https://twitter.com/tentoads4truth/status/1217628978988515328?s=21
[5] https://twitter.com/tentoads4truth/status/1084146582843342848?s=21
[5] https://twitter.com/tentoads4truth/status/1096548479743057920?s=21
[5] https://twitter.com/tentoads4truth/status/1139343633721643008?s=21

Top URLs in Tweet in G5:
[11] https://twitter.com/gtconway3d/status/1347905414646681600
[1] https://twitter.com/i/web/status/1349088485429436424
[1] https://twitter.com/i/web/status/1348867949629755399
[1] https://twitter.com/i/web/status/1348870655782121473
[1] https://twitter.com/janemayernyer/status/1349080279269453824
[1] https://twitter.com/tentoads4truth/status/1196326459343638529?s=21
[1] https://www.sourcewatch.org/index.php/Republican_Attorneys_General_Association
[1] https://twitter.com/i/web/status/1349091112443633665
[1] https://twitter.com/janemayernyer/status/1347209874208399360?s=21
[1] https://twitter.com/janemayernyer/status/1347951100599672845?s=21

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1349083469830303749

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1349017871117119488
[1] https://twitter.com/i/web/status/1349027988877275138
[1] https://twitter.com/i/web/status/1349050326964441088
[1] https://twitter.com/i/web/status/1348966779490484224
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7045880/pdf/ophrp-11-3.pdf
[1] https://twitter.com/i/web/status/1348974208408121345
[1] https://twitter.com/i/web/status/1349045457121640451
[1] https://twitter.com/i/web/status/1348955311915360260
[1] https://twitter.com/i/web/status/1349021612184641537
[1] https://twitter.com/i/web/status/1348930778311356418

Top URLs in Tweet in G8:
[1] https://twitter.com/COFinkelstein/status/1347899198411329537
[1] https://twitter.com/i/web/status/1348605934273105921
[1] https://twitter.com/i/web/status/1348840066928373762
[1] https://twitter.com/i/web/status/1348891695451000832
[1] https://twitter.com/tentoads4truth/status/963562390565437440?s=21

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1349085159660810240
[1] https://twitter.com/i/web/status/1348667155760381953
[1] https://twitter.com/i/web/status/1349084107641221120
[1] https://twitter.com/i/web/status/1349022458976882690
[1] https://twitter.com/i/web/status/1349042927889051649
[1] https://twitter.com/i/web/status/1349102670561251330
[1] https://twitter.com/i/web/status/1347888220206465024
[1] https://twitter.com/i/web/status/1348043084878254092
[1] https://twitter.com/i/web/status/1349112891354599426
[1] https://twitter.com/i/web/status/1348702977750683650

Top URLs in Tweet in G10:
[63] https://inthesetimes.com/article/koch-anti-union-janus-supreme-court
[1] https://twitter.com/i/web/status/1349120253922570246
[1] https://twitter.com/i/web/status/1349079131871457283
[1] https://twitter.com/i/web/status/1349058343059468288
[1] https://www.opensecrets.org/news/2021/01/objectors-to-electoralcollege-donors/
[1] https://twitter.com/i/web/status/1348994319970013188
[1] https://twitter.com/i/web/status/1347928696959741952
[1] https://twitter.com/i/web/status/1349014190346932227
[1] https://twitter.com/i/web/status/1348913978714583040

Top Domains
Top Domains in Tweet in Entire Graph:
[1342] twitter.com
[65] inthesetimes.com
[43] illuminated-illusions.com
[30] youtube.com
[26] fr.de
[17] sourcewatch.org
[12] huffpost.com
[12] politico.com
[11] nbcnews.com
[11] deutschlandfunk.de

Top Domains in Tweet in G1:
[4] twitter.com

Top Domains in Tweet in G2:
[2] twitter.com

Top Domains in Tweet in G3:
[248] twitter.com
[5] youtube.com
[4] fr.de
[4] instagram.com
[4] nytimes.com
[4] seasonary.com
[3] goodreads.com
[3] com.br
[3] cnn.com
[2] blogspot.com

Top Domains in Tweet in G4:
[174] twitter.com
[15] sourcewatch.org
[11] nbcnews.com
[11] huffpost.com
[4] gmwatch.org
[3] dailykos.com
[2] latimes.com
[2] youtube.com
[2] greenpeace.org
[2] acslaw.org

Top Domains in Tweet in G5:
[29] twitter.com
[1] sourcewatch.org

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

Top Domains in Tweet in G7:
[12] twitter.com
[1] nih.gov

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

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

Top Domains in Tweet in G10:
[63] inthesetimes.com
[7] twitter.com
[1] opensecrets.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[102] kochnetwork
[70] concours
[68] koch
[42] brexit
[30] cnp
[21] corona
[18] neuinfektionen
[17] miniblaseball
[15] deutschland
[15] ٹیم_البدر



Top Hashtags in Tweet in G1:
[1] domesticterrorists
[1] maga

Top Hashtags in Tweet in G3:
[4] seasonary
[4] job
[4] germany
[3] covid19
[3] koch
[3] deutschland
[3] kachcb
[2] kochnetwork
[2] coronavirus
[2] trumpcult

Top Hashtags in Tweet in G4:
[77] kochnetwork
[18] koch
[6] cnp
[6] devos
[5] pence
[2] newt
[2] unkocheverything
[2] unkochmycampus
[2] extendedhockeystick
[2] dickcheney

Top Hashtags in Tweet in G5:
[2] kochnetwork
[1] darkmoney
[1] followthemoney

Top Hashtags in Tweet in G7:
[1] covid
[1] sheep
[1] appeasement
[1] vichy
[1] dunkirk
[1] foxthefascist

Top Hashtags in Tweet in G8:
[1] kochnetwork

Top Hashtags in Tweet in G9:
[4] seditiousseven
[2] seditionhasconsequences
[1] koch

Top Hashtags in Tweet in G10:
[1] class

Top Words
Top Words in Tweet in Entire Graph:
[6156] koch
[1194] elizabeth
[1118] being
[1107] bowie
[1092] md
[1091] known
[1089] revolution
[1087] forever
[1086] ndelriego
[1086] originally

Top Words in Tweet in G1:
[1058] koch
[1053] elizabeth
[1052] ndelriego
[1046] bowie
[1046] md
[1046] being
[1045] originally
[1045] forever
[1045] known
[1045] unprepared

Top Words in Tweet in G2:
[465] koch
[462] hasanthehun
[461] brother
[461] kissinger
[460] 2021
[460] took
[460] sheldon
[460] adelson
[460] next
[460] henry

Top Words in Tweet in G3:
[358] koch
[34] die
[31] robert
[31] brothers
[25] trump
[25] adelson
[18] institut
[17] sheldon
[17] charles
[16] money

Top Words in Tweet in G4:
[367] koch
[143] tentoads4truth
[77] #kochnetwork
[61] brothers
[56] network
[54] unkochcampus
[51] gop
[48] funding
[45] charles
[42] industries

Top Words in Tweet in G5:
[296] koch
[214] norberta36
[197] 375k
[197] comcast
[197] 200k
[197] walmart
[197] 140k
[196] home
[195] 2020
[195] industries

Top Words in Tweet in G6:
[258] koch
[256] trump
[255] luxembourg
[255] refusing
[255] meet
[255] president
[255] wannabe
[255] bought
[255] pompeo
[255] mister

Top Words in Tweet in G7:
[202] koch
[198] martinkulldorff
[198] funded
[183] claim
[182] billionaire
[182] charles
[182] great
[182] barrington
[182] declaration
[182] false

Top Words in Tweet in G8:
[217] koch
[201] industries
[201] corporation
[200] comcast
[200] walmart
[200] home
[200] depot
[200] amazon
[200] cofinkelstein
[198] list

Top Words in Tweet in G9:
[135] koch
[96] timinhonolulu
[94] charles
[70] kochindustries
[70] industries
[64] jim_jordan
[59] pac
[59] cycle
[58] koch's
[58] surprise

Top Words in Tweet in G10:
[160] price
[126] fight
[81] assets
[80] plus
[80] adelson's
[80] transfer
[80] heirs
[80] today's
[80] share
[80] bought

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1165] elizabeth,koch
[1092] bowie,md
[1085] koch,originally
[1085] originally,bowie
[1085] md,forever
[1085] forever,known
[1085] known,being
[1085] being,unprepared
[1085] unprepared,revolution
[1078] ndelriego,elizabeth

Top Word Pairs in Tweet in G1:
[1053] elizabeth,koch
[1046] bowie,md
[1045] koch,originally
[1045] originally,bowie
[1045] md,forever
[1045] forever,known
[1045] known,being
[1045] being,unprepared
[1045] unprepared,revolution
[1044] ndelriego,elizabeth

Top Word Pairs in Tweet in G2:
[461] koch,brother
[460] 2021,took
[460] took,sheldon
[460] sheldon,adelson
[460] adelson,next
[460] next,koch
[460] brother,henry
[460] henry,kissinger
[460] kissinger,perhaps
[459] perhaps,devastating

Top Word Pairs in Tweet in G3:
[31] robert,koch
[31] koch,brothers
[16] koch,institut
[15] sheldon,adelson
[13] david,koch
[13] charles,koch
[12] koch,industries
[9] 12,802
[9] koch,brother
[8] heckler,koch

Top Word Pairs in Tweet in G4:
[61] koch,brothers
[52] koch,network
[40] koch,industries
[33] unkochcampus,koch
[26] manhattan,institute
[26] institute,policy
[26] policy,research
[25] white,supremacy
[24] ties,koch
[24] network,funding

Top Word Pairs in Tweet in G5:
[197] 375k,comcast
[197] 200k,walmart
[197] walmart,140k
[196] 140k,home
[195] 2020,koch
[195] koch,industries
[195] industries,375k
[195] comcast,corporation
[195] corporation,200k
[195] home,depot

Top Word Pairs in Tweet in G6:
[255] luxembourg,refusing
[255] refusing,meet
[255] meet,president
[255] president,wannabe
[255] wannabe,koch
[255] koch,bought
[255] bought,pompeo
[255] pompeo,mister
[255] mister,trump
[255] trump,criminal

Top Word Pairs in Tweet in G7:
[182] claim,billionaire
[182] billionaire,charles
[182] charles,koch
[182] koch,funded
[182] funded,great
[182] great,barrington
[182] barrington,declaration
[182] declaration,false
[182] false,received
[182] received,money

Top Word Pairs in Tweet in G8:
[201] koch,industries
[200] comcast,corporation
[200] home,depot
[198] list,corporate
[198] corporate,donors
[198] donors,raga
[198] raga,includes
[198] includes,koch
[198] industries,comcast
[198] corporation,walmart

Top Word Pairs in Tweet in G9:
[70] koch,industries
[58] surprise,kochindustries
[58] kochindustries,pac
[58] pac,gave
[58] gave,10k
[58] 10k,jim_jordan
[58] jim_jordan,cycle
[58] cycle,koch
[58] industries,respond
[57] timinhonolulu,charles

Top Word Pairs in Tweet in G10:
[80] plus,adelson's
[80] adelson's,assets
[80] assets,transfer
[80] transfer,heirs
[80] heirs,today's
[80] today's,share
[80] share,price
[80] price,price
[80] price,bought
[79] ddayen,plus

Top Replied-To
Top Replied-To in Entire Graph:
@manu_ela_koch
@cchukudebelu
@projectlincoln
@mmpadellan
@anandwrites
@david_j_koch
@guerilla_koch
@koch_lais
@therickwilson
@tentoads4truth

Top Replied-To in G1:
@ndelriego
@midnightsunmoon

Top Replied-To in G2:
@hasanthehun

Top Replied-To in G4:
@projectlincoln
@david_j_koch
@drdenagrayson
@tentoads4truth
@senwhitehouse
@steveschmidtses
@eftooms
@washingtonpost
@jasonoverstreet
@newtgingrich

Top Replied-To in G5:
@janemayernyer
@gtconway3d
@cnbc
@bamableu
@thespybrief
@wako99
@heidilifeldman

Top Replied-To in G7:
@dpjhodges
@kevin_mckernan
@chris_f_carson
@democracy4neath
@viola98259889
@martinkulldorff
@talksportdrive
@joseph_plant
@facts4euorg

Top Replied-To in G8:
@cofinkelstein
@maryltrump
@rwpusa
@thebr0keb0i
@shadow_of_v
@hollyrosemyers
@andrewfeinberg

Top Replied-To in G9:
@jim_jordan
@kochindustries
@timinhonolulu
@tribelaw
@titusnation
@uschamber
@blmohr
@thenewmatthew
@ynb
@immcivilrights

Top Replied-To in G10:
@thehill
@sdonziger
@climatepower
@ryanlcooper
@winning4him
@sanjuktampaul

Top Mentioned
Top Mentioned in Entire Graph:
@ndelriego
@hasanthehun
@lindyli
@norberta36
@cofinkelstein
@martinkulldorff
@tentoads4truth
@thecathyshow
@zen4ever2us
@timinhonolulu

Top Mentioned in G1:
@ndelriego
@cooperchip1
@chancepoet
@timmthelen
@teenygozer
@davidbewart
@johncusack

Top Mentioned in G2:
@hasanthehun
@haphazard85
@ndelriego

Top Mentioned in G3:
@jnascimento2040
@realstahnsdorf
@zeitkontoreu
@halmankhan0
@cristimilla1

Top Mentioned in G4:
@tentoads4truth
@unkochcampus
@projectlincoln
@joebiden
@eftooms
@drdenagrayson
@gopleader
@gop
@repandybiggsaz
@norberta36

Top Mentioned in G5:
@norberta36
@janemayernyer
@ifindkarma
@mania_nitro
@gtconway3d
@upsidasium
@melleferre
@bamableu
@s_g_alexander
@tentoads4truth

Top Mentioned in G6:
@lindyli
@norberta36
@timinhonolulu
@ndelriego

Top Mentioned in G7:
@martinkulldorff
@kevin_mckernan
@dpjhodges
@fox_claire
@sourpatchlyds
@bobby_network
@juliahb1
@piersrobinson1
@oflynnsocial
@andrew_lilico

Top Mentioned in G8:
@cofinkelstein
@deorygun
@rwpusa
@thebr0keb0i
@lesarenee333
@foxbusiness
@norberta36
@eftooms
@tentoads4truth
@andrewfeinberg

Top Mentioned in G9:
@timinhonolulu
@kochindustries
@jim_jordan
@kirstinalv
@juddl
@gbrulte
@tribelaw
@housegop
@conniesjolie
@leahaller55

Top Mentioned in G10:
@ddayen
@katearonoff
@climatepower
@ndelriego
@3dtruth
@chevron
@joebiden
@claire_noire
@hasanthehun
@thehill

Top Tweeters
Top Tweeters in Entire Graph:
@ma_updates
@a_zbookstore
@freiewelteu
@fluxfm_berlin
@mattmurph24
@jokottenweb
@inabster
@britpoptarts
@bannerite
@tweetz789

Top Tweeters in G1:
@davidbewart
@menabster
@bellesapepper37
@lisakbromley
@brontyman
@teram323tere
@reagancbrown
@hijcp
@chriskirouac
@davidpsdem

Top Tweeters in G2:
@shasta_otter
@march4progress
@anthonyg729
@gol_mia
@crazytimes73
@alexalchemy1
@baroncaple
@andrewr55651048
@mrxeno_
@bertokamus

Top Tweeters in G3:
@ma_updates
@a_zbookstore
@freiewelteu
@fluxfm_berlin
@jokottenweb
@tweetz789
@limbikfreq
@deutschland_brd
@dnoticiaspt
@nydailynews

Top Tweeters in G4:
@mayirmamay14
@betterw05759703
@cotey_mary
@mstepczyk
@melissajpeltier
@smilan317
@joanpennnative
@bbkenn92
@alwaysthinkhow
@memeburk

Top Tweeters in G5:
@bannerite
@alizardx
@princessbravato
@jentromans
@rleas
@passarelliallan
@stoopidboi
@cnbc
@flyhyland
@thumppooh

Top Tweeters in G6:
@marthalynneowe1
@justwhatnowwhy
@aprylsmithts
@abramson1234
@vivbwoke
@annie5133
@bofflespoffle
@elkehollings
@sableviews
@janjanward

Top Tweeters in G7:
@abbavitch
@mamolkcsmamol
@luigi_warren
@tina_tinalondon
@talksportdrive
@dpjhodges
@cyclejunkie88
@annasilvani
@juliahb1
@naomirwolf

Top Tweeters in G8:
@airlift1300
@ponytail122
@norsemndem
@susanvermazen
@orchidlady303
@stephenbranham1
@bracing
@jhy001
@foxbusiness
@1finekitty

Top Tweeters in G9:
@bethsinniresist
@adekleine
@tam_resist
@pghdrew
@solomankarl
@margo94
@tafkam08
@woozleweasels
@bmoonan
@expobear1

Top Tweeters in G10:
@thehill
@mastaofmp3s
@johnedginton
@gadflyquebec
@aztanya
@elisha1022
@tahfromslc
@olaasm
@infjphotowriter
@superbranch