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recsys OR recsys22 OR recsys2022_2023-02-04_21-07-15.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 05, 2023
Short Description:
recsys OR recsys22 OR recsys2022 via NodeXL https://bit.ly/3HxwTPj
@acmrecsys
@radekosmulski
@tunguz
@talkdatatomee
@juicecountyeth
@elonmusk
@kirkdborne
@xamat
@andrygiles
@nmonarizqa

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

Description:
Description
The graph represents a network of 4,122 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 2/4/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 05 February 2023 at 05:11 UTC.

The tweets in the network were tweeted over the 2518-day, 8-hour, 48-minute period from Monday, 14 March 2016 at 15:57 UTC to Sunday, 05 February 2023 at 00:46 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 : 4122
Unique Edges : 2941
Edges With Duplicates : 9548
Total Edges : 12489
Number of Edge Types : 9
Retweet : 3061
MentionsInRetweet : 4192
MentionsInReplyTo : 2097
Mentions : 883
Tweet : 1091
Replies to : 854
MentionsInQuote : 119
Quote : 141
MentionsInQuoteReply : 51
Self-Loops : 1682
Reciprocated Vertex Pair Ratio : 0.0648451730418944
Reciprocated Edge Ratio : 0.121792678754704
Connected Components : 607
Single-Vertex Connected Components : 353
Maximum Vertices in a Connected Component : 1888
Maximum Edges in a Connected Component : 7886
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.981691
Graph Density : 0.000344150344839117
Modularity : 0.436633
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,122 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 2/4/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 05 February 2023 at 05:11 UTC.

The tweets in the network were tweeted over the 2518-day, 8-hour, 48-minute period from Monday, 14 March 2016 at 15:57 UTC to Sunday, 05 February 2023 at 00:46 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:
[71] https://medium.com/better-ml/recsys-model-serving-embeddings-e5a87e67a249
[64] https://www.topbots.com/recommender-systems-offline-evaluation/
[61] https://www.datasciencecentral.com/profiles/blogs/remarkable-applications-of-data-science
[57] https://www.tandfonline.com/doi/full/10.1080/09540253.2021.1884200?src=recsys
[57] https://twitter.com/ConceptualJames/status/1617349568483692544/photo/1
[43] https://developers.cyberagent.co.jp/blog/archives/38014/
[33] https://twinybots.ch/
[32] https://twitter.com/alansaid/status/1573070172478664704/photo/1
[30] https://www.tandfonline.com/doi/full/10.1080/14623520601056240?src=recsys
[28] https://www.nvidia.com/en-us/launchpad/ai/build-session-based-recommenders/?ncid=so-nvsh-730673#cid=dl29_so-nvsh_en-us

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:
[32] https://twitter.com/alansaid/status/1573070172478664704/photo/1
[20] https://www.getsphere.com/ml-engineering/designing-state-of-the-art-recommender-systems?source=Sphere-twitter-recsysconference-replies
[12] https://recsys.acm.org/recsys23/dates/
[12] https://recsys.acm.org/recsys23/call/#content-tab-1-3-tab
[12] https://twitter.com/JoeranBeel/status/1574479829864521730/photo/1
[10] https://twitter.com/ssahebi/status/1572724519772778496/photo/1
[9] https://twitter.com/christine_bauer/status/1573064481697329152/photo/1
[7] https://medium.com/nvidia-merlin/recommender-systems-not-just-recommender-models-485c161c755e
[6] https://twitter.com/ACMRecSys/status/1572743960912891905/photo/1
[6] https://www.nvidia.com/en-us/launchpad/ai/build-session-based-recommenders/?ncid=so-nvsh-730673#cid=dl29_so-nvsh_en-us

Top URLs in Tweet in G3:
[22] https://www.nvidia.com/en-us/launchpad/ai/build-session-based-recommenders/?ncid=so-nvsh-730673#cid=dl29_so-nvsh_en-us
[21] https://medium.com/better-ml/recsys-model-serving-embeddings-e5a87e67a249
[18] https://twinybots.ch/
[9] 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
[4] https://twitter.com/LissetteMaqueda/status/1575600240870268939/photo/1

Top URLs in Tweet in G4:
[12] https://corise.com/track/search
[8] https://recsys.social/@Randy_Au
[5] https://www.jstage.jst.go.jp/article/jjsai/38/1/38_85/_article/-char/ja/
[5] https://doordash.engineering/2022/10/05/homepage-recommendation-with-exploitation-and-exploration/
[4] https://twitter.com/usait0/status/1310046958027907074/photo/1
[4] https://recsys.social/
[4] https://twinybots.ch/
[4] https://twitter.com/researchdeezer/status/1572345963599245315/photo/1
[3] https://twitter.com/vboykis/status/1608071641027813378/photo/1
[3] https://data-folks.masto.host/

Top URLs in Tweet in G5:
[64] https://www.topbots.com/recommender-systems-offline-evaluation/
[56] https://www.datasciencecentral.com/profiles/blogs/remarkable-applications-of-data-science
[47] https://medium.com/better-ml/recsys-model-serving-embeddings-e5a87e67a249
[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
[9] https://twinybots.ch/
[7] https://www.datasciencecentral.com/top-ways-in-which-data-science-improves-e-commerce-sales/
[4] https://twitter.com/gp_pulipaka/status/1598884993824161792/photo/1
[2] https://researchgate.net/publication/316848945_A_Framework_for_Automated_Rating_of_Online_Reviews_Against_the_Underlying_Topics
[2] https://blog.hubspot.com/marketing/ab-testing-machine-learning

Top URLs in Tweet in G6:
[10] https://medium.com/nvidia-merlin/data-cleaning-and-preprocessing-for-recommender-systems-based-on-nvidias-use-case-778188b3f2aa
[6] https://developers.cyberagent.co.jp/blog/archives/38014/
[3] https://twitter.com/shendusuipian/status/1616261869630795777/photo/1
[3] https://go.comet.ml/webinar-recommender-systems-for-business-impact.html?utm_source=organic_social&utm_medium=twitter&utm_content=1667500564
[2] https://connpass.com/event/261571/?utm_campaign=event_participate_to_follower&utm_source=notifications&utm_medium=twitter
[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://medium.com/nvidia-merlin/building-a-diverse-models-ensemble-for-fashion-session-based-recommendation-for-recsys2022-2419d2182c4c
[1] https://twitter.com/radekosmulski/status/1590909701797007360/photo/1
[1] https://www.youtube.com/watch?v=gtPEX_eRAVo&feature=youtu.be


Top URLs in Tweet in G7:
[29] https://developers.cyberagent.co.jp/blog/archives/38014/
[21] https://recsyslab.github.io/recsys-python/
[18] https://www.m3tech.blog/entry/2022/12/18/110000
[15] https://corp.zozo.com/topics/20221004-recsys2022/
[14] https://takuti.me/ja/note/recsys-2021-ab-ndcg/
[10] https://speakerdeck.com/zerebom/recsys2022-lun-wen-du-mihui-shao-jie-tutorial-psychology-informed-recommender-systems
[9] https://connpass.com/event/261571/
[4] https://us.wantedly.com/companies/wantedly/post_articles/434552
[4] https://connpass.com/event/261571/?utm_campaign=event_participate_to_follower&utm_source=notifications&utm_medium=twitter
[3] https://us.wantedly.com/companies/wantedly/post_articles/436535

Top URLs in Tweet in G8:
[7] https://www.tandfonline.com/doi/abs/10.1080/00908310390142389?src=recsys
[4] https://www.scirp.org/journal/paperinformation.aspx?paperid=97917
[4] https://twitter.com/AndryGiles/status/1617228253344989184/photo/1
[4] https://twitter.com/AndryGiles/status/1574200492657238017/photo/1
[3] https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/92JD01311
[2] https://www.worldscientific.com/doi/abs/10.1142/S021797920904984X?cookieSet=1
[2] https://www.gfdl.noaa.gov/bibliography/related_files/sbf8101.pdf
[1] https://agupubs.onlinelibrary.wiley.com/doi/epdf/10.1029/JD090iD06p10541
[1] https://www.scirp.org/genericerrorpage.htm
[1] https://www.omicsonline.org/open-access/New-Insights-on-the-Physical-Nature-of-the-Atmospheric-Greenhouse-Effect-Deduced-from-an-Empirical-Planetary-Temperature-Model.pdf

Top URLs in Tweet in G9:
[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
[2] https://events.tecton.ai/home/events/apply-recsys-2022-12-06?utm_source=twitter.com&utm_medium=social&utm_campaign=apply+conf+may+2022&utm_content=organic+social+
[2] https://www.tecton.ai/blog/guide-to-building-online-recommendation-system/?utm_source=twitter.com&utm_medium=social&utm_campaign=blog+thought+leadership&utm_content=organic+social
[2] https://twitter.com/IVDA_UZH/status/1603067215955300352/photo/1
[2] https://www.tecton.ai/blog/guide-to-building-online-recommendation-system/
[1] https://twitter.com/ialhazwani/status/1577968575737987072/photo/1
[1] https://twitter.com/CatalinaGoanta/status/1594279340761554944/photo/1
[1] https://twitter.com/CatalinaGoanta/status/1604162368455458816/video/1

Top URLs in Tweet in G10:
[30] 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/RabbiAmramBlau/status/1612062229217558528/video/1
[1] https://twitter.com/Ostrov_A/status/1605306572141432832/photo/1
[1] https://worldisraelnews.com/aipac-slams-j-street-for-defending-ilhan-omar/
[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
[1] https://twitter.com/Kuffiyateam/status/1600075391804133376/photo/1
[1] https://twitter.com/Kuffiyateam/status/1599437785701629953/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1151] twitter.com
[655] tandfonline.com
[158] bilibili.tv
[111] datasciencecentral.com
[105] medium.com
[81] acm.org
[77] arxiv.org
[64] topbots.com
[58] github.io
[52] co.jp

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

Top Domains in Tweet in G2:
[578] twitter.com
[56] acm.org
[38] arxiv.org
[26] getsphere.com
[23] github.io
[16] nvidia.com
[12] google.com
[12] ac.be
[10] wordpress.com
[9] medium.com

Top Domains in Tweet in G3:
[219] tandfonline.com
[93] bilibili.tv
[92] twitter.com
[24] medium.com
[22] nvidia.com
[18] twinybots.ch
[16] acs.org
[14] co.jp
[12] rwth-aachen.de
[10] google.com

Top Domains in Tweet in G4:
[58] twitter.com
[14] recsys.social
[12] corise.com
[10] arxiv.org
[6] google.com
[6] medium.com
[6] eugeneyan.com
[5] go.jp
[5] doordash.engineering
[4] youtube.com

Top Domains in Tweet in G5:
[103] datasciencecentral.com
[64] topbots.com
[49] medium.com
[24] twitter.com
[9] twinybots.ch
[3] analyticsindiamag.com
[2] researchgate.net
[2] hubspot.com
[2] github.com
[2] or.kr

Top Domains in Tweet in G6:
[24] twitter.com
[12] medium.com
[9] kaggle.com
[6] github.com
[6] co.jp
[3] youtube.com
[3] comet.ml
[2] nvidia.com
[2] connpass.com
[1] csdn.net

Top Domains in Tweet in G7:
[31] co.jp
[23] github.io
[18] m3tech.blog
[17] twitter.com
[16] wantedly.com
[16] takuti.me
[16] zozo.com
[13] connpass.com
[11] speakerdeck.com
[9] acm.org

Top Domains in Tweet in G8:
[9] twitter.com
[7] tandfonline.com
[5] scirp.org
[4] wiley.com
[2] worldscientific.com
[2] noaa.gov
[1] omicsonline.org
[1] dropbox.com
[1] hindawi.com

Top Domains in Tweet in G9:
[17] twitter.com
[7] tecton.ai
[3] arxiv.org
[3] youtube.com
[2] medium.com
[2] datasciencecentral.com
[1] elsevier.com
[1] wired.com
[1] knightcolumbia.org
[1] kaggle.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[722] recsys2022
[448] recsys
[210] machinelearning
[198] ai
[197] datascience
[155] bigdata
[77] artificialintelligence
[74] recsys2023
[68] nlproc
[66] predictiveanalytics



Top Hashtags in Tweet in G2:
[616] recsys2022
[246] recsys
[71] recsys2023
[52] recsys22
[31] perspectives2022
[23] phd
[18] finrec
[17] womeninrecsys
[16] umap2023
[14] ai

Top Hashtags in Tweet in G3:
[40] recsys
[27] machinelearning
[21] artificialintelligence
[20] learning
[14] recsys2022
[12] ceurws
[10] recsys2022論文読み会
[5] ai
[3] twitter
[3] ml

Top Hashtags in Tweet in G4:
[42] recsys
[32] recsys2022
[9] machinelearning
[6] evalrs
[6] normconf
[4] datascience
[4] artificialintelligence
[4] learning
[4] mlops
[4] flowmoods

Top Hashtags in Tweet in G5:
[153] datascience
[142] bigdata
[135] ai
[129] machinelearning
[61] predictiveanalytics
[59] nlproc
[49] artificialintelligence
[47] iot
[47] iiot
[39] analytics

Top Hashtags in Tweet in G6:
[11] datascience
[8] ai
[7] recsys
[6] recsys2022
[5] hpc
[3] ml
[3] recsys2022論文読み会
[2] recommendersystems
[2] ds
[1] machinelearning

Top Hashtags in Tweet in G7:
[16] recsys2022論文読み会
[7] recsys2022
[4] recsys
[2] 機械学習
[2] 推薦システム
[1] recsys2023
[1] rectour2022
[1] データサイエンティスト
[1] recsys2020
[1] プロダクト開発

Top Hashtags in Tweet in G8:
[1] climatescam

Top Hashtags in Tweet in G9:
[11] recsys
[8] datascience
[7] ai
[5] machinelearning
[5] bigdata
[4] xai
[3] analytics
[3] iot
[3] iiot
[3] ml

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

Top Words
Top Words in Tweet in Entire Graph:
[1196] recsys
[722] #recsys2022
[560] yang
[559] bisa
[559] ini
[559] dengan
[556] suggestion
[556] jadi
[555] kamu
[555] tuh

Top Words in Tweet in G1:
[556] bisa
[555] ini
[555] yang
[555] berdasar
[555] jadi
[555] dengan
[555] kamu
[555] apa
[554] orang2
[554] tentu

Top Words in Tweet in G2:
[616] #recsys2022
[254] #recsys
[252] workshop
[246] acmrecsys
[221] recommender
[213] recsys
[188] systems
[177] paper
[140] great
[127] facctrec

Top Words in Tweet in G3:
[137] recsys
[74] dye
[74] sensitized
[74] cells
[74] materials
[74] nanostructured
[74] reverse
[74] polyaniline
[74] facilitated
[74] solar

Top Words in Tweet in G4:
[192] recsys
[112] xamat
[108] lot
[106] recommendations
[100] paper
[99] first
[93] team
[93] read
[92] many
[87] speculated

Top Words in Tweet in G5:
[166] kirkdborne
[153] #datascience
[142] #bigdata
[135] #ai
[129] #machinelearning
[76] applications
[73] recommender
[69] system
[66] help
[64] good

Top Words in Tweet in G6:
[185] recsys
[154] radekosmulski
[97] merlin
[96] kaggle
[68] competition
[64] otto
[63] use
[62] train
[53] pytorch
[53] models

Top Words in Tweet in G7:
[163] recsys
[94] wantedly
[91] 2022
[70] 参加レポート
[40] recsys2022
[37] jy_msc
[37] 土
[36] 13
[36] 10月22
[29] ai

Top Words in Tweet in G8:
[9] 3ghtweets
[8] ejwwest
[8] bernab_2013
[8] njbtweet
[8] veritatem2021
[8] andrygiles
[7] jgorman2424
[7] kenneth72712993
[7] science
[7] jimdtweet

Top Words in Tweet in G9:
[48] recsys
[11] tiktok
[11] systems
[11] #recsys
[10] youtube
[10] system
[10] model
[10] features
[9] users
[9] recommender

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

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

Top Word Pairs in Tweet in G1:
[554] rada,kontra
[554] suka,eeeits
[554] dengan,kepercayaan
[554] berdasar,apa
[554] eeeits,belum
[554] tentu,rada
[554] tuh,berdasar
[554] orang2,ini
[554] kepercayaan,orang2
[554] belum,tentu

Top Word Pairs in Tweet in G2:
[179] recommender,systems
[48] facctrec,workshop
[37] week,#recsys2022
[36] maxharp3r,vanessa_murdock
[35] workshop,#recsys2022
[33] acmrecsys,#recsys2022
[32] find,paper
[31] last,week
[31] #recsys2022,acmrecsys
[31] vanessa_murdock,biggest

Top Word Pairs in Tweet in G3:
[74] materials,dye
[74] solar,cells
[74] polyaniline,counter
[74] nanostructured,polyaniline
[74] synthesis,nanostructured
[74] dye,sensitized
[74] facilitated,synthesis
[74] micelle,facilitated
[74] electrode,materials
[74] sensitized,solar

Top Word Pairs in Tweet in G4:
[87] speculated,tiktok's
[87] lot,speculated
[87] recommendations,first
[87] read,team
[87] tiktok's,recommendations
[87] first,paper
[87] team,many
[87] paper,read
[86] many,interes
[86] xamat,lot

Top Word Pairs in Tweet in G5:
[68] recommender,system
[64] determine,recommender
[64] good,topbots
[64] metrics,help
[64] system,good
[64] help,determine
[63] kirkdborne,metrics
[63] topbots,#datascienc
[57] #datascience,#bigdata
[56] remarkable,applications

Top Word Pairs in Tweet in G6:
[61] recsys,competition
[57] otto,recsys
[56] kaggle,otto
[52] tensorflow,pytorch
[51] merlin,dataloaders
[51] 400x,faster
[51] faster,use
[51] train,tensorflow
[51] pytorch,recsys
[51] dataloaders,two

Top Word Pairs in Tweet in G7:
[91] recsys,2022
[70] 2022,参加レポート
[48] wantedly,recsys
[36] 土,13
[36] 10月22,土
[28] wantedly,inc
[23] 本会議やworkshopでの発表者の方々や,推薦システムの開発
[23] 研究に携わる方々が,recsys2022
[23] 13,00
[23] 推薦システムの開発,研究に携わる方々が

Top Word Pairs in Tweet in G8:
[6] frankd06830,lesterdent
[6] markinkorea,cbeckj
[6] cbeckj,frankd06830
[6] usna_73,peblackstock
[5] 3ghtweets,noelturner194
[5] noelturner194,jgorman2424
[5] faktantarkast10,kenneth72712993
[5] jgorman2424,jimdtweet
[5] jimdtweet,faktantarkast10
[5] jwylie801,3ghtweets

Top Word Pairs in Tweet in G9:
[6] york,mlops
[6] mlops,community
[5] recommender,systems
[4] democracy,clout
[4] #datascience,#ai
[4] better,add
[4] group,successfully
[4] run,first
[4] media,studies
[4] first,workshop

Top Word Pairs in Tweet in G10:
[29] colonialism,elimination
[29] settler,colonialism
[29] 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
@randy_au
@karlhigley
@seguraandres7
@marktenenholtz
@yoavgo
@mdekstrand
@elonmusk

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

Top Replied-To in G2:
@seguraandres7
@encodedgeek
@mdekstrand
@karlhigley
@acmrecsys
@olivierjeunen
@jobergum
@remilouf
@vanessa_murdock
@drch0le

Top Replied-To in G4:
@vboykis
@xamat
@randy_au
@yoavgo
@ted_underwood
@paul_rietschka
@karlhigley
@beeonaposy
@eugeneyan
@htenenbaum

Top Replied-To in G6:
@tunguz
@marktenenholtz
@al_grigor
@radekosmulski
@remza
@megzaz
@rajatsonegara

Top Replied-To in G7:
@tokutokupooh
@miiitomi
@karlhigley
@micro_chop

Top Replied-To in G8:
@andrygiles
@benmooreau
@vlaamse_zaak
@nickapalmer
@movie_gal_10
@asinister

Top Replied-To in G9:
@marktenenholtz
@jonathanstray
@j2bryson
@mdekstrand
@realgeorgehotz
@lexzard
@rreisman
@jaivinwylde
@leonderczynski
@uber__oso

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

Top Mentioned
Top Mentioned in Entire Graph:
@nmonarizqa
@acmrecsys
@kirkdborne
@radekosmulski
@xamat
@facctrec
@kaggle
@topbots
@consequences_ws
@conceptualjames

Top Mentioned in G1:
@nmonarizqa

Top Mentioned in G2:
@acmrecsys
@facctrec
@consequences_ws
@rajamifa
@intrsworkshop
@anneliensmets
@maxharp3r
@vanessa_murdock
@craig_macdonald
@lienmichiels

Top Mentioned in G3:
@phil_free_
@sandra04850184
@sixandlaura
@davidasboth
@adevotedyogi
@bilalsdadvocate
@subyroy
@drfrankwilson
@cfiesler

Top Mentioned in G4:
@xamat
@vboykis
@eugeneyan
@usait0
@gsingers
@randy_au
@shiraeis
@mathemagic1an
@jacopotagliabue
@hugobowne

Top Mentioned in G5:
@kirkdborne
@topbots
@gp_pulipaka
@genericgranola
@stephenstonking
@analyticsindiam
@hubspot
@carlesdijous
@digitalhealthxx
@cybersecboardrm

Top Mentioned in G6:
@radekosmulski
@kaggle
@tunguz
@nvidia
@xamat
@nvidiaai
@acmrecsys
@ak_ronay
@even_oldridge
@aicampai

Top Mentioned in G7:
@jy_msc
@yu__ya4
@zerebom_3
@ca_developers
@kun1em0n
@runnlp
@k_ryuichirou
@usait0

Top Mentioned in G8:
@3ghtweets
@veritatem2021
@ejwwest
@bernab_2013
@njbtweet
@noelturner194
@jgorman2424
@jimdtweet
@kenneth72712993

Top Mentioned in G9:
@catalinagoanta
@youtube
@ialhazwani
@bernard_juergen
@random_walker
@tiktok_us
@karlhigley
@craigboutilier
@__lucab
@tectonai

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

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersecurityn8
@watdaswnsay
@britpoptarts
@nnxn_iii
@func_hs
@o_fabriciosouza
@botliberalisme
@rahul05ranjan

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

Top Tweeters in G2:
@godfrey_g_
@glasgowsvoice
@targatocn
@_post_your_ads
@zarchasmpgmr
@workingbnb
@dushyantgadewal
@timgollins
@krishaamer
@subhobrata1

Top Tweeters in G3:
@jimmyroybloom
@adevotedyogi
@friedrichhayek
@stanleyepstein
@subyroy
@phil_free_
@eagerbeavertech
@nerubesa
@mediaor
@milocamj

Top Tweeters in G4:
@education_24x7
@savetonotion
@rattibha
@ayirpelle
@imabit_inc
@hasdid
@boogidffskw2002
@veritasardentur
@uberpreeya
@memdotai

Top Tweeters in G5:
@sectest9
@chidambara09
@cybersecurityn8
@o_fabriciosouza
@hubofml
@gmizrachi
@ssxman2
@pvalsfr
@carlesdijous
@gdprai

Top Tweeters in G6:
@morioka
@libardopez
@muktabh
@__tarororobun
@tunguz
@naohisashoji
@jp_axs4ll
@shunji_umetani
@jeremyphoward
@hpc_guru

Top Tweeters in G7:
@func_hs
@niszet0
@drqyuto
@vaaaaanquish
@electronnest
@biasandvariance
@tmiya_
@shigekzishihara
@scaled_wurm
@guiltydammy

Top Tweeters in G8:
@veronicatalbot9
@movie_gal_10
@friendsoscience
@mark_melbin
@tony__heller
@veritatem2021
@dawntj90
@vlaamse_zaak
@socalbohogal
@mrtholian

Top Tweeters in G9:
@ricardo_ik_ahau
@slackhq
@tiktok_us
@carolinesinders
@j2bryson
@youtube
@sarangbrahme
@cendemtech
@svpino
@jonathanstray

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