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siggraph_2017-08-12_22-45-34.xlsx
siggraph_2017-08-12_22-45-34.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2017
Short Description:
siggraph via NodeXL http://bit.ly/2hW35U8
@siggraph
@rickking16
@hardmaru
@shigekzishihara
@3ative
@jp_axs4ll
@uploadvr
@muratkurtube

Description:
Description
The graph represents a network of 3,948 Twitter users whose tweets in the requested range contained "siggraph", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 13 August 2017 at 05:48 UTC.

The requested start date was Sunday, 13 August 2017 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 7-day, 7-hour, 42-minute period from Friday, 04 August 2017 at 03:20 UTC to Friday, 11 August 2017 at 11:03 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 : 3948
Unique Edges : 5433
Edges With Duplicates : 1481
Total Edges : 6914
Self-Loops : 1644
Reciprocated Vertex Pair Ratio : 0.0186855670103093
Reciprocated Edge Ratio : 0.036685641998735
Connected Components : 958
Single-Vertex Connected Components : 769
Maximum Vertices in a Connected Component : 2601
Maximum Edges in a Connected Component : 5340
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.778138
Graph Density : 0.000304374912884473
Modularity : 0.643234
NodeXL Version : 1.0.1.386

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[71] https://uploadvr.com/siggraph-neurable-lets-control-virtual-world-thought/
[68] http://www.4gamer.net/games/999/G999902/20170804023/
[59] http://www.4gamer.net/games/999/G999902/20170804144/
[49] http://on-demand.gputechconf.com/siggraph/2017/video/sig1746-jules-urbach-light-field-rendering-streaming.html
[47] http://shiropen.com/2017/08/03/27197
[42] https://www.youtube.com/watch?v=Ny9ZXt_2v2Y&list=PLX2vGYjWbI0SawzXeOMl6F9cBcGUkvxY8
[41] http://feedproxy.google.com/~r/thr/film/~3/aWlvSEPU1Xs/spider-man-guardians-marvel-vfx-secrets-revealed-1026809
[41] http://www.pcgamer.com/the-coolest-tech-demos-from-siggraph-2017/?utm_content=buffer19205&utm_medium=social&utm_source=twitter&utm_campaign=buffer-pcgamertw
[33] https://sketchfab.com/Sketchfab/collections/siggraph-2017
[33] http://www.4gamer.net/

Top URLs in Tweet in G1:
[29] http://on-demand.gputechconf.com/siggraph/2017/video/sig1746-jules-urbach-light-field-rendering-streaming.html
[25] http://www.4gamer.net/games/999/G999902/20170804144/
[24] http://www.4gamer.net/
[24] https://www.digitaltrends.com/cool-tech/siggraph-brain-controlled-vr/
[21] http://www.4gamer.net/games/999/G999902/20170804023/
[21] https://venturebeat.com/2017/08/05/this-siggraph-project-lets-you-feel-environmental-effects-in-vr/
[12] http://variety.com/2017/film/festivals/siggraph-2017-song-of-a-toad-animation-best-in-show-video-1202517134/
[11] https://www.digitaltrends.com/cool-tech/siggraph-brain-controlled-vr/?utm_source=dlvr.it&utm_medium=twitter
[10] https://venturebeat.com/2017/08/05/this-siggraph-project-lets-you-feel-environmental-effects-in-vr/?utm_source=dlvr.it&utm_medium=twitter
[9] https://uploadvr.com/siggraph-neurable-lets-control-virtual-world-thought/

Top URLs in Tweet in G2:
[18] http://variety.com/2017/digital/news/google-spotlight-stories-vr-son-of-jaguar-sonaria-1202515565/#utm_medium=social&utm_source=twitter&utm_campaign=social_bar&utm_content=_amp&utm_id=1202515565
[15] http://www.hollywoodreporter.com/behind-screen/book-life-director-jorge-gutierrez-debuts-vr-short-son-jaguar-at-siggraph-1026994
[9] http://blog.selfshadow.com/2017/08/01/siggraph-2017-links/
[8] https://fb.me/yEgG1mzd
[8] https://www.facebook.com/media/set/?set=a.1475667825861232.1073741862.154363404658354&type=1&l=0a02e8a261
[7] https://www.facebook.com/events/493891477630535/
[6] http://www.businesswire.com/news/home/20170803006499/en/SIGGRAPH-2017-Concludes-Los-Angeles-Strong-Attendance
[6] http://po.st/scms/OrMCe04Lcp0lOFmbYsJaT2727y9OSnJSiYQZdU4Lcg/ww9WGH
[5] http://www.hollywoodreporter.com/behind-screen/siggraph-best-show-winner-song-a-toad-qualifies-oscar-consideration-1026001
[5] http://www.3dvf.com/actualite-20859-siggraph-2017-entreprises-pavillon-francais.html

Top URLs in Tweet in G3:
[40] https://www.youtube.com/watch?v=Ny9ZXt_2v2Y&list=PLX2vGYjWbI0SawzXeOMl6F9cBcGUkvxY8
[18] http://www.joshbarczak.com/blog/
[16] https://www.khronos.org/news/permalink/siggraph-2017-khronos-roundup
[16] http://openproblems.realtimerendering.com/s2017/index.html
[12] https://www.forbes.com/sites/moorinsights/2017/08/09/siggraph-2017-bring-vr-into-the-next-phase/
[11] http://on-demand.gputechconf.com/siggraph/2017/video/sig1757-tristan-lorach-vkFX-effective-approach-for-vulkan-api.html
[10] http://on-demand.gputechconf.com/siggraph/2017/video/sig1718-morgan-mcguire-virtual-frontier-computer-graphics.html
[9] https://www.khronos.org/developers/library/2017-siggraph
[8] http://graphics.pixar.com/library/ProductionVolumeRendering/index.html
[7] https://www.flickr.com/short_urls.gne?photoset=aHsm294UzF

Top URLs in Tweet in G4:
[20] https://www.youtube.com/watch?v=eNFJXoMIFe4&utm_content=buffer7a052&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[17] https://www.youtube.com/watch?v=HhGubP8stHk&feature=youtu.be&utm_content=buffer42068&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[16] https://www.youtube.com/watch?v=MjnR_VipKNQ&feature=youtu.be&utm_content=bufferca79e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[16] https://www.youtube.com/watch?v=IXolEgzD07A&feature=youtu.be&utm_content=buffer64b12&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[15] https://www.youtube.com/watch?v=TAjIPd6tV6M&utm_content=buffer1d6f7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[15] http://www.animationmagazine.net/events/virtual-reality-toons-steal-the-spotlight-at-siggraph/?utm_content=bufferab7d9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[14] https://www.youtube.com/watch?v=DkMfBIn81Xk&utm_content=buffer1e56b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[13] https://www.youtube.com/watch?v=wF6eXZkMbSM&utm_content=bufferc94a7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[12] https://venturebeat.com/2017/08/05/this-siggraph-project-lets-you-feel-environmental-effects-in-vr/?utm_content=buffere77e8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[12] https://www.youtube.com/watch?v=Nx0u-9ZwrmQ&utm_content=bufferb8ae8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G5:
[41] http://shiropen.com/2017/08/03/27197
[9] https://www.slideshare.net/YukiKoyama/siggraph-2017-sequential-line-search-for-efficient-visual-design-optimization-by-crowds
[9] http://shiropen.com/2017/08/01/27126
[9] http://www.shader.jp/?p=2020
[9] http://www.4gamer.net/games/999/G999902/20170804023/
[7] http://s2017.siggraph.org/acm-student-research-competition
[7] https://www.youtube.com/watch?v=GUVOxQkkZ_0
[7] http://panora.tokyo/35486/
[7] http://www.kmd.keio.ac.jp/information/jp/2017/08/metalimbssiggraph-2017-emerging-technologiesbest-in-show.html
[5] https://uploadvr.com/siggraph-neurable-lets-control-virtual-world-thought/

Top URLs in Tweet in G6:
[52] https://uploadvr.com/siggraph-neurable-lets-control-virtual-world-thought/
[29] https://www.youtube.com/watch?v=47WHqDNckI8
[14] https://blogs.nvidia.com/blog/2017/07/31/vrworks-360-video-sdk-siggraph/
[11] http://venturebeat.com/?p=2260669
[9] https://skarredghost.com/2017/08/07/best-vr-news-siggraph-2017/
[7] http://www.roadtovr.com/?p=66719
[6] https://uploadvr.com/siggraph-2017-vr-theater/
[6] https://venturebeat.com/2017/08/05/this-siggraph-project-lets-you-feel-environmental-effects-in-vr/
[6] https://thevirtualassist.net/blackmagic-design-fusion-9-vr-bmd-siggraph-2017/
[6] https://www.roadtovr.com/siggraph-2017-gvs-ride-four-pole-galvanic-vestibular-stimulation/?platform=hootsuite

Top URLs in Tweet in G7:
[10] http://perso.telecom-paristech.fr/~boubek/papers/BoundingProxies/
[3] http://on-demand.gputechconf.com/siggraph/2017/video/sig1746-jules-urbach-light-field-rendering-streaming.html
[1] http://on-demand.gputechconf.com/siggraph/2017/video/sig1757-tristan-lorach-vkFX-effective-approach-for-vulkan-api.html
[1] http://blog.selfshadow.com/2017/08/01/siggraph-2017-links/
[1] https://twitter.com/i/web/status/894346812911345665
[1] https://twitter.com/i/web/status/893105422357233664
[1] https://venturebeat.com/2017/08/05/this-siggraph-project-lets-you-feel-environmental-effects-in-vr/?utm_content=bufferc8aa3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/jhaberstro/status/893130229073367040
[1] https://twitter.com/hardmaru/status/894346812911345665
[1] https://www.slideshare.net/YukiKoyama/siggraph-2017-sequential-line-search-for-efficient-visual-design-optimization-by-crowds

Top URLs in Tweet in G8:
[6] https://blogs.unity3d.com/2017/08/04/unity-debuts-new-artist-tools-and-innovations-at-siggraph-2017/
[6] http://www.4gamer.net/games/999/G999902/20170804023/
[4] http://www.4gamer.net/
[2] http://www.4gamer.net/games/999/G999902/20170803025/
[2] http://b.hatena.ne.jp/entry/www.4gamer.net/games/999/G999902/20170804023/#tw?u=pasonco
[2] http://3dnchu.com/archives/playful-palette-siggraph2017/
[2] https://blog.sketchfab.com/siggraph-reveals-subsurface-scattering-scene-inspector/?utm_source=website
[1] https://twitter.com/i/web/status/892912653554794496
[1] http://s2017.siggraph.org/acm-student-research-competition
[1] https://www.youtube.com/watch?v=GUVOxQkkZ_0

Top URLs in Tweet in G9:
[27] https://80.lv/articles/new-standards-of-real-time-digital-rendering-from-siggraph/
[15] https://www.3dartistonline.com/news/2017/08/heres-what-we-found-out-from-siggraph-2017/
[14] https://80.lv/articles/siggraph-believability-in-procedural-modelling/
[10] https://80.lv/articles/sketchfab-at-siggraph-sss-and-scene-inspector/
[8] https://www.3dartistonline.com/news/2017/07/maxon-reveals-cinema-4d-r19/
[6] https://blogs.unity3d.com/2017/08/04/unity-debuts-new-artist-tools-and-innovations-at-siggraph-2017/
[6] https://vimeo.com/228244841
[4] https://www.youtube.com/watch?v=eNFJXoMIFe4&utm_content=buffer7a052&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://vimeo.com/228238370?ref=tw-share
[2] https://www.sidefx.com/community/houdini-hive-presentations/

Top URLs in Tweet in G10:
[41] http://feedproxy.google.com/~r/thr/film/~3/aWlvSEPU1Xs/spider-man-guardians-marvel-vfx-secrets-revealed-1026809
[20] https://vimeo.com/228241291
[17] http://www.hollywoodreporter.com/behind-screen/spider-man-guardians-marvel-vfx-secrets-revealed-1026809
[8] http://www.hollywoodreporter.com/behind-screen/spider-man-guardians-marvel-vfx-secrets-revealed-1026809?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed:+thr/film+(The+Hollywood+Reporter+-+Movies)
[4] https://www.youtube.com/watch?v=eNFJXoMIFe4&feature=youtu.be
[3] http://rincon-movies.com/2017/08/03/siggraph-guardians-2-spider-man-secrets-revealed-by-marvel-vfx-teams/?utm_campaign=twitter&utm_medium=twitter&utm_source=twitter
[3] http://vidsocial.com/siggraph-guardians-2-spider-man-secrets-revealed-by-marvel-vfx-teams/
[3] https://www.linkedin.com/slink?code=gug7bTP
[3] http://feeds.feedburner.com/~r/cgrecord/feeds/~3/YG4k3oSACA8/abvent-released-twinmotion-2018.html?utm_source=feedburner&utm_medium=twitter&utm_campaign=cgrecord
[2] https://fb.me/vNsClZAS

Top Domains
Top Domains in Tweet in Entire Graph:
[518] youtube.com
[405] twitter.com
[217] 4gamer.net
[104] vimeo.com
[98] uploadvr.com
[91] fb.me
[89] gputechconf.com
[86] venturebeat.com
[82] google.com
[78] digitaltrends.com

Top Domains in Tweet in G1:
[91] 4gamer.net
[71] twitter.com
[44] venturebeat.com
[41] vimeo.com
[39] digitaltrends.com
[37] gputechconf.com
[36] fb.me
[36] google.com
[33] youtube.com
[26] linkedin.com

Top Domains in Tweet in G2:
[72] twitter.com
[51] 3dvf.com
[26] hollywoodreporter.com
[23] facebook.com
[18] variety.com
[14] youtube.com
[10] fb.me
[10] po.st
[9] selfshadow.com
[7] businesswire.com

Top Domains in Tweet in G3:
[60] youtube.com
[44] twitter.com
[29] realtimerendering.com
[26] khronos.org
[25] gputechconf.com
[18] joshbarczak.com
[13] forbes.com
[12] siggraph.org
[10] pixar.com
[8] dy.si

Top Domains in Tweet in G4:
[199] youtube.com
[15] animationmagazine.net
[12] venturebeat.com
[9] gputechconf.com
[2] twitter.com
[1] linkedin.com

Top Domains in Tweet in G5:
[50] shiropen.com
[18] youtube.com
[15] 4gamer.net
[13] slideshare.net
[12] twitter.com
[9] panora.tokyo
[9] shader.jp
[7] siggraph.org
[7] ac.jp
[5] uploadvr.com

Top Domains in Tweet in G6:
[67] uploadvr.com
[41] youtube.com
[24] roadtovr.com
[20] twitter.com
[20] venturebeat.com
[15] nvidia.com
[9] skarredghost.com
[6] thevirtualassist.net
[4] animationdigitaldigest.com
[4] medium.com

Top Domains in Tweet in G7:
[10] telecom-paristech.fr
[4] gputechconf.com
[4] twitter.com
[1] selfshadow.com
[1] venturebeat.com
[1] slideshare.net
[1] shiropen.com

Top Domains in Tweet in G8:
[13] 4gamer.net
[6] unity3d.com
[2] ne.jp
[2] 3dnchu.com
[2] sketchfab.com
[1] twitter.com
[1] siggraph.org
[1] youtube.com
[1] shiropen.com
[1] ctx.ly

Top Domains in Tweet in G9:
[53] 80.lv
[23] 3dartistonline.com
[23] vimeo.com
[14] twitter.com
[6] unity3d.com
[5] youtube.com
[5] fb.me
[4] linkedin.com
[2] sidefx.com
[2] vrscout.com

Top Domains in Tweet in G10:
[43] google.com
[35] hollywoodreporter.com
[26] vimeo.com
[14] twitter.com
[9] feedburner.com
[6] fb.me
[6] youtube.com
[4] rincon-movies.com
[3] vidsocial.com
[3] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[638] siggraph2017
[544] vr
[304] siggraph
[117] virtualreality
[108] gamedev
[64] vimeo
[59] vfx
[49] ar
[47] animals
[47] animalabuse



Top Hashtags in Tweet in G1:
[60] vr
[35] siggraph
[25] vimeo
[24] siggraph2017
[14] virtualreality
[13] news
[9] tech
[7] hollywood
[7] ai
[6] animation

Top Hashtags in Tweet in G2:
[128] siggraph2017
[19] siggraph
[16] siggraph2018
[16] frenchpavilion
[13] vfx
[9] vr
[7] itsnevertooearly
[7] cg
[7] pixarlou
[7] videogames

Top Hashtags in Tweet in G3:
[157] siggraph2017
[83] vr
[49] virtualreality
[22] siggraph
[22] ai
[17] graphics
[12] art
[12] augmentedreality
[6] gamedev
[6] nvidiaquadro

Top Hashtags in Tweet in G4:
[157] vr
[20] gamedev
[17] ar
[15] virtualreality
[14] xr
[13] art
[13] unity3d
[12] vulkan
[12] opengl
[12] mixedreality

Top Hashtags in Tweet in G5:
[25] siggraph2017
[20] siggraph
[15] vr
[11] newspicks
[11] 佐々木紀彦
[11] 落合陽一
[9] panora
[7] htcvive
[7] vive
[3] photogrammetry

Top Hashtags in Tweet in G6:
[56] siggraph2017
[39] vr
[23] siggraph
[14] partner
[12] virtualreality
[8] neurable
[7] htcvive
[6] ar
[5] ieeecga
[4] mr

Top Hashtags in Tweet in G7:
[1] siggraph2017

Top Hashtags in Tweet in G8:
[6] gamedev
[1] vr
[1] siggraph2017

Top Hashtags in Tweet in G9:
[59] gamedev
[36] siggraph2017
[27] houdini
[26] gameart
[13] vimeo
[10] siggraph
[7] houdinihive
[7] sidefx
[6] vr
[6] siggraph17

Top Hashtags in Tweet in G10:
[30] vfx
[26] siggraph
[23] animation
[19] vimeo
[15] movies
[12] siggraph2017
[12] filmmaking
[6] vansusopen
[6] hardfest
[5] maya

Top Words
Top Words in Tweet in Entire Graph:
[2643] Words in Sentiment List#1: Positive
[604] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[68894] Non-categorized Words
[72141] Total Words
[3865] siggraph
[1398] 2017
[1123] vr
[642] siggraph2017
[285] new

Top Words in Tweet in G1:
[744] siggraph
[327] 2017
[319] vr
[75] virtual
[75] new
[67] lets
[66] project
[64] spotlight
[62] effects
[60] rendering

Top Words in Tweet in G2:
[422] siggraph
[128] siggraph2017
[70] 2017
[44] see
[44] et
[43] vr
[42] mexopolis
[40] super
[37] à
[35] virtual

Top Words in Tweet in G3:
[384] siggraph
[160] 2017
[157] siggraph2017
[124] vr
[52] thekhronosgroup
[51] lighting
[50] tech
[49] virtualreality
[47] behind
[44] slides

Top Words in Tweet in G4:
[241] siggraph
[207] rickking16
[200] 2017
[169] vr
[67] watch
[67] youtube
[26] virtual
[26] reality
[24] opengl
[23] bof

Top Words in Tweet in G5:
[124] siggraph
[48] shiropen2
[43] がsiggraph
[41] 3dcgで構築のリアルタイムに動くvr内デジタルヒューマン
[41] meetmike
[41] 2017に登場
[41] 約44万のポリゴン
[41] 3種のdeep
[41] learning使用
[40] gifで動作してるのはcgア

Top Words in Tweet in G6:
[224] siggraph
[127] vr
[103] uploadvr
[102] neurable
[70] 2017
[59] mind
[59] siggraph2017
[41] lets
[37] htcvive
[30] brain

Top Words in Tweet in G7:
[170] siggraph
[153] hardmaru
[146] 2013
[145] flexible
[145] muscle
[145] based
[145] locomotion
[145] bipedal
[145] creatures
[145] deep

Top Words in Tweet in G8:
[178] siggraph
[136] technical
[136] paper
[136] lightning
[136] talk
[136] session
[136] 早口の合成音声で内容を喋り
[136] 本人はthank
[136] youしか言わない発表が今年は多い
[136] 特にインド系と中国系

Top Words in Tweet in G9:
[173] siggraph
[87] time
[76] real
[63] 2017
[59] gamedev
[53] human
[51] houdini
[48] eightylevel
[43] unreal
[36] siggraph2017

Top Words in Tweet in G10:
[208] siggraph
[200] vfx
[124] marvel
[122] 2
[116] secrets
[116] revealed
[114] teams
[110] guardians
[108] man
[104] spider

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1355] siggraph,2017
[184] real,time
[151] siggraph,2013
[150] very,impressive
[149] flexible,muscle
[149] muscle,based
[149] based,locomotion
[149] locomotion,bipedal
[149] bipedal,creatures
[149] creatures,siggraph

Top Word Pairs in Tweet in G1:
[318] siggraph,2017
[59] siggraph,project
[59] project,lets
[59] lets,feel
[58] feel,environmental
[58] environmental,effects
[58] effects,vr
[51] virtual,reality
[45] houdini,hive
[43] hive,siggraph

Top Word Pairs in Tweet in G2:
[68] siggraph,2017
[34] virtual,reality
[23] debuts,super
[23] super,personal
[23] 3dvf,siggraph
[22] life',director
[21] 'book,life'
[21] personal,virtual
[21] reality,short
[20] siggraph,'book

Top Word Pairs in Tweet in G3:
[149] siggraph,2017
[43] 2017,photogrammetry
[43] photogrammetry,workflow
[43] workflow,tech
[43] tech,behind
[43] behind,lighting
[43] lighting,tool
[40] tool,jovercyril
[39] seblagarde,siggraph
[25] real,time

Top Word Pairs in Tweet in G4:
[200] siggraph,2017
[111] rickking16,siggraph
[67] watch,siggraph
[62] rickking16,watch
[26] virtual,reality
[26] youtube,vr
[23] bof,siggraph
[20] 2017,real
[20] real,time
[20] time,cinematics

Top Word Pairs in Tweet in G5:
[41] 3dcgで構築のリアルタイムに動くvr内デジタルヒューマン,meetmike
[41] meetmike,がsiggraph
[41] がsiggraph,2017に登場
[41] 2017に登場,約44万のポリゴン
[41] 約44万のポリゴン,3種のdeep
[41] 3種のdeep,learning使用
[40] shiropen2,3dcgで構築のリアルタイムに動くvr内デジタルヒューマン
[40] learning使用,gifで動作してるのはcgア
[38] siggraphの懇親会で落合先生に何気なく,頑張って
[38] 頑張って,と声を掛けたら周囲の先生から

Top Word Pairs in Tweet in G6:
[70] siggraph,2017
[33] mind,siggraph
[30] siggraph2017,siggraph
[30] htc,vive
[29] techreview,htc
[29] vive,modified
[29] modified,neurable
[29] neurable,reads
[29] reads,mind
[27] here's,neurable

Top Word Pairs in Tweet in G7:
[146] siggraph,2013
[145] flexible,muscle
[145] muscle,based
[145] based,locomotion
[145] locomotion,bipedal
[145] bipedal,creatures
[145] creatures,siggraph
[145] 2013,deep
[145] deep,rl
[145] rl,very

Top Word Pairs in Tweet in G8:
[136] siggraph,technical
[136] technical,paper
[136] paper,lightning
[136] lightning,talk
[136] talk,session
[136] session,早口の合成音声で内容を喋り
[136] 早口の合成音声で内容を喋り,本人はthank
[136] 本人はthank,youしか言わない発表が今年は多い
[136] youしか言わない発表が今年は多い,特にインド系と中国系
[136] 特にインド系と中国系,自分の喋る英語が

Top Word Pairs in Tweet in G9:
[62] siggraph,2017
[55] real,time
[32] siggraph,usual
[32] usual,blast
[32] blast,much
[32] much,fun
[32] fun,time
[32] time,twitter
[32] twitter,sorry
[32] sorry,everyone

Top Word Pairs in Tweet in G10:
[116] secrets,revealed
[116] revealed,marvel
[116] marvel,vfx
[114] vfx,teams
[106] guardians,2
[104] siggraph,guardians
[102] 2,spider
[102] spider,man
[102] man,secrets
[47] siggraph,2017

Top Replied-To
Top Replied-To in Entire Graph:
@techreview
@siggraph
@bartv
@hypnuscrow
@official_alexb_
@sehurlburt
@poljeremias
@self_shadow
@pjcozzi
@joshnaaman

Top Replied-To in G2:
@siggraph
@bartv
@joshnaaman
@self_shadow
@klev_paixao
@digitalmonkee
@ellioman
@guvadilk
@pixnblox
@poljeremias

Top Replied-To in G3:
@pjcozzi
@sehurlburt
@adgordy
@siggraph
@perpejulance
@thekhronosgroup
@stefanhabel
@htc
@self_shadow
@kenpex

Top Replied-To in G5:
@wraikny
@ljsabc
@nikq
@yuki36509022
@nameless911

Top Replied-To in G6:
@techreview
@venturebeat
@poljeremias
@gpanimatedshort
@siggraph_irc
@heybrucewright
@gesturetek
@htcvive
@blackmagic_news
@shanecaudle

Top Replied-To in G9:
@bartv
@filmbot

Top Replied-To in G10:
@siggraph

Top Mentioned
Top Mentioned in Entire Graph:
@siggraph
@rickking16
@hardmaru
@shigekzishihara
@uploadvr
@youtube
@4gamernews
@nvidia
@eightylevel
@thekhronosgroup

Top Mentioned in G1:
@thegreeksenergy
@startupinfo4you

Top Mentioned in G2:
@siggraph
@mexopolis
@thr
@3dvf
@cap_digital
@self_shadow
@popcornfx
@animag
@bartv
@5gier

Top Mentioned in G3:
@siggraph
@thekhronosgroup
@jovercyril
@seblagarde
@cgsociety
@nvidiadesign
@nvidia
@gltf3d
@kostasaaa
@andrewlauritzen

Top Mentioned in G4:
@rickking16
@guntersuniverse
@vr
@otoy
@sandersnake
@unity3d
@maxonc4d

Top Mentioned in G5:
@shiropen2
@drinami
@ochyai
@o_ob
@siggraph
@yuki36509022
@bravery_
@exilias
@yukipiano1

Top Mentioned in G6:
@uploadvr
@siggraph
@neurable
@htcvive
@rtovr
@hmltn
@venturebeat
@nvidia
@poljeremias
@openusd

Top Mentioned in G7:
@hardmaru
@stephinaners
@lucastheis
@eturner303
@issei_sato
@_davesullivan
@bravery_
@lorachnroll
@self_shadow
@o_ob

Top Mentioned in G8:
@shigekzishihara
@cubic9com
@exbaron
@dilmerv
@waffle_maker
@o_ob
@drinami
@hardmaru
@exilias

Top Mentioned in G9:
@eightylevel
@3dartist
@tonroosendaal
@unrealengine
@unr
@millchannel
@anastasiaopara
@siggraph
@saber_vfx
@adskmaya

Top Mentioned in G10:
@digitalla
@thr
@moviesfirst
@thecgchannel
@yogaarmy
@pixarrecruiting
@wetafx
@bryoncaldwell
@siggraph
@mvsandmore

Top Tweeters
Top Tweeters in Entire Graph:
@t_hisashi
@cloudatai
@parishatzi
@indiegamedevbot
@keisatsuken1971
@sonuise
@taxtreats
@arkangelscrap
@auldcove
@indiegamesdevel

Top Tweeters in G1:
@cloudatai
@parishatzi
@sonuise
@taxtreats
@auldcove
@ntkrnow
@krunox123
@currentsocials
@chris_1791
@feedjunkie

Top Tweeters in G2:
@drocktrot
@filmedia
@thr
@matthewacherry
@lobachevscki
@darkxaur
@robinmacnab
@fadis_
@playoverwatch
@igorcarron

Top Tweeters in G3:
@startuprealtime
@crochetragrug
@sabine_promote
@forbes
@htc
@parvez1
@calcaware
@achwaqkhalid
@raiganburns
@tweaktown

Top Tweeters in G4:
@__machia__
@rickking16
@tweetindiegames
@im2b
@icespinx11
@gamedevauto
@norio_ri
@debashis_dutta
@ps3muckel
@moranlerner

Top Tweeters in G5:
@marekingu
@fn1nk
@tokoroten510
@xeanna
@toru_inoue
@jora_joraemon
@somnium
@nameless911
@khiikiat
@bonezine

Top Tweeters in G6:
@cyndieannett
@embeddedvideo
@venturebeat
@jacklucas5
@drwave
@bjaglefeather
@real7a
@heybrucewright
@fugugames
@si

Top Tweeters in G7:
@vaaaaanquish
@aelkus
@ochibi218
@vgbdwrks
@skfwmelonpan
@hikyaku
@kaineko
@ceobillionaire
@mogulazam
@torafugu_bd

Top Tweeters in G8:
@t_hisashi
@keisatsuken1971
@dll7
@mibkai
@waseda_fablab
@kingyo_sou
@marukome_otome
@lefthorse
@roaring_dog
@sugipack

Top Tweeters in G9:
@indiegamesdevel
@nautabotnews
@thereal_rebel
@kingthedarkdhn
@alphasystech
@indiedevsunite
@irishetchings
@gamedesigners
@i_rsc
@indiedevrts

Top Tweeters in G10:
@indiegamedevbot
@aprendergamedev
@gamedevbrbot
@zennie62
@3ative
@yogaarmy
@joepranaitis
@animatorspal
@djdizzidee
@vidsocial