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odsc_2022-11-23_07-13-21.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 23, 2022
Short Description:
odsc via NodeXL https://bit.ly/3U1ooAg
@odsc
@ipfconline1
@o_fabriciosouza
@nawbeanstwt
@antgrasso
@ahmedabed3223
@teceem
@aldennxtegalika
@xanderzone19
@lpverylosnaiidt

Top hashtags:
#datascience
#ai
#machinelearning
#artificialintelligence
#ml
#socialmedia

Description:
Description
The graph represents a network of 309 Twitter users whose tweets in the requested range contained "odsc", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 23 November 2022 at 15:14 UTC.

The requested start date was Wednesday, 23 November 2022 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 9-day, 17-hour, 54-minute period from Sunday, 13 November 2022 at 00:30 UTC to Tuesday, 22 November 2022 at 18:24 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 : 309
Unique Edges : 292
Edges With Duplicates : 853
Total Edges : 1145
Number of Edge Types : 5
Retweet : 252
MentionsInRetweet : 480
Tweet : 224
Mentions : 171
Replies to : 18
Self-Loops : 227
Reciprocated Vertex Pair Ratio : 0.0112994350282486
Reciprocated Edge Ratio : 0.0223463687150838
Connected Components : 25
Single-Vertex Connected Components : 16
Maximum Vertices in a Connected Component : 277
Maximum Edges in a Connected Component : 987
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.596403
Graph Density : 0.00564241583659059
Modularity : 0.30576
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 309 Twitter users whose tweets in the requested range contained "odsc", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 23 November 2022 at 15:14 UTC.

The requested start date was Wednesday, 23 November 2022 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 9-day, 17-hour, 54-minute period from Sunday, 13 November 2022 at 00:30 UTC to Tuesday, 22 November 2022 at 18:24 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 : odsc
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:
[52] https://opendatascience.com/the-three-trending-data-science-jobs-and-how-to-land-them/
[15] https://opendatascience.com/5-reasons-to-use-social-media-data-mining/
[9] https://opendatascience.com/model-overload-which-nlp-model-should-i-choose/
[6] https://opendatascience.com/top-12-open-source-machine-learning-projects-of-2022-so-far/
[3] https://opendatascience.com/how-to-get-started-with-deep-reinforcement-learning-on-a-variety-of-use-cases/
[2] https://odsc.medium.com/unlocking-ai-talent-in-todays-hybrid-working-environment-a7254b02068d
[2] https://odsc.es/futbol/mundial-2022/resultado-final-y-resumen-del-dinamarca-vs-tunez-mundial-qatar-2022/
[2] https://odsc.es/futbol/mundial-2022/resultado-final-y-resumen-del-argentina-vs-arabia-saudi-mundial-qatar-2022/
[2] https://odsc.es/futbol/portadas/portada-as-22-noviembre-2022-supermartes/
[2] https://odsc.es/futbol/portadas/portada-mundo-deportivo-22-noviembre-2022-barca-power/

Top URLs in Tweet in G1:
[49] https://opendatascience.com/the-three-trending-data-science-jobs-and-how-to-land-them/
[3] https://opendatascience.com/model-overload-which-nlp-model-should-i-choose/
[2] https://dev.events/
[1] https://odsc.com/boston/?utm_source=twitter&utm_medium=social&utm_campaign=kirk
[1] https://register.gotowebinar.com/register/6817359546805649932?utm_campaign=Webinars&utm_content=228635914&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://odsc.com/boston/?utm_campaign=ODSC%20East&utm_content=227243074&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323#register
[1] https://opendatascience.com/your-guide-to-the-evolution-and-future-of-ai-design/?utm_campaign=Learning%20Posts&utm_content=227237785&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://opendatascience.com/why-does-every-organization-need-a-cloud-management-platform/?utm_campaign=Learning%20Posts&utm_content=227239184&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://aiplus.training/certificates/?utm_campaign=Learn%20AI&utm_content=227242508&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://opendatascience.com/20-data-engineering-platforms-skills-needed-in-2022/?utm_campaign=Learning%20Posts&utm_content=227239187&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323

Top URLs in Tweet in G2:
[1] https://opendatascience.com/three-advanced-metrics-to-optimize-your-fantasy-football-lineup/

Top URLs in Tweet in G3:
[15] https://opendatascience.com/5-reasons-to-use-social-media-data-mining/
[6] https://opendatascience.com/model-overload-which-nlp-model-should-i-choose/
[5] https://opendatascience.com/top-12-open-source-machine-learning-projects-of-2022-so-far/
[3] https://opendatascience.com/how-to-get-started-with-deep-reinforcement-learning-on-a-variety-of-use-cases/
[2] https://opendatascience.com/paradoxes-in-data-science/
[1] https://www.rtinsights.com/odsc-ops-focus-emphasizes-the-move-to-production-systems/?utm_source=dlvr.it&utm_medium=twitter
[1] https://imajtitan.com/

Top URLs in Tweet in G4:
[2] https://tweetedtimes.com/v/1653
[2] https://www.clocate.com/73615/
[2] https://odsc.medium.com/detecting-adversarial-attacks-with-subset-scanning-8a53c360512f
[2] https://odsc.es/futbol/mundial-2022/resultado-final-y-resumen-del-dinamarca-vs-tunez-mundial-qatar-2022/
[2] https://odsc.es/futbol/portadas/portada-as-13-de-noviembre-de-2022-queremos-los-seis-titulos/
[2] https://odsc.es/futbol/noticias/el-jugador-que-haria-de-delantero-centro-ante-la-ausencia-de-robert-lewandowski-por-sancion/
[2] https://odsc.es/futbol/noticias/los-equipos-que-se-han-clasificado-para-la-segunda-ronda-de-la-copa-del-rey-2022/
[2] https://odsc.es/futbol/portadas/portada-sport-14-noviembre-2022-prioridad-lateral-derecho/
[2] https://odsc.es/futbol/portadas/portada-mundo-deportivo-14-noviembre-2022-cumbre-de-mercado/
[2] https://odsc.es/futbol/portadas/portada-marca-14-noviembre-2022-historia-mundial/

Top URLs in Tweet in G6:
[2] https://opendatascience.com/the-three-trending-data-science-jobs-and-how-to-land-them/
[1] https://odsc.com/blog/ggplot2-a-framework-for-thinking-with-graphs/?utm_campaign=Learning%20Posts&utm_content=227544131&utm_medium=social&utm_source=twitter&hss_channel=tw-1357730263481122817
[1] https://odsc.com/blog/open-source-best-practices-in-ai/?utm_campaign=Learning%20Posts&utm_content=227544130&utm_medium=social&utm_source=twitter&hss_channel=tw-1357730263481122817

Top URLs in Tweet in G10:
[1] https://aiplus.training/certificates/?utm_campaign=Learn%20AI&utm_content=228633614&utm_medium=social&utm_source=twitter&hss_channel=tw-1359556530618646530
[1] https://odsc.com/microsoft/?utm_campaign=Learn%20AI&utm_content=227242278&utm_medium=social&utm_source=twitter&hss_channel=tw-1359556530618646530
[1] https://odsc.medium.com/uks-house-of-lords-hosts-ai-powered-robot-ai-da-80bac617abf5?utm_campaign=Learning%20Posts&utm_content=227545411&utm_medium=social&utm_source=twitter&hss_channel=tw-1359556530618646530
[1] https://aiplus.training/certificates/?utm_campaign=Learn%20AI&utm_content=228184996&utm_medium=social&utm_source=twitter&hss_channel=tw-1359556530618646530
[1] https://odsc.com/blog/a-primer-on-resilient-intelligent-systems/?utm_campaign=Learning%20Posts&utm_content=227545413&utm_medium=social&utm_source=twitter&hss_channel=tw-1359556530618646530
[1] https://odsc.com/microsoft/?utm_campaign=Learn%20AI&utm_content=228185202&utm_medium=social&utm_source=twitter&hss_channel=tw-1359556530618646530
[1] https://odsc.medium.com/google-and-givedirectly-use-ai-to-provide-cash-assistance-to-victims-of-hurricane-ian-956c020fc4b4?utm_campaign=Learning%20Posts&utm_content=227545491&utm_medium=social&utm_source=twitter&hss_channel=tw-1359556530618646530
[1] https://odsc.com/microsoft/?utm_campaign=Learn%20AI&utm_content=228185204&utm_medium=social&utm_source=twitter&hss_channel=tw-1359556530618646530
[1] https://odsc.com/blog/a-gentle-introduction-to-vector-search/?utm_campaign=Learning%20Posts&utm_content=227545493&utm_medium=social&utm_source=twitter&hss_channel=tw-1359556530618646530
[1] https://odsc.com/blog/open-source-best-practices-in-ai/?utm_campaign=Learning%20Posts&utm_content=227545500&utm_medium=social&utm_source=twitter&hss_channel=tw-1359556530618646530

Top Domains
Top Domains in Tweet in Entire Graph:
[122] odsc.es
[102] opendatascience.com
[34] odsc.com
[24] medium.com
[7] aiplus.training
[5] twitter.com
[3] tweetedtimes.com
[3] rtinsights.com
[3] youtube.com
[2] clocate.com

Top Domains in Tweet in G1:
[64] opendatascience.com
[17] odsc.com
[7] medium.com
[3] aiplus.training
[3] twitter.com
[2] amazon.com
[2] googleblog.com
[2] machinelearningmastery.com
[2] dev.events
[1] gotowebinar.com

Top Domains in Tweet in G2:
[1] opendatascience.com

Top Domains in Tweet in G3:
[31] opendatascience.com
[1] rtinsights.com
[1] imajtitan.com

Top Domains in Tweet in G4:
[122] odsc.es
[11] medium.com
[3] tweetedtimes.com
[2] odsc.com
[2] clocate.com
[1] balr.co
[1] aiplus.training
[1] youtube.com
[1] taipy.io
[1] candicerodriguez.com

Top Domains in Tweet in G6:
[2] opendatascience.com
[2] odsc.com

Top Domains in Tweet in G10:
[7] odsc.com
[4] medium.com
[3] aiplus.training

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[156] datascience
[88] ai
[38] machinelearning
[24] artificialintelligence
[15] ml
[15] socialmedia
[15] odsceast
[14] odscwest
[12] nlp
[10] 100daysofcode



Top Hashtags in Tweet in G1:
[109] datascience
[28] ai
[15] machinelearning
[15] odsceast
[13] artificialintelligence
[13] odscwest
[12] ml
[6] datascientists
[6] nlp
[4] bigdata

Top Hashtags in Tweet in G2:
[1] sasvisionary
[1] analytics

Top Hashtags in Tweet in G3:
[31] ai
[18] datascience
[15] socialmedia
[13] machinelearning
[6] nlp
[6] 100daysofcode
[2] azuresynapse
[2] powerbi
[2] analytics
[1] deeplearning

Top Hashtags in Tweet in G4:
[4] ai
[3] odsc
[3] machinelearning
[3] datascience
[3] artificialintelligence
[2] topstory
[2] linkeddta
[1] taipy
[1] video
[1] community

Top Hashtags in Tweet in G6:
[9] datascience
[4] ai
[1] data
[1] programming
[1] dataanalytics
[1] ggplot2
[1] dataviz
[1] datavisualization
[1] artificialintelligence

Top Hashtags in Tweet in G10:
[10] datascience
[8] ai
[5] artificialintelligence
[4] machinelearning
[3] azuresynapse
[3] powerbi
[3] analytics
[3] wearables
[3] ux
[3] cx

Top Words
Top Words in Tweet in Entire Graph:
[313] odsc
[156] #datascience
[124] data
[88] #ai
[86] 2022
[84] learning
[77] article
[74] advanced
[73] three
[73] metrics

Top Words in Tweet in G1:
[137] odsc
[109] #datascience
[66] training
[60] learning
[50] blog
[50] resources
[49] full
[49] ai
[49] advice
[49] newbie

Top Words in Tweet in G2:
[68] advanced
[68] metrics
[67] antgrasso
[67] odsc
[67] optimize
[67] three
[67] football
[67] fantasy
[67] interesting
[67] article

Top Words in Tweet in G3:
[47] odsc
[31] #ai
[28] ipfconline1
[25] data
[24] cc
[18] #datascience
[16] using
[15] mining
[15] benefits
[15] bobehayes

Top Words in Tweet in G4:
[72] 2022
[53] portada
[53] noviembre
[28] mundial
[22] barça
[14] qatar
[14] messi
[13] odsc
[13] marca
[12] deportivo

Top Words in Tweet in G5:
[2] owangenft
[2] odsc

Top Words in Tweet in G6:
[30] data
[20] summit
[18] science
[16] odsc
[10] google
[9] re
[9] cloud
[9] #datascience
[9] pycon
[9] salon

Top Words in Tweet in G10:
[11] data
[10] #datascience
[8] #ai
[6] ways
[5] attacks
[5] chain
[5] odsc
[5] code
[5] #artificialintelligence
[5] supply

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[73] advanced,metrics
[72] three,advanced
[72] article,odsc
[72] fantasy,football
[72] optimize,fantasy
[72] interesting,article
[72] football,lineup
[72] lineup,interesting
[72] metrics,optimize
[71] antgrasso,three

Top Word Pairs in Tweet in G1:
[49] advice,training
[49] training,resources
[49] full,advice
[49] #datascience,newbie
[49] odsc,blog
[49] newbie,odsc
[49] blog,full
[32] machine,learning
[31] kirkdborne,#datascience
[26] data,engineering

Top Word Pairs in Tweet in G2:
[68] advanced,metrics
[67] three,advanced
[67] football,lineup
[67] article,odsc
[67] lineup,interesting
[67] fantasy,football
[67] optimize,fantasy
[67] interesting,article
[67] metrics,optimize
[66] odsc,advance

Top Word Pairs in Tweet in G3:
[31] odsc,#ai
[15] mining,odsc
[15] mhiesboeck,bobehayes
[15] data,mining
[15] #socialmedia,data
[15] benefits,using
[15] #ai,#datascience
[15] #datascience,cc
[15] using,#socialmedia
[14] cc,mhiesboeck

Top Word Pairs in Tweet in G4:
[53] noviembre,2022
[13] portada,marca
[12] portada,sport
[12] mundo,deportivo
[12] portada,mundo
[12] leo,messi
[11] qatar,2022
[11] mundial,qatar
[9] última,hora
[9] final,resumen

Top Word Pairs in Tweet in G6:
[18] data,science
[9] cloud,summit
[9] work,summit
[9] data,cloud
[9] summit,odsc
[9] odsc,data
[9] summit,pycon
[9] pycon,tc22
[9] tc22,aws
[9] science,salon

Top Word Pairs in Tweet in G10:
[5] ways,protect
[5] code,software
[5] #ai,#artificialintelligence
[5] supply,chain
[5] software,supply
[5] chain,attacks
[5] #datascience,#ai
[4] learning,certification
[4] credentials,odsc
[4] prove,#machinelearning

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@odsc
@antgrasso
@kirkdborne
@sheamusmcgov
@ipfconline1
@intellimetri
@mhiesboeck
@bobehayes
@schmarzo
@l

Top Mentioned in G1:
@odsc
@kirkdborne
@sheamusmcgov
@intellimetri
@monicaslam
@inchio
@sassoftware
@ipfconline1
@dvcorg
@hopsworks

Top Mentioned in G2:
@odsc
@antgrasso
@sassoftware

Top Mentioned in G3:
@odsc
@ipfconline1
@mhiesboeck
@bobehayes
@schmarzo
@l
@kirkdborne
@ahier
@louiscolumbus
@andi_staub

Top Mentioned in G5:
@owangenft
@odsc
@owangetoshiro
@heimann_dazo
@authoredenc
@mywayturkey
@imgroot66
@antonymnft
@cehh_ennemlik

Top Mentioned in G6:
@nawbeanstwt
@odsc
@intellimetri
@aicareerlab
@sheamusmcgov
@kirkdborne

Top Mentioned in G7:
@hey_reap3r
@0xhuggy
@odsc
@sunilalagh
@toksoyfatih
@coolermaster

Top Mentioned in G8:
@catastrophyclub
@omega_alpha_nft
@odsc
@richardnotatkf
@freek_jansenvi
@cricfit

Top Mentioned in G9:
@chilltunanft
@creatordao_gm
@odsc
@reborn_nextype
@vayy_asad
@ironmanrecords

Top Mentioned in G10:
@motorcycletwitt
@mikequindazzi
@aiplustraining
@arceochoya
@odsc

Top Tweeters
Top Tweeters in Entire Graph:
@codedailybot
@vonrosenchild
@o_fabriciosouza
@dataaugmented
@education_24x7
@godfrey_g_
@ml_tweet_bot
@ssxman2
@calcaware
@ricardo_ik_ahau

Top Tweeters in G1:
@codedailybot
@vonrosenchild
@education_24x7
@jamesvgingerich
@fullnam35087976
@frcretweets
@hubbucket
@pythonroboto
@_reactdev
@gdprai

Top Tweeters in G2:
@elcavalos
@rosycoaching
@azurflorian
@ferdevarela19
@antgrasso
@smesgoals
@iotmore
@cioconnection
@thedxengineer
@socialtmantra

Top Tweeters in G3:
@ml_tweet_bot
@ssxman2
@ricardo_ik_ahau
@nicochan33
@laveilletechno
@simonlporter
@arc_atlantique
@jayeshmthakur
@jblefevre60
@ipfconline1

Top Tweeters in G4:
@pekkalooking
@clocate
@dicerod
@chuck_moeller
@orgullosofutbol
@genericgranola
@anoushnajarian
@datascience_b
@orgullosoculees
@pcmax_5nensei

Top Tweeters in G5:
@mywayturkey
@cehh_ennemlik
@authoredenc
@heimann_dazo
@lpverylosnaiidt
@xanderzone19
@imgroot66
@kuroki_nft
@antonymnft
@owangenft

Top Tweeters in G6:
@o_fabriciosouza
@ulilokshin
@hear_our_roar
@presstorun
@juweltan
@dataqualityking
@builderbatch
@osp_global
@aicareerlab
@nawbeanstwt

Top Tweeters in G7:
@toksoyfatih
@coolermaster
@sunilalagh
@0xhuggy
@trait_sniper
@aldennxtegalika
@hey_reap3r

Top Tweeters in G8:
@cricfit
@richardnotatkf
@freek_jansenvi
@teceem
@omega_alpha_nft
@catastrophyclub
@omega_orcs

Top Tweeters in G9:
@ironmanrecords
@vayy_asad
@ahmedabed3223
@creatordaocc
@reborn_nextype
@creatordao_gm
@chilltunanft

Top Tweeters in G10:
@dataaugmented
@iotworlds
@motorcycletwitt
@mikequindazzi
@arceochoya
@aiplustraining