Data Science Jobs, Twitter, 6/16/2021 12:51:42 PM, 257039


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Data Science Jobs Twitter NodeXL SNA Map and Report for Wednesday, 16 June 2021 at 12:16 UTC
Data Science Jobs Twitter NodeXL SNA Map and Report for Wednesday, 16 June 2021 at 12:16 UTC
From:
docassar
Uploaded on:
June 16, 2021
Short Description:
Data Science Jobs via NodeXL https://bit.ly/3pX7plo
@mfbenitez
@saqibali_ca
@godfrey_g_
@janetread
@ml_tweet_bot
@anybodycanfly
@ai_jobsnet
@fede_botta
@uniofexeter
@lida_uk

Top hashtags:
#datascience
#ai
#jobs
#machinelearning
#python
#bigdata
#data
#jobsearch

Description:
Description
The graph represents a network of 923 Twitter users whose recent tweets contained "Data Science Jobs", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 16 June 2021 at 12:23 UTC.

The tweets in the network were tweeted over the 8-day, 0-hour, 12-minute period from Tuesday, 08 June 2021 at 11:32 UTC to Wednesday, 16 June 2021 at 11:44 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 : 923
Unique Edges : 1450
Edges With Duplicates : 287
Total Edges : 1737
Number of Edge Types : 5
Retweet : 622
MentionsInRetweet : 664
Replies to : 36
Tweet : 260
Mentions : 155
Self-Loops : 267
Reciprocated Vertex Pair Ratio : 0.0117302052785924
Reciprocated Edge Ratio : 0.0231884057971014
Connected Components : 203
Single-Vertex Connected Components : 98
Maximum Vertices in a Connected Component : 303
Maximum Edges in a Connected Component : 765
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.695434
Graph Density : 0.0016216101884123
Modularity : 0.774479
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 923 Twitter users whose recent tweets contained "Data Science Jobs", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 16 June 2021 at 12:23 UTC.

The tweets in the network were tweeted over the 8-day, 0-hour, 12-minute period from Tuesday, 08 June 2021 at 11:32 UTC to Wednesday, 16 June 2021 at 11:44 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 : TwitterSearch
Graph Term : Data Science Jobs
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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[74] https://jobs.inria.fr/public/classic/fr/offres/2021-03790
[65] https://www.jobs.cam.ac.uk/job/30042/
[34] https://jobs.leeds.ac.uk/Vacancy.aspx?ref=MHLDA1032
[18] https://www.hdruk.ac.uk/jobs/senior-health-data-scientist-bhf-data-science-centre/
[17] https://www.kdnuggets.com/2021/06/shortage-data-science-jobs-5-years.html?utm_content=buffer7c59c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[17] https://jobs.sanger.ac.uk/vacancy/advanced-research-assistant-444171.html
[15] https://ai-jobs.net/job/7319-software-engineer-data-science/
[10] https://liwaiwai.com/2021/06/08/6-pitfalls-to-avoid-when-transitioning-to-a-data-science-career/
[10] https://www.jobs.ac.uk/job/CGI529/lecturer-and-senior-lecturer-in-psychology-data-statistical-skills-open-science
[9] https://www.analyticsinsight.net/hottest-data-science-job-openings-around-the-world-june-2021/

Top URLs in Tweet in G1:
[16] https://www.kdnuggets.com/2021/06/shortage-data-science-jobs-5-years.html?utm_content=buffer7c59c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[13] https://ai-jobs.net/job/7319-software-engineer-data-science/
[10] https://liwaiwai.com/2021/06/08/6-pitfalls-to-avoid-when-transitioning-to-a-data-science-career/
[9] https://www.analyticsinsight.net/hottest-data-science-job-openings-around-the-world-june-2021/
[5] https://blog.streamlit.io/dbt-cloud-jobs-with-streamlit/
[5] https://streamlit.io/for-teams
[4] https://ai-jobs.net/job/7317-senior-manager-data-science-growth/
[4] https://ai-jobs.net/job/7456-data-scientist-decision-science/
[4] https://www.kdnuggets.com/2021/06/shortage-data-science-jobs-5-years.html
[3] https://careers.southpole.com/jobs/1218982-manager-climate-data-science

Top URLs in Tweet in G2:
[4] https://lookingforjob.co/
[4] https://lookingforjob.co/job/862/senior-manager-data-sc
[2] https://neurons.ai/blog/news-stories/jobs-roundup-latest-data-science-openings-at-top-firms-in-bangalore-3/
[2] https://jobs.zeit.de/jobs/professur-w2-data-science-data-literacy-hochschule-ruhr-west-muelheim-bottrop-1042588?wt_zmc=sm.int.zonaudev.twitter.stellenanzeige.stellenmarkt_stellenanzeige.feed.stellenmarkt_komplett.x&utm_medium=sm&utm_source=twitter_zonaudev_int&utm_campaign=stellenanzeige&utm_content=stellenmarkt_stellenanzeige_feed_stellenmarkt_komplett_x
[2] https://www.academics.de/jobs/professur-w2-data-science-data-literacy-hochschule-ruhr-west-muelheim-bottrop-1042588?wt_zmc=sm.int.zonaudev.twitter.stellenanzeige.acade.feed.academics_dach_komplett.x&utm_medium=sm&utm_source=twitter_zonaudev_int&utm_campaign=stellenanzeige&utm_content=acade_feed_academics_dach_komplett_x
[2] https://doorsel.hiringroom.com/jobs/get_vacancy/5d98f55948121c800db16d5a?source=twitter
[2] https://www.indiatoday.in/education-today/jobs-and-careers/story/explained-how-students-can-fast-track-their-careers-with-skills-in-data-science-and-business-analytics-1803455-2021-05-17
[2] https://www.secondhandbazaar.in/jobs/education-training/no-1-data-science-training-in-chennai-infycle-technologies_i131332?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.linkedin.com/jobs/view/2573387379
[1] https://www.linkedin.com/jobs/view/intern-business-analytics-and-insights-at-indivior-2579825572

Top URLs in Tweet in G3:
[74] https://jobs.inria.fr/public/classic/fr/offres/2021-03790

Top URLs in Tweet in G4:
[65] https://www.jobs.cam.ac.uk/job/30042/

Top URLs in Tweet in G6:
[31] https://jobs.leeds.ac.uk/Vacancy.aspx?ref=MHLDA1032
[4] https://jobs.womenintech.co.uk/jobs/67104715-research-associate-ai-methods-in-mammography-intelligent-assessment-at-the-alan-turing-institute

Top URLs in Tweet in G7:
[7] https://discord.com/invite/sb9HFZwKMR
[2] https://twitch.tv/kierisi
[1] https://startup.jobs/data-science-engineer-opentable-2-2152944
[1] http://www.e-physician.info/jobs/?q=Licensed+Mental+Health+Therapist+%28LCSW%2C+LMFT%2C+LPCC%29&l=Stockton+CA+USA&z=&tw=&k=
[1] https://alexgude.com/blog/data-science-job-spectrum/

Top URLs in Tweet in G9:
[8] https://www.jobs.ac.uk/job/CGT021/phd-funded-modelling-urban-environments-using-mobile-phone-and-online-data-data-science-computational-social-science-complex-networks

Top URLs in Tweet in G10:
[18] https://www.hdruk.ac.uk/jobs/senior-health-data-scientist-bhf-data-science-centre/
[3] https://www.hdruk.ac.uk/jobs/head-of-training/

Top Domains
Top Domains in Tweet in Entire Graph:
[216] ac.uk
[74] inria.fr
[66] ai-jobs.net
[32] kdnuggets.com
[23] e-physician.info
[21] analyticsinsight.net
[18] hidden-professionals.de
[16] streamlit.io
[15] linkedin.com
[15] postings.com

Top Domains in Tweet in G1:
[61] ai-jobs.net
[22] kdnuggets.com
[21] analyticsinsight.net
[16] streamlit.io
[13] liwaiwai.com
[9] freelancer.com
[7] analyticsindiamag.com
[7] higheredjobs.com
[6] dice.com
[5] twinybots.ch

Top Domains in Tweet in G2:
[8] linkedin.com
[8] lookingforjob.co
[8] careerarc.com
[7] neurons.ai
[4] ac.uk
[4] freshershome.com
[4] feedblitz.com
[3] kdnuggets.com
[3] e-physician.info
[3] content-app.com

Top Domains in Tweet in G3:
[74] inria.fr

Top Domains in Tweet in G4:
[65] ac.uk

Top Domains in Tweet in G6:
[35] ac.uk
[4] co.uk
[1] twitter.com

Top Domains in Tweet in G7:
[18] e-physician.info
[10] ac.uk
[9] discord.com
[5] twitch.tv
[3] alexgude.com
[3] startup.jobs
[2] hireitpeople.com
[1] twitter.com

Top Domains in Tweet in G9:
[25] ac.uk
[1] twitter.com
[1] vistaprint.com
[1] openstatistics.org
[1] careerarc.com

Top Domains in Tweet in G10:
[23] ac.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[193] datascience
[112] ai
[101] jobs
[76] machinelearning
[48] python
[42] bigdata
[41] data
[40] jobsearch
[39] datascientist
[37] applynow



Top Hashtags in Tweet in G1:
[102] datascience
[101] ai
[59] machinelearning
[48] python
[42] bigdata
[37] jobs
[37] jobsearch
[35] datajobs
[35] 100daysofcode
[31] programming

Top Hashtags in Tweet in G2:
[17] jobs
[14] datascience
[7] stellenangebot
[6] hiring
[6] intoainews
[5] it
[4] adidas
[4] us
[4] india
[4] career

Top Hashtags in Tweet in G6:
[34] datascience
[33] internships
[33] applynow
[4] techjobs
[3] womenintech
[3] londonjobs
[1] internship
[1] diversityintech
[1] diversity

Top Hashtags in Tweet in G7:
[9] medical
[9] science
[3] warcraft
[2] datasciencejobs
[2] denverjobs
[2] colorodojobs
[2] hireitpeoplejobs
[2] itjobs
[2] h1btransfer
[2] h1bjobs

Top Hashtags in Tweet in G9:
[5] datascience
[1] internship
[1] internships
[1] applynow
[1] softwareengineer
[1] datascientist
[1] phd
[1] lecturer
[1] computerscience
[1] nowhiring

Top Hashtags in Tweet in G10:
[11] datascientist
[3] healthdatascience
[3] trainingdesign

Top Words
Top Words in Tweet in Entire Graph:
[1135] data
[1014] science
[351] jobs
[257] #datascience
[226] et
[162] hiring
[160] pour
[151] des
[148] à
[143] scientist

Top Words in Tweet in G1:
[202] data
[164] #datascience
[156] science
[110] #machinelearning
[109] #ai
[98] #bigdata
[98] #python
[69] jobs
[64] hiring
[54] #jobsearch

Top Words in Tweet in G2:
[131] data
[119] science
[52] jobs
[25] job
[18] apply
[18] more
[17] #jobs
[15] research
[14] manager
[14] #datascience

Top Words in Tweet in G3:
[222] et
[148] pour
[148] à
[148] des
[74] offre
[74] d'emploi
[74] data
[74] scientist
[74] junior
[74] rejoindre

Top Words in Tweet in G4:
[65] interested
[65] postdoc
[65] interface
[65] state
[65] art
[65] synthesis
[65] high
[65] throughput
[65] experimentation
[65] data

Top Words in Tweet in G5:
[46] future
[46] ready
[46] skills
[46] jobs
[46] data
[46] science
[46] machine
[46] learning
[46] blockchain
[46] ai

Top Words in Tweet in G6:
[71] data
[70] science
[37] now
[37] looking
[37] turinginst
[34] lida_uk
[34] #datascience
[33] hiring
[33] #internships
[33] open

Top Words in Tweet in G7:
[76] science
[76] data
[47] learning
[38] machine
[27] medical
[20] computer
[20] jobs
[18] discord
[18] usa
[16] ai

Top Words in Tweet in G8:
[51] someone
[26] data
[26] science
[26] jobs
[26] trust
[25] many
[25] best
[25] never
[25] posted
[25] hiring

Top Words in Tweet in G9:
[43] science
[25] data
[20] looking
[20] urban
[20] computational
[20] social
[20] uniofexeter
[20] more
[20] here
[19] very

Top Words in Tweet in G10:
[46] data
[34] health
[22] great
[20] senior
[20] scientist
[20] science
[17] working
[17] bhf
[17] centre
[14] bhfdatascience

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[754] data,science
[122] data,scientist
[104] machine,learning
[91] science,jobs
[74] offre,d'emploi
[74] d'emploi,data
[74] scientist,junior
[74] junior,pour
[74] pour,rejoindre
[74] rejoindre,l'équipe

Top Word Pairs in Tweet in G1:
[129] data,science
[55] #bigdata,#datascience
[52] #ai,#machinelearning
[52] #machinelearning,#datajobs
[52] #datajobs,#jobsearch
[52] #jobsearch,#mljobs
[52] #mljobs,#bigdata
[52] #datascience,#aijobs
[52] #aijobs,#recruiting
[52] #recruiting,#techjobs

Top Word Pairs in Tweet in G2:
[100] data,science
[15] science,jobs
[6] minimum,1
[6] 1,year
[5] data,scientist
[5] jobs,data
[5] more,jobs
[5] m,d
[5] #datascience,#intoainews
[5] science,data

Top Word Pairs in Tweet in G3:
[74] offre,d'emploi
[74] d'emploi,data
[74] data,scientist
[74] scientist,junior
[74] junior,pour
[74] pour,rejoindre
[74] rejoindre,l'équipe
[74] l'équipe,scikit_learn
[74] scikit_learn,à
[74] à,inria

Top Word Pairs in Tweet in G4:
[65] interested,postdoc
[65] postdoc,interface
[65] interface,state
[65] state,art
[65] art,synthesis
[65] synthesis,high
[65] high,throughput
[65] throughput,experimentation
[65] experimentation,data
[65] data,science

Top Word Pairs in Tweet in G5:
[46] future,ready
[46] ready,skills
[46] skills,jobs
[46] jobs,data
[46] data,science
[46] science,machine
[46] machine,learning
[46] learning,blockchain
[46] blockchain,ai
[46] ai,cybersecurity

Top Word Pairs in Tweet in G6:
[70] data,science
[33] hiring,lida_uk
[33] lida_uk,data
[33] science,#internships
[33] #internships,now
[33] now,open
[33] open,applications
[33] applications,graduate
[33] graduate,career
[33] career,changer

Top Word Pairs in Tweet in G7:
[50] data,science
[38] machine,learning
[16] learning,data
[14] science,machine
[11] computer,science
[9] datamuni,discord
[9] discord,now
[9] now,3000
[9] 3000,members
[9] members,wuhuuuu

Top Word Pairs in Tweet in G8:
[26] data,science
[25] many,best
[25] best,data
[25] science,jobs
[25] jobs,never
[25] never,posted
[25] posted,hiring
[25] hiring,manager
[25] manager,hire
[25] hire,someone

Top Word Pairs in Tweet in G9:
[23] data,science
[20] computational,social
[20] social,science
[19] very,excited
[19] excited,announce
[19] announce,looking
[19] looking,phd
[19] phd,student
[19] student,join
[19] join,ric_dicle

Top Word Pairs in Tweet in G10:
[23] health,data
[20] senior,health
[20] data,scientist
[20] data,science
[17] bhf,data
[17] science,centre
[11] great,opportunity
[11] opportunity,experienced
[11] experienced,health
[11] health,#datascientist

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@scikit_learn
@inria
@gaunt_group
@turinginst
@lida_uk
@cdrc_uk
@data_can_hub
@uniofexeter
@ric_dicle
@mgutierrezroig

Top Mentioned in G1:
@kdnuggets
@cazoouk
@getdbt
@ucberkeley
@followcii
@debjani_ghosh_
@nasscom
@ktech_dsai
@achyutaghosh
@drangshu

Top Mentioned in G2:
@cubiq_jobs

Top Mentioned in G3:
@scikit_learn
@inria

Top Mentioned in G4:
@gaunt_group

Top Mentioned in G6:
@turinginst
@lida_uk
@cdrc_uk
@data_can_hub

Top Mentioned in G7:
@chicigroup
@uclandigilife
@uclancomputing
@actioniqinc
@opentable

Top Mentioned in G9:
@uniofexeter
@ric_dicle
@mgutierrezroig
@exetercompsci
@lida_uk
@cdrc_uk
@data_can_hub
@turinginst
@vistaprintjobs
@bhfdatascience

Top Mentioned in G10:
@bhfdatascience
@hdr_uk
@laraedw001

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@cybersecurityn8
@thedeveloperbot
@yogi210875
@dataaugmented
@friday_js_bot
@andrewmorrisuk

Top Tweeters in G1:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@cybersecurityn8
@thedeveloperbot
@dataaugmented
@friday_js_bot
@hubofml
@machinelearnflx

Top Tweeters in G2:
@into_ai
@jamesvgingerich
@7wdata
@stanleyepstein
@freshers_home
@diezeit_jobs
@247work
@mattliptak
@grjenkin
@gj_education

Top Tweeters in G3:
@fullnam35087976
@nholzschuch
@pentar0o
@cool_python
@olberger
@rgaidot
@drveronikach
@roelandtn42
@zacchiro
@widged

Top Tweeters in G4:
@tradingpharma
@findlatergroup
@drlcsquare
@tomislavfriscic
@prof_west
@chemepi
@emmertlab
@donnardmorgan
@omerkozz
@sarah_reisman

Top Tweeters in G5:
@yogi210875
@imkhimansh
@tendulkarranjan
@anybodycanfly
@your_pramod
@msndwandwefox
@avin_endorphin
@trulyhari9
@hanysewilam
@ganpati17889962

Top Tweeters in G6:
@discriminantbot
@info_data_mgmt
@govtechresearch
@grantdenkinson
@soci
@dansanleeds
@rama_les
@turinginst
@doc_som
@umara8

Top Tweeters in G7:
@ml_tweet_bot
@mrtallerjerry
@hireitpeople
@misalraj_
@devstartupjobs
@medsciencejobs
@worldok_
@davecampaigns
@opentable
@kierisi

Top Tweeters in G8:
@djjabtics
@funanyachukwu
@1st_chidi
@lohyce_
@abumchetachi
@hugo_chiez
@ihuezemd
@drmooh_
@misss__audrey
@honnonny

Top Tweeters in G9:
@uniofexeter
@saqibali_ca
@net_science
@mfbenitez
@branmorrighan
@leoferres
@denadai2
@fede7j
@paolobarucca
@massimost

Top Tweeters in G10:
@corylus
@ruthlady
@jnhealth
@d4hio
@hdr_uk
@npirastu
@cwcyau
@bristolbrc
@laraedw001
@rhoswalker


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