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odsc_2022-11-30_07-13-21.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 30, 2022
Short Description:
odsc via NodeXL https://bit.ly/3VGO1aY
@odsc
@eli_krumova
@ipfconline1
@o_fabriciosouza
@nawbeanstwt
@ferneth13
@laawfbreakings
@ftoce
@hydrology_irpi
@kirkdborne

Top hashtags:
#datascience
#ai
#machinelearning
#belarus
#ml
#artificialintelligence
#analytics
#bigdata

Description:
Description
The graph represents a network of 473 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, 30 November 2022 at 15:15 UTC.

The requested start date was Wednesday, 30 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 13-day, 21-hour, 56-minute period from Wednesday, 16 November 2022 at 02:37 UTC to Wednesday, 30 November 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 : 473
Unique Edges : 352
Edges With Duplicates : 1484
Total Edges : 1836
Number of Edge Types : 5
Mentions : 267
Tweet : 323
MentionsInRetweet : 777
Retweet : 449
Replies to : 20
Self-Loops : 338
Reciprocated Vertex Pair Ratio : 0.0152777777777778
Reciprocated Edge Ratio : 0.0300957592339261
Connected Components : 35
Single-Vertex Connected Components : 20
Maximum Vertices in a Connected Component : 348
Maximum Edges in a Connected Component : 1449
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.680922
Graph Density : 0.00327426810477658
Modularity : 0.293875
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 473 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, 30 November 2022 at 15:15 UTC.

The requested start date was Wednesday, 30 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 13-day, 21-hour, 56-minute period from Wednesday, 16 November 2022 at 02:37 UTC to Wednesday, 30 November 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:
[56] https://opendatascience.com/the-three-trending-data-science-jobs-and-how-to-land-them/
[14] https://opendatascience.com/top-12-open-source-machine-learning-projects-of-2022-so-far/
[14] https://opendatascience.com/the-role-of-data-analytics-in-combating-ocean-plastic/
[10] https://opendatascience.com/5-reasons-to-use-social-media-data-mining/
[6] https://opendatascience.com/an-introduction-to-decision-tree-and-ensemble-methods/
[6] https://opendatascience.com/model-overload-which-nlp-model-should-i-choose/
[6] https://aiplus.odsc.com/courses/ds101machinelearning
[6] https://aiplus.odsc.com/courses/ds102
[4] http://hydrology.irpi.cnr.it/research/
[3] https://odsc.es/futbol/declaraciones/declaraciones-de-luis-enrique-tras-el-espana-1-1-alemania/

Top URLs in Tweet in G1:
[53] https://opendatascience.com/the-three-trending-data-science-jobs-and-how-to-land-them/
[3] https://opendatascience.com/an-introduction-to-decision-tree-and-ensemble-methods/
[3] https://www.rtinsights.com/odsc-ops-focus-emphasizes-the-move-to-production-systems/?utm_campaign=RTI&utm_content=228811916&utm_medium=social&utm_source=twitter&hss_channel=tw-3100230334
[2] https://odsc.medium.com/top-tips-to-optimize-data-and-inventory-management-a8200e2c3011?utm_campaign=Learning%20Posts&utm_content=228473940&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[2] https://odsc.com/boston/?utm_source=twitter&utm_medium=social&utm_campaign=kirk
[2] https://dev.events/
[1] https://twitter.com/i/web/status/1597750773752147968
[1] https://register.gotowebinar.com/register/6817359546805649932?utm_campaign=Webinars&utm_content=229392056&utm_medium=social&utm_source=twitter&hss_channel=tw-3018841323
[1] https://twitter.com/i/web/status/1586780222795440135
[1] https://twitter.com/i/web/status/1587256354263240704

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:
[1] https://dernieres-nouvelles.com/le-ministre-bielorusse-des-affaires-etrangeres-decede-a-64-ans-medias-rt-russie-et-ex-union-sovietique/

Top URLs in Tweet in G4:
[14] https://opendatascience.com/the-role-of-data-analytics-in-combating-ocean-plastic/
[13] https://opendatascience.com/top-12-open-source-machine-learning-projects-of-2022-so-far/
[10] https://opendatascience.com/5-reasons-to-use-social-media-data-mining/
[5] https://opendatascience.com/model-overload-which-nlp-model-should-i-choose/
[3] https://opendatascience.com/how-to-get-started-with-deep-reinforcement-learning-on-a-variety-of-use-cases/
[2] https://opendatascience.com/an-introduction-to-decision-tree-and-ensemble-methods/
[2] https://opendatascience.com/paradoxes-in-data-science/
[1] https://twitter.com/i/web/status/1597727370215145472
[1] https://opendatascience.com/the-three-trending-data-science-jobs-and-how-to-land-them/
[1] https://odsc.com/blog/a-gentle-introduction-to-vector-search/?utm_campaign=Learning%20Posts&utm_content=227544428&utm_medium=social&utm_source=twitter&hss_channel=tw-831619001625276417

Top URLs in Tweet in G5:
[6] https://aiplus.odsc.com/courses/ds101machinelearning
[6] https://aiplus.odsc.com/courses/ds102
[2] https://opendatascience.com/the-three-trending-data-science-jobs-and-how-to-land-them/
[1] https://opendatascience.com/an-introduction-to-decision-tree-and-ensemble-methods/
[1] https://opendatascience.com/top-12-open-source-machine-learning-projects-of-2022-so-far/
[1] https://opendatascience.com/model-overload-which-nlp-model-should-i-choose/
[1] https://aiplus.training/certificates/?utm_campaign=Learn%20AI&utm_content=229387279&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

Top URLs in Tweet in G6:
[3] https://odsc.es/futbol/declaraciones/declaraciones-de-luis-enrique-tras-el-espana-1-1-alemania/
[2] https://www.clocate.com/73615/
[2] https://odsc.es/futbol/portadas/portada-mundo-deportivo-30-noviembre-2022-duelo-al-gol/
[2] https://odsc.es/futbol/portadas/portada-sport-16-noviembre-2022-ansu-arma-letal/
[2] https://odsc.es/futbol/portadas/portada-mundo-deportivo-16-noviembre-2022-por-que-no/
[2] https://odsc.es/futbol/portadas/portada-marca-16-noviembre-2022-si-en-verano-el-madrid-me-dice-que-tengo-que-irme-lo-aceptare/
[2] https://odsc.es/futbol/portadas/portada-as-16-noviembre-2022-podemos/
[2] https://odsc.es/futbol/declaraciones/joan-laporta-explica-que-delantero-estuvo-cerca-de-fichar-el-barca-pero-el-liverpool-se-adelanto/
[2] https://odsc.es/futbol/declaraciones/declaraciones-de-pedri-previas-al-mundial-2022/
[2] https://odsc.es/futbol/declaraciones/leo-messi-da-pistas-sobre-su-futuro-mas-proximo/

Top URLs in Tweet in G7:
[1] https://twitter.com/_VaIhaIIa_/status/1595420951390609409
[1] https://twitter.com/CeI_mates_/status/1595134296104513536

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1597313630130753536

Top Domains
Top Domains in Tweet in Entire Graph:
[176] odsc.es
[133] opendatascience.com
[47] odsc.com
[39] medium.com
[22] twitter.com
[9] aiplus.training
[6] rtinsights.com
[5] youtube.com
[4] gotowebinar.com
[4] cnr.it

Top Domains in Tweet in G1:
[74] opendatascience.com
[22] odsc.com
[18] medium.com
[10] twitter.com
[5] rtinsights.com
[4] gotowebinar.com
[4] aiplus.training
[4] nvidia.com
[3] amazon.com
[3] mit.edu

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

Top Domains in Tweet in G3:
[1] dernieres-nouvelles.com

Top Domains in Tweet in G4:
[51] opendatascience.com
[3] odsc.com
[1] twitter.com
[1] rtinsights.com

Top Domains in Tweet in G5:
[18] odsc.com
[9] medium.com
[7] opendatascience.com
[5] aiplus.training
[2] twitter.com

Top Domains in Tweet in G6:
[176] odsc.es
[12] medium.com
[3] odsc.com
[3] briefly.co
[2] clocate.com
[2] twitter.com
[2] instagram.com
[1] google.com
[1] taipy.io
[1] candicerodriguez.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[201] datascience
[110] ai
[60] machinelearning
[56] belarus
[32] ml
[28] artificialintelligence
[23] analytics
[22] bigdata
[15] odscwebinar
[15] ecology



Top Hashtags in Tweet in G1:
[151] datascience
[38] ai
[25] ml
[21] machinelearning
[20] artificialintelligence
[15] odscwebinar
[13] odsceast
[10] datascientists
[9] odscwest
[6] dataviz

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

Top Hashtags in Tweet in G3:
[56] belarus
[1] odsc
[1] vladimirmakey
[1] vatican
[1] minsk
[1] antejozic
[1] guerreukraine
[1] russie
[1] guerresdereligions
[1] monde

Top Hashtags in Tweet in G4:
[52] ai
[22] machinelearning
[17] datascience
[17] analytics
[15] bigdata
[15] ecology
[10] socialmedia
[5] nlp
[5] 100daysofcode
[2] artificialintelligence

Top Hashtags in Tweet in G5:
[31] datascience
[17] ai
[16] machinelearning
[11] stemday
[6] online
[6] courses
[5] artificialintelligence
[5] ml
[2] azuresynapse
[2] powerbi

Top Hashtags in Tweet in G6:
[4] odsc
[4] data
[3] ai
[2] science
[2] dat
[2] tech
[2] conference
[1] taipy
[1] video
[1] community

Top Hashtags in Tweet in G10:
[1] datascience
[1] data
[1] programming
[1] dataanalytics

Top Words
Top Words in Tweet in Entire Graph:
[434] odsc
[201] #datascience
[162] data
[143] 2022
[134] learning
[110] #ai
[97] ai
[87] training
[87] article
[86] machine

Top Words in Tweet in G1:
[212] odsc
[151] #datascience
[88] learning
[79] training
[75] ai
[71] data
[54] blog
[54] resources
[53] newbie
[53] full

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

Top Words in Tweet in G3:
[57] mort
[57] sommet
[57] juste
[56] makey
[56] subite
[56] affaires
[56] ministre
[56] #belarus
[56] 64
[56] sergueijirnov

Top Words in Tweet in G4:
[74] odsc
[52] #ai
[42] cc
[42] ipfconline1
[35] data
[22] #machinelearning
[20] schmarzo
[17] #datascience
[17] #analytics
[15] ocean

Top Words in Tweet in G5:
[41] odsc
[34] learning
[31] #datascience
[25] machine
[21] data
[17] #ai
[16] #machinelearning
[16] ai
[14] eli_krumova
[11] iotswc

Top Words in Tweet in G6:
[119] 2022
[79] portada
[79] noviembre
[49] mundial
[34] qatar
[33] resultado
[33] vs
[29] final
[29] resumen
[23] mundo

Top Words in Tweet in G7:
[2] mikelegalai
[2] gaurav_jain98
[2] amanmehara
[2] sapiendpiyush
[2] james_bondu
[2] penapenna1
[2] thestruttstore
[2] odsc
[2] _footballdiary
[2] adab123a

Top Words in Tweet in G8:
[13] onder
[13] strikte
[13] afgelopen
[13] documenten
[13] inzage
[13] over
[13] week
[13] tweede
[13] gaan
[13] die

Top Words in Tweet in G9:
[2] hey_reap3r
[2] odsc

Top Words in Tweet in G10:
[28] data
[20] summit
[18] science
[9] google
[9] tc22
[9] pycon
[9] aws
[9] cloud
[9] work
[9] re

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[83] machine,learning
[79] noviembre,2022
[74] advanced,metrics
[72] three,advanced
[72] article,odsc
[72] fantasy,football
[72] optimize,fantasy
[72] interesting,article
[72] football,lineup
[72] lineup,interesting

Top Word Pairs in Tweet in G1:
[53] full,advice
[53] machine,learning
[53] odsc,blog
[53] #datascience,newbie
[53] newbie,odsc
[53] blog,full
[53] advice,training
[53] training,resources
[28] deep,learning
[26] kirkdborne,#datascience

Top Word Pairs in Tweet in G2:
[63] advanced,metrics
[62] three,advanced
[62] football,lineup
[62] article,odsc
[62] lineup,interesting
[62] fantasy,football
[62] optimize,fantasy
[62] interesting,article
[62] metrics,optimize
[61] odsc,advance

Top Word Pairs in Tweet in G3:
[56] ans,juste
[56] makey,64
[56] #belarus,vladimir
[56] vladimir,makey
[56] affaires,étrangères
[56] ministre,affaires
[56] subite,ministre
[56] étrangères,#belarus
[56] juste,après
[56] après,sommet

Top Word Pairs in Tweet in G4:
[35] odsc,#ai
[17] cc,schmarzo
[16] data,#analytics
[15] role,data
[15] #ai,#ecology
[15] #ai,cc
[15] combating,ocean
[15] ocean,plastic
[15] #ecology,cc
[15] plastic,odsc

Top Word Pairs in Tweet in G5:
[24] machine,learning
[11] dalithsteiger,andy_fitze
[11] happy,#stemday
[11] #stemday,dalithsteiger
[11] andy_fitze,iotswc
[11] iotswc,williamstim
[11] twitterwomen,womeng
[11] womeng,twitterdev
[11] twitterdev,getengati
[11] williamstim,twitterwomen

Top Word Pairs in Tweet in G6:
[79] noviembre,2022
[33] qatar,2022
[31] mundial,qatar
[29] final,resumen
[29] resultado,final
[21] mundo,deportivo
[21] portada,mundo
[20] portada,sport
[19] última,hora
[19] hora,resultado

Top Word Pairs in Tweet in G7:
[2] odsc,penapenna1
[2] _footballdiary,thestruttstore
[2] james_bondu,mikelegalai
[2] sapiendpiyush,gaurav_jain98
[2] amanmehara,_footballdiary
[2] adab123a,odsc
[2] gaurav_jain98,adab123a
[2] thestruttstore,sapiendpiyush
[2] penapenna1,james_bondu

Top Word Pairs in Tweet in G8:
[13] afgelopen,week
[13] documenten,die
[13] die,gaan
[13] onder,strikte
[13] voorwaarden,inzage
[13] kamerleden,onder
[13] strikte,voorwaarden
[13] gaan,over
[13] inzage,documenten
[13] week,kregen

Top Word Pairs in Tweet in G10:
[18] data,science
[9] summit,odsc
[9] google,data
[9] tc22,aws
[9] salon,re
[9] data,cloud
[9] re,work
[9] cloud,summit
[9] science,salon
[9] conferences,google

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@odsc
@antgrasso
@sergueijirnov
@kirkdborne
@ipfconline1
@sheamusmcgov
@intellimetri
@schmarzo
@eli_krumova
@schmar

Top Mentioned in G1:
@odsc
@kirkdborne
@intellimetri
@sheamusmcgov
@sassoftware
@rtinsights
@worldtrendsinfo
@dvcorg
@robinson_es
@ipfconline1

Top Mentioned in G2:
@odsc
@antgrasso
@sassoftware

Top Mentioned in G3:
@sergueijirnov
@pontifex_it

Top Mentioned in G4:
@odsc
@ipfconline1
@schmarzo
@schmar
@kirkdborne
@mhiesboeck
@bobehayes
@antgrasso
@ym78200

Top Mentioned in G5:
@odsc
@eli_krumova
@dalithsteiger
@andy_fitze
@iotswc
@williamstim
@twitterwomen
@womeng
@twitterdev
@getengati

Top Mentioned in G7:
@amanmehara
@_footballdiary
@thestruttstore
@sapiendpiyush
@gaurav_jain98
@adab123a
@odsc
@penapenna1
@james_bondu
@mikelegalai

Top Mentioned in G8:
@abflipse

Top Mentioned in G9:
@odsc
@hey_reap3r
@0xhuggy
@sunilalagh
@toksoyfatih
@coolermaster
@mitsubishinft
@0xbimbonft
@enesozdemirnet
@mister_do_cafe

Top Mentioned in G10:
@nawbeanstwt

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@codedailybot
@vonrosenchild
@o_fabriciosouza
@dataaugmented
@education_24x7
@godfrey_g_
@ml_tweet_bot
@ssxman2
@calcaware

Top Tweeters in G1:
@chidambara09
@codedailybot
@vonrosenchild
@o_fabriciosouza
@education_24x7
@jamesvgingerich
@frcretweets
@hubbucket
@rosiaxbot
@pythonroboto

Top Tweeters in G2:
@ferdevarela19
@sassoftware
@antgrasso
@smesgoals
@cioconnection
@iotmore
@thedxengineer
@socialtmantra
@newtechtwin
@marketerncust

Top Tweeters in G3:
@barberis888
@thenenelle
@calipette
@petimiti
@patleo57
@lio14893254
@scorpion74000
@robert_brome
@infos_defense
@taomadame

Top Tweeters in G4:
@ml_tweet_bot
@ssxman2
@calcaware
@gezgintrk
@nicochan33
@laveilletechno
@simonlporter
@jblefevre60
@ipfconline1
@fabriziobustama

Top Tweeters in G5:
@dataaugmented
@godfrey_g_
@ricardo_ik_ahau
@therealfs0c1ety
@eli_krumova
@thinkers360
@womenintech
@womenwhocode
@girlswhocode
@iotswc

Top Tweeters in G6:
@clocate
@dicerod
@chuck_moeller
@orgullosofutbol
@genericgranola
@anoushnajarian
@datascience_b
@orgullosoculees
@pcmax_5nensei
@fizycznyosiol

Top Tweeters in G7:
@amanmehara
@mishbass
@steinheimberg
@bkanber
@trishitghosh07
@gaurav_jain98
@mikelegalai
@james_bondu
@thestruttstore
@sapiendpiyush

Top Tweeters in G8:
@suus25834751
@gaia_universe
@abflipse
@actievede
@theunrig
@lulu11297550
@loppansky
@kbilkert
@brianw66279343
@edvdijk

Top Tweeters in G9:
@toksoyfatih
@barryjonesbox
@coolermaster
@sunilalagh
@mister_do_cafe
@0xhuggy
@enesozdemirnet
@trait_sniper
@aldennxtegalika
@atahsen93

Top Tweeters in G10:
@dc__movers
@ulilokshin
@hear_our_roar
@presstorun
@juweltan
@dataqualityking
@builderbatch
@osp_global
@nawbeanstwt


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