recsys OR recsys22 OR recsys2022, Twitter, 3/12/2023 5:17:15 AM, 290937


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recsys OR recsys22 OR recsys2022_2023-03-11_21-07-15.xlsx
recsys OR recsys22 OR recsys2022_2023-03-11_21-07-15.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 12, 2023
Short Description:
recsys OR recsys22 OR recsys2022 via NodeXL https://bit.ly/3Fhpaoo
@talkdatatomee
@tunguz
@juicecountyeth
@elonmusk
@acmrecsys
@radekosmulski
@andrygiles
@kirkdborne
@xamat
@eugeneyan

Top hashtags:
#recsys
#recsys2022
#datascience
#ai
#machinelearning
#bigdata

Description:
Description
The graph represents a network of 4,480 Twitter users whose recent tweets contained "recsys OR recsys22 OR recsys2022", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/11/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 12 March 2023 at 05:11 UTC.

The tweets in the network were tweeted over the 2553-day, 8-hour, 58-minute period from Monday, 14 March 2016 at 15:57 UTC to Sunday, 12 March 2023 at 00:56 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 4480
Unique Edges : 3082
Edges With Duplicates : 9412
Total Edges : 12494
Number of Edge Types : 9
Retweet : 3011
MentionsInRetweet : 3998
MentionsInReplyTo : 2342
Mentions : 707
Tweet : 1159
Replies to : 969
MentionsInQuote : 125
Quote : 133
MentionsInQuoteReply : 50
Self-Loops : 1763
Reciprocated Vertex Pair Ratio : 0.056826178747361
Reciprocated Edge Ratio : 0.10754120193108
Connected Components : 693
Single-Vertex Connected Components : 372
Maximum Vertices in a Connected Component : 2029
Maximum Edges in a Connected Component : 7467
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.437814
Graph Density : 0.00029936329856792
Modularity : 0.459448
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,480 Twitter users whose recent tweets contained "recsys OR recsys22 OR recsys2022", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/11/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 12 March 2023 at 05:11 UTC.

The tweets in the network were tweeted over the 2553-day, 8-hour, 58-minute period from Monday, 14 March 2016 at 15:57 UTC to Sunday, 12 March 2023 at 00:56 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : recsys OR recsys22 OR recsys2022
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:
[70] https://medium.com/better-ml/recsys-model-serving-embeddings-e5a87e67a249
[64] https://www.topbots.com/recommender-systems-offline-evaluation/
[60] https://www.datasciencecentral.com/profiles/blogs/remarkable-applications-of-data-science
[55] https://www.tandfonline.com/doi/full/10.1080/09540253.2021.1884200?src=recsys
[55] https://twitter.com/ConceptualJames/status/1617349568483692544/photo/1
[44] https://developers.cyberagent.co.jp/blog/archives/38014/
[32] https://twinybots.ch/
[31] https://www.tandfonline.com/doi/full/10.1080/14623520601056240?src=recsys
[30] https://www.nvidia.com/en-us/launchpad/ai/build-session-based-recommenders/?ncid=so-nvsh-730673#cid=dl29_so-nvsh_en-us
[26] https://medium.com/@kirk.borne/association-rule-mining-not-your-typical-ml-algorithm-97acda6b86c2

Top URLs in Tweet in G1:
[2] https://twitter.com/tanyakanrl/status/1620591534566703104
[1] https://about.instagram.com/blog/announcements/shedding-more-light-on-how-instagram-works
[1] https://twitter.com/nmonarizqa/status/1620940058424483845
[1] https://twitter.com/tanyakanrl/status/1620591534566703104/photo/1
[1] https://www.tandfonline.com/doi/full/10.11120/ital.2006.05040249?src=recsys

Top URLs in Tweet in G2:
[37] https://developers.cyberagent.co.jp/blog/archives/38014/
[19] https://www.m3tech.blog/entry/2022/12/18/110000
[19] https://corp.zozo.com/topics/20221004-recsys2022/
[14] https://takuti.me/ja/note/recsys-2021-ab-ndcg/
[12] https://connpass.com/event/261571/
[12] https://corise.com/track/search
[11] https://speakerdeck.com/zerebom/recsys2022-lun-wen-du-mihui-shao-jie-tutorial-psychology-informed-recommender-systems
[8] https://www.jstage.jst.go.jp/article/jjsai/38/1/38_85/_article/-char/ja/
[6] https://doordash.engineering/2022/10/05/homepage-recommendation-with-exploitation-and-exploration/
[6] https://connpass.com/event/261571/?utm_campaign=event_participate_to_follower&utm_source=notifications&utm_medium=twitter

Top URLs in Tweet in G3:
[17] https://academic.oup.com/crawlprevention/governor?content=%2fjoc%2fadvance-article%2fdoi%2f10.1093%2fjoc%2fjqac047%2f6958533%3fsearchresult%3d1
[15] https://recsys.acm.org/recsys23/call/#content-tab-1-3-tab
[12] https://twitter.com/JoeranBeel/status/1574479829864521730/photo/1
[12] https://recsys.acm.org/recsys23/call/#content-tab-1-4-tab
[10] https://recsys.acm.org/recsys23/dates/
[7] https://medium.com/nvidia-merlin/recommender-systems-not-just-recommender-models-485c161c755e
[6] https://register.nvidia.com/events/widget/nvidia/gtcspring2023/1674855343102001AFZp?ncid=so-nvsh-113476
[6] https://www.nvidia.com/en-us/launchpad/ai/build-session-based-recommenders/?ncid=so-nvsh-730673#cid=dl29_so-nvsh_en-us
[5] https://smit.vub.ac.be/vacancy/phd-researcher-algorithms-in-media-strategies
[4] https://twitter.com/meghna_verma15/status/1575879454714466304/photo/1

Top URLs in Tweet in G4:
[23] https://www.nvidia.com/en-us/launchpad/ai/build-session-based-recommenders/?ncid=so-nvsh-730673#cid=dl29_so-nvsh_en-us
[22] https://medium.com/better-ml/recsys-model-serving-embeddings-e5a87e67a249
[19] https://twinybots.ch/
[9] https://register.nvidia.com/events/widget/nvidia/gtcspring2023/1674855343102001AFZp?ncid=so-nvsh-113476
[8] https://connpass.com/event/261571/?utm_campaign=event_participate_to_follower&utm_source=notifications&utm_medium=twitter
[7] https://developers.cyberagent.co.jp/blog/archives/38014/
[5] https://techtekt.persol-career.co.jp/entry/tech/221018_01
[4] https://twitter.com/MelanieHanser/status/1577010209117044742/photo/1
[4] https://twitter.com/saurabhchh12/status/1577922300443328514/photo/1
[4] https://twitter.com/CoffeeTravelUK/status/1575386839330033664/photo/1

Top URLs in Tweet in G5:
[10] https://medium.com/nvidia-merlin/data-cleaning-and-preprocessing-for-recommender-systems-based-on-nvidias-use-case-778188b3f2aa
[8] https://medium.com/nvidia-merlin/nvidia-merlin-meets-the-mlops-ecosystem-building-a-production-ready-recsys-pipeline-on-cloud-1a16c156166b
[3] https://twitter.com/shendusuipian/status/1616261869630795777/photo/1
[2] https://www.nvidia.com/gtc/?ncid=ref-inor-589587
[2] https://github.com/EmbraceLife/My_Journey_on_Kaggle/blob/main/OTTO%20Recsys%20Comp%20(New).md#a-growing-reflections-on-otto-from-a-beginners-perspective--notebook-54ebe4
[2] https://www.kaggle.com/competitions/otto-recommender-system/discussion/379291
[1] https://twitter.com/radekosmulski/status/1496862506324672515?s=20
[1] https://www.youtube.com/watch?v=gtPEX_eRAVo&feature=youtu.be

[1] https://twitter.com/radekosmulski/status/1590909701797007360/photo/1
[1] https://www.kaggle.com/code/radek1/matrix-factorization-pytorch-merlin-dataloader

Top URLs in Tweet in G6:
[64] https://www.topbots.com/recommender-systems-offline-evaluation/
[55] https://www.datasciencecentral.com/profiles/blogs/remarkable-applications-of-data-science
[48] https://medium.com/better-ml/recsys-model-serving-embeddings-e5a87e67a249
[24] https://medium.com/@kirk.borne/association-rule-mining-not-your-typical-ml-algorithm-97acda6b86c2
[20] https://www.datasciencecentral.com/profiles/blogs/machine-learning-in-one-picture
[19] http://www.datasciencecentral.com/profiles/blogs/a-framework-for-automated-rating-of-online-reviews-against-the
[11] https://twinybots.ch/
[7] https://www.datasciencecentral.com/top-ways-in-which-data-science-improves-e-commerce-sales/
[5] https://github.com/mJackie/RecSys
[4] https://twitter.com/gp_pulipaka/status/1634640852986343424/photo/1

Top URLs in Tweet in G7:
[9] https://www.tandfonline.com/doi/abs/10.1080/00908310390142389?src=recsys
[6] https://www.scirp.org/journal/paperinformation.aspx?paperid=97917
[5] https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/92JD01311
[4] https://www.gfdl.noaa.gov/bibliography/related_files/sbf8101.pdf
[4] https://twitter.com/AndryGiles/status/1625686235866886144/photo/1
[4] https://twitter.com/AndryGiles/status/1617228253344989184/photo/1
[4] https://twitter.com/AndryGiles/status/1574200492657238017/photo/1
[2] https://www.worldscientific.com/doi/abs/10.1142/S021797920904984X?cookieSet=1
[2] https://twitter.com/TyotoRiffle/status/1625579447448481794/photo/1
[1] https://agupubs.onlinelibrary.wiley.com/doi/epdf/10.1029/JD090iD06p10541

Top URLs in Tweet in G8:
[2] https://arxiv.org/pdf/2209.07663.pdf
[2] https://twitter.com/random_walker/status/1603446153063735296
[2] https://twitter.com/jonathanstray/status/1589713981811617792/photo/1
[1] https://twitter.com/CatalinaGoanta/status/1594279340761554944/photo/1
[1] https://twitter.com/CatalinaGoanta/status/1604162368455458816/video/1
[1] https://github.com/acmi-lab/cmu-10732-robustness-adaptivity-shift/blob/main/Schedule.md
[1] https://arxiv.org/abs/2302.11225
[1] https://linkinghub.elsevier.com/retrieve/pii/S0950705117300680
[1] https://www.wired.com/story/how-facebook-wants-to-improve-the-quality-of-your-news-feed/
[1] https://arxiv.org/abs/2207.10192

Top URLs in Tweet in G9:
[3] https://go.comet.ml/webinar-recommender-systems-for-business-impact.html?utm_source=organic_social&utm_medium=twitter&utm_content=1667500564
[3] https://www.evidentlyai.com/blog/ama-jacopo-tagliabue
[2] https://www.cikm2022.org/
[2] https://register.nvidia.com/events/widget/nvidia/gtcspring2023/1674855343102001AFZp?ncid=so-nvsh-113476
[1] https://twitter.com/nhelberger/status/1596178999826591744/photo/1
[1] https://login.proxy.uba.uva.nl/login?qurl=https://www.tandfonline.com%2ftoc%2frdij20%2fcurrent
[1] https://register.nvidia.com/events/widget/nvidia/gtcspring2023/1674855343102001AFZp?ncid=so-twit-903575&=&linkId=100000188930530
[1] https://twitter.com/NVIDIAAIDev/status/1630621359381397515/photo/1
[1] https://www.nvidia.com/en-us/launchpad/ai/build-session-based-recommenders/?ncid=so-twit-455972&=&linkId=100000179761493#cid=dl19_so-twit_en-us
[1] https://twitter.com/NVIDIAAIDev/status/1617568597102018570/photo/1

Top URLs in Tweet in G10:
[31] https://www.tandfonline.com/doi/full/10.1080/14623520601056240?src=recsys
[2] https://twitter.com/mangawy152/status/1605346509423226880/photo/1
[1] https://www.tandfonline.com/doi/full/10.1080/01402390801940443?src=recsys
[1] https://twitter.com/SabineSterk/status/1622114638836948992/photo/1
[1] https://twitter.com/RabbiAmramBlau/status/1612062229217558528/video/1
[1] https://twitter.com/Ostrov_A/status/1605306572141432832/photo/1
[1] https://twitter.com/Kuffiyateam/status/1599437785701629953/photo/1
[1] https://twitter.com/Kuffiyateam/status/1600075391804133376/photo/1
[1] https://jstreet.org/press-releases/jewish-american-groups-oppose-kevin-mccarthys-threats-to-strip-democratic-lawmakers-of-committee-assignments/#.Y5j8n3bMIuU
[1] https://twitter.com/AIPAC/status/1603046413155418113/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[978] twitter.com
[779] tandfonline.com
[157] bilibili.tv
[148] medium.com
[110] datasciencecentral.com
[99] acm.org
[72] arxiv.org
[65] nvidia.com
[64] topbots.com
[53] co.jp

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

Top Domains in Tweet in G2:
[86] twitter.com
[39] co.jp
[19] m3tech.blog
[19] zozo.com
[18] connpass.com
[16] wantedly.com
[16] takuti.me
[15] acm.org
[13] arxiv.org
[12] corise.com

Top Domains in Tweet in G3:
[289] twitter.com
[69] acm.org
[27] arxiv.org
[22] nvidia.com
[17] oup.com
[15] medium.com
[12] ac.be
[7] recommender-systems.com
[7] github.io
[7] dy.si

Top Domains in Tweet in G4:
[233] tandfonline.com
[107] twitter.com
[92] bilibili.tv
[32] nvidia.com
[28] medium.com
[21] acs.org
[19] twinybots.ch
[14] co.jp
[11] google.com
[10] rwth-aachen.de

Top Domains in Tweet in G5:
[29] twitter.com
[21] medium.com
[11] kaggle.com
[7] github.com
[4] youtube.com
[3] nvidia.com
[1] arxiv.org
[1] towardsdatascience.com
[1] aicamp.ai
[1] nextplatform.com

Top Domains in Tweet in G6:
[103] datasciencecentral.com
[74] medium.com
[64] topbots.com
[36] twitter.com
[11] twinybots.ch
[8] github.com
[5] analyticsindiamag.com
[2] researchgate.net
[2] tandfonline.com
[2] or.kr

Top Domains in Tweet in G7:
[15] twitter.com
[9] tandfonline.com
[7] scirp.org
[6] wiley.com
[4] noaa.gov
[2] worldscientific.com
[1] omicsonline.org
[1] dropbox.com
[1] hindawi.com
[1] globalwitness.org

Top Domains in Tweet in G8:
[7] twitter.com
[4] arxiv.org
[1] github.com
[1] elsevier.com
[1] wired.com
[1] medium.com
[1] knightcolumbia.org

Top Domains in Tweet in G9:
[25] twitter.com
[7] nvidia.com
[4] evidentlyai.com
[3] comet.ml
[2] github.com
[2] cikm2022.org
[1] uva.nl
[1] reclist.io
[1] twimlcon.com
[1] csdn.net

Top Domains in Tweet in G10:
[32] tandfonline.com
[17] twitter.com
[2] haaretz.com
[1] jstreet.org
[1] worldisraelnews.com
[1] wikipedia.org
[1] unicornriot.ninja

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[508] recsys
[321] recsys2022
[236] datascience
[233] ai
[222] machinelearning
[196] bigdata
[84] recsys2023
[75] artificialintelligence
[70] ml
[70] iot



Top Hashtags in Tweet in G2:
[76] recsys
[39] recsys2022
[19] recsys2022論文読み会
[9] machinelearning
[8] ml
[8] ai
[5] thewebconf
[4] recsys22
[4] recsys2023
[3] mlops

Top Hashtags in Tweet in G3:
[228] recsys2022
[228] recsys
[77] recsys2023
[39] recsys22
[24] phd
[16] umap2023
[16] cfp
[12] womeninrecsys
[12] fairness
[12] humaint

Top Hashtags in Tweet in G4:
[53] recsys
[28] machinelearning
[22] artificialintelligence
[21] learning
[13] recsys2022
[10] ceurws
[9] gtc23
[9] recsys2022論文読み会
[5] ai
[3] twitter

Top Hashtags in Tweet in G5:
[12] datascience
[9] ai
[5] hpc
[4] recsys
[4] ml
[2] ds
[2] sigir2023
[2] bigdata
[1] machinelearning
[1] recommendersystems

Top Hashtags in Tweet in G6:
[194] datascience
[183] bigdata
[170] ai
[151] machinelearning
[66] iot
[66] iiot
[62] predictiveanalytics
[58] nlproc
[58] analytics
[50] artificialintelligence

Top Hashtags in Tweet in G7:
[3] climatescam
[1] climatecrisis

Top Hashtags in Tweet in G8:
[2] titktok
[2] recsys
[1] scotus230
[1] ai

Top Hashtags in Tweet in G9:
[20] recsys
[9] gtc23
[8] projectoftheweek
[5] evalrs
[3] opensource
[3] recsys2022
[2] mlops
[2] ml
[2] machinelearning
[1] recommendersystems

Top Hashtags in Tweet in G10:
[1] chanukah
[1] freepalestine
[1] alllivesmatter

Top Words
Top Words in Tweet in Entire Graph:
[1246] recsys
[559] yang
[556] ini
[555] bisa
[555] dengan
[551] suggestion
[551] kamu
[551] jadi
[551] apa
[550] tuh

Top Words in Tweet in G1:
[551] bisa
[550] kamu
[550] ini
[550] yang
[550] apa
[550] jadi
[550] berdasar
[550] dengan
[549] rada
[549] suggestion

Top Words in Tweet in G2:
[337] recsys
[123] 2022
[121] xamat
[112] lot
[105] recommendations
[104] paper
[99] read
[96] many
[94] wantedly
[92] first

Top Words in Tweet in G3:
[229] #recsys
[228] #recsys2022
[152] acmrecsys
[148] recommender
[135] systems
[116] recsys
[96] paper
[86] facctrec
[82] workshop
[80] more

Top Words in Tweet in G4:
[138] recsys
[80] polyaniline
[80] cells
[80] electrode
[80] dye
[80] nanostructured
[80] materials
[80] sensitized
[80] synthesis
[80] counter

Top Words in Tweet in G5:
[226] recsys
[155] radekosmulski
[103] merlin
[89] kaggle
[68] otto
[67] train
[65] competition
[64] use
[56] models
[56] two

Top Words in Tweet in G6:
[194] #datascience
[187] kirkdborne
[183] #bigdata
[170] #ai
[151] #machinelearning
[80] recommender
[75] applications
[73] system
[68] recsys
[68] metrics

Top Words in Tweet in G7:
[14] andrygiles
[14] 3ghtweets
[12] jgorman2424
[12] jimdtweet
[11] mikedel21893959
[10] co2
[10] bernab_2013
[10] science
[9] vlaamse_zaak
[9] kenneth72712993

Top Words in Tweet in G8:
[52] adaptation
[51] structured
[51] focusing
[51] fall
[51] 10732
[51] robustness
[51] causally
[51] environments
[51] shifting
[51] cmu

Top Words in Tweet in G9:
[43] recsys
[22] recommender
[20] build
[20] #recsys
[16] systems
[16] jacopotagliabue
[16] join
[15] mlops
[15] access
[15] session

Top Words in Tweet in G10:
[30] elimination
[30] settler
[30] colonialism
[30] native
[9] israel
[8] israeli
[7] palestinian
[6] one
[5] state
[5] people

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[549] berdasar,apa
[549] suka,eeeits
[549] apa,yang
[549] kamu,suka
[549] tuh,berdasar
[549] dengan,kepercayaan
[549] kepercayaan,orang2
[549] ini,bisa
[549] eeeits,belum
[549] orang2,ini

Top Word Pairs in Tweet in G1:
[549] tuh,berdasar
[549] rada,kontra
[549] ini,bisa
[549] kontra,dengan
[549] yang,kamu
[549] kepercayaan,orang2
[549] kamu,suka
[549] suka,eeeits
[549] berdasar,apa
[549] tentu,rada

Top Word Pairs in Tweet in G2:
[115] recsys,2022
[87] paper,read
[87] lot,speculated
[87] read,team
[87] team,many
[87] first,paper
[87] tiktok's,recommendations
[87] speculated,tiktok's
[87] recommendations,first
[86] many,interes

Top Word Pairs in Tweet in G3:
[123] recommender,systems
[38] week,#recsys2022
[35] maxharp3r,vanessa_murdock
[32] last,week
[32] chaired,maxharp3r
[32] #recsys2022,co
[32] vanessa_murdock,biggest
[32] biggest,challenge
[32] co,chaired
[32] challenge,conference

Top Word Pairs in Tweet in G4:
[80] dye,sensitized
[80] sensitized,solar
[80] facilitated,synthesis
[80] materials,dye
[80] micelle,facilitated
[80] counter,electrode
[80] reverse,micelle
[80] synthesis,nanostructured
[80] polyaniline,counter
[80] electrode,materials

Top Word Pairs in Tweet in G5:
[59] recsys,competition
[56] otto,recsys
[54] kaggle,otto
[51] tensorflow,pytorch
[51] radekosmulski,train
[50] merlin,dataloaders
[50] 400x,faster
[50] two,examples
[50] pytorch,recsys
[50] models,400x

Top Word Pairs in Tweet in G6:
[71] recommender,system
[64] system,good
[64] metrics,help
[64] #ai,#machinelearning
[64] determine,recommender
[64] good,topbots
[64] help,determine
[63] kirkdborne,metrics
[63] topbots,#datascienc
[63] #iot,#iiot

Top Word Pairs in Tweet in G7:
[6] markinkorea,cbeckj
[6] frankd06830,lesterdent
[6] usna_73,peblackstock
[6] co2,radiatively
[6] cbeckj,frankd06830
[6] cools,earth
[6] radiatively,cools
[5] rln_nelson,mikedel21893959
[5] faktantarkast10,kenneth72712993
[5] kenneth72712993,tedverwey

Top Word Pairs in Tweet in G8:
[51] causally,structured
[51] 10732,robustness
[51] shifting,environments
[51] leading,cmu
[51] cmu,10732
[51] fall,leading
[51] focusing,causally
[51] robustness,adaptation
[51] adaptation,shifting
[51] environments,focusing

Top Word Pairs in Tweet in G9:
[15] recommender,systems
[9] experts,latest
[9] #gtc23,register
[9] access,experts
[9] insights,access
[9] training,insights
[9] systems,#gtc23
[9] latest,recommender
[8] build,production
[8] lead,lots

Top Word Pairs in Tweet in G10:
[30] colonialism,elimination
[30] settler,colonialism
[30] elimination,native
[3] israeli,army
[3] anti,israel
[3] larafriedmandc,settler
[2] haguejustice,noradcommand
[2] lailaalarian,rulajebreal
[2] noradcommand,nsagov
[2] ilhan,omar

Top Replied-To
Top Replied-To in Entire Graph:
@holledge
@vboykis
@xamat
@elonmusk
@randy_au
@marktenenholtz
@andrygiles
@yoavgo
@mdekstrand
@karlhigley

Top Replied-To in G1:
@ayahhasann
@eno_bening
@nmonarizqa

Top Replied-To in G2:
@vboykis
@xamat
@yoavgo
@eugeneyan
@ted_underwood
@karlhigley
@jobergum
@eprosenthal
@bharatr123
@htenenbaum

Top Replied-To in G3:
@seguraandres7
@mdekstrand
@remilouf
@erasmopurif11
@recsys_c
@rajiinio
@jengolbeck
@acmrecsys
@vanessa_murdock
@giusspillo

Top Replied-To in G5:
@marktenenholtz
@tunguz
@radekosmulski
@samnaqvi_1212
@itsnishant14
@xiongchenyan
@debforit
@al_grigor
@realgeorgehotz
@svpino

Top Replied-To in G7:
@andrygiles
@benmooreau
@tyotoriffle
@movie_gal_10
@vlaamse_zaak
@unclechopperrip
@nickapalmer
@asinister
@8el1n

Top Replied-To in G8:
@jonathanstray
@j2bryson
@mdekstrand
@lexzard
@rreisman
@jaivinwylde
@uber__oso
@leonderczynski
@carolinesinders
@heatherread

Top Replied-To in G9:
@al_grigor
@vboykis
@vanessa_murdock

Top Replied-To in G10:
@richimedhurst
@larafriedmandc
@harbpeace
@mintpressnews
@kuffiyateam
@ostrov_a
@cia
@sabinesterk
@roycasagranda
@swilkinsonbc

Top Mentioned
Top Mentioned in Entire Graph:
@nmonarizqa
@kirkdborne
@radekosmulski
@acmrecsys
@xamat
@kaggle
@facctrec
@topbots
@zacharylipton
@gp_pulipaka

Top Mentioned in G1:
@nmonarizqa

Top Mentioned in G2:
@xamat
@vboykis
@jy_msc
@usait0
@consequences_ws
@yu__ya4
@eugeneyan
@zerebom_3
@ca_developers
@masa_kazama

Top Mentioned in G3:
@acmrecsys
@facctrec
@maxharp3r
@vanessa_murdock
@jengolbeck
@rajamifa
@anneliensmets
@erik_knudsen
@recsys_c
@christine_bauer

Top Mentioned in G4:
@adevotedyogi
@bilalsdadvocate
@sandra04850184
@sixandlaura
@davidasboth
@subyroy
@drfrankwilson
@sustainhistory
@cfiesler

Top Mentioned in G5:
@radekosmulski
@kaggle
@tunguz
@nikhilk79711688
@bhutanisanyam1
@nvidia
@xamat
@kagglingdieter
@rapidsai
@ak_ronay

Top Mentioned in G6:
@kirkdborne
@topbots
@gp_pulipaka
@genericgranola
@stephenstonking
@mlrepositories
@analyticsindiam
@carlesdijous
@digitalhealthxx
@aqiltariq

Top Mentioned in G7:
@3ghtweets
@jimdtweet
@jgorman2424
@mikedel21893959
@bernab_2013
@noelturner194
@kenneth72712993
@rln_nelson
@nikolovscience
@veritatem2021

Top Mentioned in G8:
@zacharylipton
@catalinagoanta
@random_walker
@karlhigley
@craigboutilier
@__lucab
@daphnehk
@xamat
@mchrisriley
@techpolicypress

Top Mentioned in G9:
@jacopotagliabue
@datatalksclub
@nvidiaaidev
@hugobowne
@nhelberger
@outerboundshq
@al_grigor
@cikm2022
@sannevrijenhoek
@mlopscommunity

Top Mentioned in G10:
@idf
@jstreetdotorg
@haguejustice
@noradcommand
@nsagov
@dhsgov
@usarmy
@usairforce
@usnavy
@navy_jag

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@watdaswnsay
@britpoptarts
@nnxn_iii
@nerotanprprb_4
@func_hs
@rahul05ranjan
@o_fabriciosouza
@botliberalisme
@reuters

Top Tweeters in G1:
@tanyakanrl
@yohandavin
@murkleechan
@fpoemsh
@yohoyoloyolo
@sofiana12_
@jamkkodaes
@ainoobeat
@putusambernyawa
@niskalaksamerta

Top Tweeters in G2:
@func_hs
@savetonotion
@education_24x7
@rattibha
@niszet0
@ayirpelle
@drqyuto
@slackhq
@marriagetheorem
@morioka

Top Tweeters in G3:
@edimosip
@imabit_inc
@pipo1245671
@hasdid
@targatocn
@zarchasmpgmr
@workingbnb
@mgg_2012
@krishaamer
@subhobrata1

Top Tweeters in G4:
@jimmyroybloom
@adevotedyogi
@friedrichhayek
@stanleyepstein
@subyroy
@eagerbeavertech
@nerubesa
@mediaor
@lalaruefrench75
@milocamj

Top Tweeters in G5:
@libardopez
@muktabh
@__tarororobun
@tawatawara
@tunguz
@jp_axs4ll
@jeremyphoward
@hpc_guru
@frangodapadaria
@feedsupervised

Top Tweeters in G6:
@chidambara09
@rahul05ranjan
@o_fabriciosouza
@hubofml
@gmizrachi
@ml_tweet_bot
@ssxman2
@pvalsfr
@pythonroboto
@carlesdijous

Top Tweeters in G7:
@veronicatalbot9
@movie_gal_10
@friendsoscience
@mark_melbin
@davestewart4444
@tony__heller
@veritatem2021
@dawntj90
@vlaamse_zaak
@socalbohogal

Top Tweeters in G8:
@entgrcsolutions
@renato_umeton
@tiktok_us
@iethics
@gowthamsadasiva
@carolinesinders
@j2bryson
@braneloop
@cendemtech
@ruthstarkman

Top Tweeters in G9:
@douglaschongys
@imnickhuber
@cilcilocil
@tulkas72
@zidane197302142
@almanafsivi
@lbiedma17
@samcharrington
@udmrzn
@shugars

Top Tweeters in G10:
@christinejameis
@nytimes
@timesofisrael
@marc_leibowitz
@ostrov_a
@tlsmith1963
@koshersemite
@mintpressnews
@genkiclytie
@laielkha