odsc, Twitter, 12/14/2022 6:31:21 PM, 286278


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odsc_2022-12-14_07-13-21.xlsx
odsc_2022-12-14_07-13-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 14, 2022
Short Description:
odsc via NodeXL https://bit.ly/3WknUqs
@odsc
@eli_krumova
@dentaldostcom
@kirkdborne
@jhenenoaikko
@brandontalalas
@youngtmessenger
@hydrology_irpi
@sridharseshadri
@kevglynn108

Top hashtags:
#datascience
#ai
#machinelearning
#100daysofcode
#ml
#aiethics

Description:
Description
The graph represents a network of 416 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, 14 December 2022 at 15:14 UTC.

The requested start date was Wednesday, 14 December 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 13-day, 22-hour, 18-minute period from Wednesday, 30 November 2022 at 02:16 UTC to Wednesday, 14 December 2022 at 00:34 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 : 416
Unique Edges : 356
Edges With Duplicates : 1130
Total Edges : 1486
Number of Edge Types : 5
Tweet : 207
Retweet : 330
MentionsInRetweet : 596
Mentions : 330
Replies to : 23
Self-Loops : 229
Reciprocated Vertex Pair Ratio : 0.0204081632653061
Reciprocated Edge Ratio : 0.04
Connected Components : 37
Single-Vertex Connected Components : 17
Maximum Vertices in a Connected Component : 335
Maximum Edges in a Connected Component : 1277
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.630131
Graph Density : 0.00376506024096386
Modularity : 0.303322
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 416 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, 14 December 2022 at 15:14 UTC.

The requested start date was Wednesday, 14 December 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 13-day, 22-hour, 18-minute period from Wednesday, 30 November 2022 at 02:16 UTC to Wednesday, 14 December 2022 at 00:34 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:
[98] https://opendatascience.com/the-three-trending-data-science-jobs-and-how-to-land-them/
[19] https://opendatascience.com/the-ai-ethics-boom-150-ethical-ai-startups-and-industry-trends/
[16] https://opendatascience.com/causal-reasoning-in-machine-learning/
[11] https://opendatascience.com/an-introduction-to-decision-tree-and-ensemble-methods/
[9] https://opendatascience.com
[8] https://aiplus.odsc.com/courses/ds101machinelearning
[8] https://aiplus.odsc.com/courses/ds102
[7] https://opendatascience.com/top-12-open-source-machine-learning-projects-of-2022-so-far/
[7] https://opendatascience.com/graph-representation-learning-from-simple-to-higher-order-structures/
[6] https://opendatascience.com/auto-sklearn-automl-in-python/

Top URLs in Tweet in G1:
[3] https://www.rtinsights.com/odsc-ops-focus-emphasizes-the-move-to-production-systems/
[2] https://news.mit.edu/2022/synthetic-data-ai-improvements-1103?utm_campaign=Learning%20Posts&utm_content=229322848&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[2] https://opendatascience.com/3-ways-to-enhance-productivity-with-ai/?utm_campaign=Newsletters&utm_medium=email&_hsmi=232263523&_hsenc=p2ANqtz-8K8YoDkbjFu2y4FoafnceFvQ-8JJ8OfBeiWYXhijFJEs4ryKbQ17Hm1Q3uAyXbDXBZCGNT935ar0L1otujsKaKpJ_FNw&utm_content=232250946&utm_source=hs_email
[1] https://twitter.com/i/web/status/1588534027992055809
[1] https://twitter.com/i/web/status/1589242945256964098
[1] https://odsc.com/blog/a-primer-on-resilient-intelligent-systems/?utm_campaign=Learning%20Posts&utm_content=227545778&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://odsc.medium.com/mlops-v2-solution-accelerator-unifying-mlops-at-microsoft-11a6d11864a?utm_campaign=Learning%20Posts&utm_content=228473782&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://odsc.medium.com/many-models-training-with-hyperparameter-optimization-7a03f21c90c6?utm_campaign=Learning%20Posts&utm_content=228475230&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://odsc.com/california/video/?utm_campaign=ODSC%20East&utm_content=229517977&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://on.soundcloud.com/zX7Cr?utm_campaign=ODSC%20East&utm_content=229535102&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323

Top URLs in Tweet in G2:
[90] https://opendatascience.com/the-three-trending-data-science-jobs-and-how-to-land-them/
[1] https://odsc.com/boston/?utm_source=twitter&utm_medium=social&utm_campaign=kirk
[1] https://opendatascience.com/three-advanced-metrics-to-optimize-your-fantasy-football-lineup/

Top URLs in Tweet in G3:
[18] https://opendatascience.com/the-ai-ethics-boom-150-ethical-ai-startups-and-industry-trends/
[15] https://opendatascience.com/causal-reasoning-in-machine-learning/
[11] https://opendatascience.com/an-introduction-to-decision-tree-and-ensemble-methods/
[8] https://opendatascience.com/the-three-trending-data-science-jobs-and-how-to-land-them/
[8] https://opendatascience.com
[7] https://opendatascience.com/top-12-open-source-machine-learning-projects-of-2022-so-far/
[7] https://opendatascience.com/graph-representation-learning-from-simple-to-higher-order-structures/
[6] https://opendatascience.com/auto-sklearn-automl-in-python/
[4] https://opendatascience.com/understanding-the-mechanism-and-types-of-recurring-neural-networks/
[4] https://opendatascience.com/measure-twice-model-once/

Top URLs in Tweet in G4:
[8] https://aiplus.odsc.com/courses/ds101machinelearning
[8] https://aiplus.odsc.com/courses/ds102
[2] https://twitter.com/KirkDBorne/status/1333123564623384576

Top URLs in Tweet in G5:
[1] https://www.meetup.com/london-data-science-odsc/events/290153988/

Top URLs in Tweet in G6:
[2] https://odsc.es/futbol/portadas/portada-mundo-deportivo-14-diciembre-2022-macanudos/
[2] https://odsc.es/futbol/portadas/portada-marca-30-noviembre-2022-jugar-contra-espana-no-le-gusta-a-ninguna-seleccion/
[2] https://odsc.es/futbol/portadas/portada-as-30-noviembre-2022-nadie-juega-mejor-que-espana/
[2] https://odsc.es/futbol/portadas/portada-marca-1-diciembre-2022-nosotros-a-lo-nuestro/
[2] https://odsc.es/futbol/portadas/portada-as-1-diciembre-2022-la-tactica-es-ganar/
[2] https://odsc.es/futbol/portadas/portada-mundo-deportivo-1-diciembre-2022-los-dos/
[2] https://odsc.es/futbol/portadas/portada-sport-1-diciembre-2022-a-ganar/
[2] https://odsc.es/futbol/portadas/portada-sport-2-diciembre-2022-que-susto/
[2] https://odsc.es/futbol/portadas/portada-mundo-deportivo-2-diciembre-2022-gracias-alemania/
[2] https://odsc.es/futbol/portadas/portada-as-2-diciembre-2022-danke/

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1598864494234841088

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1598488697116270593
[1] https://twitter.com/i/web/status/1598489476518793217
[1] https://link.medium.com/aMClL8mxpvb

Top URLs in Tweet in G9:
[3] https://intentionalist.com/gift-certificate-marketplace/
[1] https://www.geekwire.com/2022/this-too-shall-pass-why-crypto-leaders-are-still-optimistic-about-the-industry-amid-ftx-fallout/

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1598184339795124224

Top Domains
Top Domains in Tweet in Entire Graph:
[212] opendatascience.com
[65] odsc.es
[50] medium.com
[42] twitter.com
[35] odsc.com
[8] mit.edu
[7] aiplus.training
[7] googleblog.com
[6] gotowebinar.com
[5] youtube.com

Top Domains in Tweet in G1:
[28] opendatascience.com
[24] medium.com
[18] odsc.com
[17] twitter.com
[8] mit.edu
[7] googleblog.com
[7] aiplus.training
[6] gotowebinar.com
[3] rtinsights.com
[3] machinelearningmastery.com

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

Top Domains in Tweet in G3:
[91] opendatascience.com
[6] twitter.com

Top Domains in Tweet in G4:
[16] odsc.com
[2] twitter.com

Top Domains in Tweet in G5:
[1] meetup.com

Top Domains in Tweet in G6:
[65] odsc.es
[17] medium.com
[5] twitter.com
[1] reddit.com
[1] opendatascience.com
[1] summit.ai
[1] bit.ly

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

Top Domains in Tweet in G8:
[2] twitter.com
[1] medium.com

Top Domains in Tweet in G9:
[3] intentionalist.com
[1] geekwire.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[202] datascience
[119] ai
[114] machinelearning
[25] 100daysofcode
[23] ml
[23] aiethics
[22] deeplearning
[20] artificialintelligence
[15] odscwebinar
[12] odscwest



Top Hashtags in Tweet in G1:
[83] datascience
[18] artificialintelligence
[17] ai
[17] machinelearning
[15] ml
[14] odscwebinar
[11] odscwest
[10] nlp
[9] odsceast
[5] pytorch

Top Hashtags in Tweet in G2:
[92] datascience
[4] bigdata
[4] ai
[4] analytics
[3] machinelearning
[3] ml
[3] datascientists
[3] sasviya
[3] sasvisionary
[3] odsceast

Top Hashtags in Tweet in G3:
[91] machinelearning
[81] ai
[24] 100daysofcode
[21] aiethics
[19] datascience
[17] deeplearning
[6] python
[6] coding
[4] analytics
[3] bigdata

Top Hashtags in Tweet in G4:
[8] online
[8] datascience
[6] courses
[5] stemday
[2] bigdata
[2] ai
[2] machinelearning
[2] ml
[2] datascientists
[2] predictivemodeling

Top Hashtags in Tweet in G5:
[1] ai
[1] ml
[1] meetup
[1] singlestore
[1] singlestoredb
[1] analytics
[1] machinelearning

Top Hashtags in Tweet in G6:
[2] technology
[2] technologynews
[1] 人妻
[1] 文爱

Top Hashtags in Tweet in G8:
[2] ai
[1] us

Top Words
Top Words in Tweet in Entire Graph:
[396] odsc
[202] #datascience
[130] training
[124] kirkdborne
[119] data
[119] #ai
[114] #machinelearning
[110] full
[108] ai
[105] blog

Top Words in Tweet in G1:
[153] odsc
[93] data
[88] learning
[83] #datascience
[75] ai
[47] machine
[41] deep
[31] training
[30] model
[29] future

Top Words in Tweet in G2:
[94] odsc
[92] #datascience
[92] kirkdborne
[91] blog
[90] training
[90] newbie
[90] resources
[90] full
[90] advice
[39] byâ

Top Words in Tweet in G3:
[94] odsc
[91] #machinelearning
[81] #ai
[69] ipfconline1
[41] cc
[24] kirkdborne
[24] #100daysofcode
[21] industry
[21] trends
[21] #aiethics

Top Words in Tweet in G4:
[10] eli_krumova
[8] #datascience
[8] demand
[8] kirkdborne
[8] #online
[6] #courses
[5] williamstim
[5] andy_fitze
[5] iotswc
[5] getengati

Top Words in Tweet in G5:
[2] meetup

Top Words in Tweet in G6:
[62] 2022
[58] portada
[54] diciembre
[16] sport
[14] deportivo
[14] mundo
[14] marca
[13] ai
[10] final
[9] data

Top Words in Tweet in G8:
[6] royalroads
[5] uvic
[5] unbc
[5] ubc
[5] sfu
[5] ubcokanagan
[5] viuniversity
[4] rrupresident
[4] odsc
[2] #ai

Top Words in Tweet in G9:
[3] gift
[3] jgproduct
[3] gifting
[3] available
[3] founder
[3] niftmint
[3] cards
[3] intentionalist_
[2] quo
[2] findventures_

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[103] odsc,blog
[98] advice,training
[98] newbie,odsc
[98] full,advice
[98] training,resources
[98] #datascience,newbie
[98] blog,full
[96] kirkdborne,#datascience
[54] odsc,#ai
[54] diciembre,2022

Top Word Pairs in Tweet in G1:
[47] machine,learning
[32] deep,learning
[26] learning,deep
[26] future,ai
[26] gathers,odsc
[26] odsc,follow
[26] follow,latest
[26] learning,mlops
[26] latest,machine
[26] data,engineering

Top Word Pairs in Tweet in G2:
[91] odsc,blog
[90] full,advice
[90] training,resources
[90] blog,full
[90] #datascience,newbie
[90] advice,training
[90] newbie,odsc
[88] kirkdborne,#datascience
[39] resources,byâ
[3] 2023,returns

Top Word Pairs in Tweet in G3:
[53] odsc,#ai
[42] #ai,#machinelearning
[24] #machinelearning,#100daysofcode
[21] #ai,startups
[21] boom,150
[21] ethical,#ai
[21] industry,trends
[21] 150,ethical
[21] startups,industry
[21] trends,odsc

Top Word Pairs in Tweet in G4:
[8] #online,demand
[8] demand,#datascience
[6] eli_krumova,#online
[6] #datascience,#courses
[6] #courses,kirkdborne
[5] iotswc,williamstim
[5] twitterwomen,womeng
[5] williamstim,twitterwomen
[5] happy,#stemday
[5] twitterdev,getengati

Top Word Pairs in Tweet in G6:
[54] diciembre,2022
[16] portada,sport
[14] mundo,deportivo
[14] portada,marca
[14] portada,mundo
[10] sport,diciembre
[10] deportivo,diciembre
[8] marca,diciembre
[8] 13,diciembre
[8] portada,diciembre

Top Word Pairs in Tweet in G8:
[5] sfu,royalroads
[5] ubcokanagan,uvic
[5] uvic,sfu
[5] viuniversity,ubc
[5] royalroads,unbc
[5] ubc,ubcokanagan
[3] unbc,odsc
[3] rrupresident,viuniversity
[2] unbc,#ai
[2] definitely,complex

Top Word Pairs in Tweet in G9:
[3] niftmint,founder
[3] cards,available
[3] founder,jgproduct
[3] available,gifting
[3] gifting,niftmint
[3] gift,cards
[3] intentionalist_,gift
[2] jgproduct,quo
[2] findventures_,intentionalist_

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@odsc
@kirkdborne
@ipfconline1
@sheamusmcgov
@s
@schmarzo
@jblefevre60
@plexoworldddd
@ym78200
@eli_krumova

Top Mentioned in G1:
@odsc
@sheamusmcgov
@elijah_meeks
@noteable_io
@aiplustraining
@pabbeel
@azure
@fastforwardlabs
@cd_insights

Top Mentioned in G2:
@odsc
@kirkdborne
@sassoftware

Top Mentioned in G3:
@odsc
@ipfconline1
@kirkdborne
@s
@schmarzo
@jblefevre60
@ym78200
@deeplearn007
@terence_mills
@haroldsinnott

Top Mentioned in G4:
@eli_krumova
@kirkdborne
@dalithsteiger
@andy_fitze
@iotswc
@williamstim
@twitterwomen
@womeng
@twitterdev
@getengati

Top Mentioned in G5:
@meetup
@netcrackertech
@analyticsvidhya
@aioug
@toihyderabad
@sunrisers
@hydpython
@hyderabaddocker
@infitribe
@yourstory_club

Top Mentioned in G7:
@insight_ps
@franckancel
@tailored63015
@mahdi0072
@danchiu0
@odsc
@lou010810
@qidut_198
@latam_bi

Top Mentioned in G8:
@viuniversity
@ubc
@ubcokanagan
@uvic
@sfu
@royalroads
@unbc
@odsc
@rrupresident
@jhengstler

Top Mentioned in G9:
@intentionalist_
@niftmint
@jgproduct
@findventures_
@whylabs
@mariakar
@andy_dng

Top Mentioned in G10:
@myaiteam
@nobody43373414
@colleen___x
@odsc
@tomly
@mariakuteynikov
@erikblair
@0xtommythomas

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@vonrosenchild
@o_fabriciosouza
@dataaugmented
@periscopeislit
@godfrey_g_
@ml_tweet_bot
@ssxman2
@calcaware
@pvalsfr

Top Tweeters in G1:
@vonrosenchild
@dataaugmented
@ml_tweet_bot
@hubbucket
@danielscarvalho
@fatehacik
@dikayodata
@odsc
@hp
@azure

Top Tweeters in G2:
@o_fabriciosouza
@periscopeislit
@godfrey_g_
@pvalsfr
@hernangraffe
@blackpeopledata
@kirkdborne
@_jakashi
@mhiesboeck
@realrubberduck1

Top Tweeters in G3:
@chidambara09
@ssxman2
@calcaware
@ricardo_ik_ahau
@gvalan
@pythonroboto
@codefor30days
@fmfrancoise
@jblefevre60
@ipfconline1

Top Tweeters in G4:
@eli_krumova
@thinkers360
@womenintech
@girlswhocode
@iotswc
@getengati
@witi
@connectsdgs
@armedwscience
@andy_fitze

Top Tweeters in G5:
@yourstoryco
@toihyderabad
@sunrisers
@thoughtworks
@analyticsvidhya
@womenwhocode
@ubereng
@meetup
@akmalchaudhri
@netcrackertech

Top Tweeters in G6:
@skydog811
@zobjobsus
@reddit4devs
@williechunderan
@orgullosofutbol
@datascience_b
@orgullosoculees
@flamel_ai
@floryfpm
@aiselection

Top Tweeters in G7:
@jhenenoaikko
@franckancel
@tailored63015
@qidut_198
@lou010810
@insight_ps
@mahdi0072
@latam_bi
@danchiu0

Top Tweeters in G8:
@jhengstler
@sfu
@ubc
@viuniversity
@ubcokanagan
@uvic
@unbc
@royalroads
@rrupresident

Top Tweeters in G9:
@lauraclise
@jgproduct
@intentionalist_
@mariakar
@andy_dng
@whylabs
@findventures_
@niftmint

Top Tweeters in G10:
@erikblair
@nobody43373414
@colleen___x
@0xtommythomas
@tomly
@mariakuteynikov
@myaiteam
@brandontalalas


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