machinelearning, Twitter, 1/21/2019 6:02:54 AM, 182635


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machinelearning_2019-01-20_21-57-06.xlsx
machinelearning_2019-01-20_21-57-06.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
January 21, 2019
Short Description:
machinelearning via NodeXL http://bit.ly/2U3ejUR
@spirosmargaris
@kirkdborne
@mikequindazzi
@ipfconline1
@hubanalytics1
@jimmygill
@ronald_vanloon
@corpnce
@fmfrancoise
@andi_staub

Top hashtags:
#machinelearning
#ai
#deeplearning
#datascience
#artificialintelligence

Description:
Description
The graph represents a network of 220 Twitter users whose recent tweets contained "machinelearning", 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 Monday, 21 January 2019 at 05:57 UTC.

The tweets in the network were tweeted over the 19-minute period from Monday, 21 January 2019 at 05:37 UTC to Monday, 21 January 2019 at 05:57 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 : 220
Unique Edges : 272
Edges With Duplicates : 25
Total Edges : 297
Self-Loops : 42
Reciprocated Vertex Pair Ratio : 0.038135593220339
Reciprocated Edge Ratio : 0.073469387755102
Connected Components : 38
Single-Vertex Connected Components : 9
Maximum Vertices in a Connected Component : 129
Maximum Edges in a Connected Component : 196
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.845054
Graph Density : 0.00508509755085098
Modularity : 0.70206
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[4] https://www.informationisbeautifulawards.com/showcase/2333-map-of-computer-science
[3] https://thenextweb.com/contributors/2019/01/18/10-ways-to-prepare-for-the-ai-and-automation-revolution/
[3] https://github.com/osforscience/deep-learning-ocean?utm_campaign=explore-email&utm_medium=email&utm_source=newsletter&utm_term=daily
[2] https://towardsdatascience.com/roadmap-for-multi-class-sentiment-analysis-with-deep-learning-36f86a0185d2
[2] https://www.nextplatform.com/2019/01/16/germany-makes-massive-quantum-neuromorphic-investment/
[2] https://venturebeat.com/2019/01/20/facebook-backs-institute-for-ethics-in-artificial-intelligence-with-7-5-million/
[2] https://onlydatajobs.com/data-science-manager-at-mrp-philadelphia-pa
[2] https://www.analyticsinsight.net/artificial-intelligence-is-a-great-detector-tool/
[2] https://www.nytimes.com/2019/01/20/technology/artificial-intelligence-policy-world.html
[2] https://www.washingtonpost.com/news/powerpost/paloma/the-technology-202/2019/01/15/the-technology-202-venture-capitalists-balk-at-proposed-export-limits-on-ai-quantum-computing/5c3ccd2f1b326b66fc5a1c42/?noredirect=on

Top URLs in Tweet in G1:
[3] https://thenextweb.com/contributors/2019/01/18/10-ways-to-prepare-for-the-ai-and-automation-revolution/
[2] https://www.forbes.com/sites/kalevleetaru/2019/01/20/why-is-ai-and-machine-learning-so-biased-the-answer-is-simple-economics/#2727050588cc
[1] https://www.analyticsinsight.net/artificial-intelligence-is-a-great-detector-tool/
[1] https://www.forbes.com/sites/nvidia/2019/01/18/how-ai-is-transforming-the-next-generation-of-vehicles/#1d22f18447d9
[1] https://www.washingtonpost.com/news/powerpost/paloma/the-technology-202/2019/01/15/the-technology-202-venture-capitalists-balk-at-proposed-export-limits-on-ai-quantum-computing/5c3ccd2f1b326b66fc5a1c42/?noredirect=on
[1] https://www.nytimes.com/2019/01/20/technology/artificial-intelligence-policy-world.html

Top URLs in Tweet in G2:
[4] https://www.informationisbeautifulawards.com/showcase/2333-map-of-computer-science
[1] https://www.pwc.com/us/en/services/consulting/library/artificial-intelligence-predictions.html?WT.mc_id=CT1-PL52-DM2-TR1-LS4-ND30-TTA5-CN_AIPredictions2018-MQT&utm_content=bufferdb02b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://businessoverbroadway.com/2019/01/20/usage-driven-groupings-of-data-science-and-machine-learning-programming-languages/
[1] https://www.weforum.org/agenda/2019/01/who-should-take-charge-of-our-cybersecurity

Top URLs in Tweet in G3:
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=182633

Top URLs in Tweet in G4:
[2] https://www.codementor.io/anshikbansal/natural-language-processing-oh-i-lost-track-part-1-rctkbywl9
[2] http://www.datasciencecentral.com/profiles/blogs/book-python-data-science-handbook?overrideMobileRedirect=1
[2] https://www.forbes.com/sites/gilpress/2018/12/09/120-ai-predictions-for-2019/#63219241688c
[2] https://www.forbes.com/sites/forbestechcouncil/2019/01/16/13-industries-soon-to-be-revolutionized-by-artificial-intelligence/
[1] https://www.datasciencecentral.com/profiles/blogs/weekly-digest-january-21
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Flinear-algebra-for-deep-learning-506c19c0d6fa
[1] http://ipfconline.fr/blog/2018/11/27/50-top-digital-influencers-to-follow-in-2019/

Top URLs in Tweet in G5:
[3] https://github.com/osforscience/deep-learning-ocean?utm_campaign=explore-email&utm_medium=email&utm_source=newsletter&utm_term=daily
[2] https://towardsdatascience.com/roadmap-for-multi-class-sentiment-analysis-with-deep-learning-36f86a0185d2
[2] https://onlydatajobs.com/data-science-manager-at-mrp-philadelphia-pa
[2] https://venturebeat.com/2019/01/20/facebook-backs-institute-for-ethics-in-artificial-intelligence-with-7-5-million/
[2] https://www.nextplatform.com/2019/01/16/germany-makes-massive-quantum-neuromorphic-investment/
[1] https://lnkd.in/ffpMbuP
[1] https://lnkd.in/fcP9rDF
[1] http://pynade.com/main-reasons-learn-python/
[1] https://github.com/AmirAli5/100DaysOfMLCode

Top URLs in Tweet in G6:
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fthe-data-fabric-for-machine-learning-part-1-2c558b7035d7

Top URLs in Tweet in G7:
[1] https://www.analyticsinsight.net/artificial-intelligence-is-a-great-detector-tool/
[1] https://www.washingtonpost.com/news/powerpost/paloma/the-technology-202/2019/01/15/the-technology-202-venture-capitalists-balk-at-proposed-export-limits-on-ai-quantum-computing/5c3ccd2f1b326b66fc5a1c42/?noredirect=on
[1] https://www.nytimes.com/2019/01/20/technology/artificial-intelligence-policy-world.html
[1] https://medium.com/@ChrisHerd/why-blockchain-is-a-hammer-looking-for-a-nail-and-where-it-might-find-it-adba41facf23
[1] https://medium.com/m/global-identity?redirectUrl=https://hackernoon.com/top-10-roles-for-your-data-science-team-e7f05d90d961

Top URLs in Tweet in G8:
[2] http://www.kdnuggets.com/2016/09/poll-algorithms-used-data-scientists.html?utm_content=buffer5febc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://www.datasciencecentral.com/profiles/blogs/deep-learning-definition-resources-comparison-with-machine-learni?utm_content=buffer55e9a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G9:
[2] https://www.myamichi.com/?utm_source=SMM&utm_campaign=Digital_mkt
[1] http://www.cityam.com/271484/data-and-machine-learning-needs-human-intelligence-achieve
[1] https://lnkd.in/eUAWr2a
[1] https://lnkd.in/ePgWHSk
[1] https://techwireasia.com/2019/01/what-to-consider-when-picking-big-data-analytics-tools/
[1] http://cs229.stanford.edu/materials/ML-advice.pdf
[1] https://www.techiebouncer.com/2019/01/artificial-intelligence-data-life-cycle.html
[1] https://www.thetechedvocate.org/how-artificial-intelligence-is-improving-assistive-technology/

Top URLs in Tweet in G10:
[1] https://www.linkedin.com/pulse/guide-real-world-ai-machine-learning-use-cases-imtiaz-adam/?published=t
[1] https://www.forbes.com/sites/nvidia/2019/01/18/how-ai-is-transforming-the-next-generation-of-vehicles/#1d22f18447d9

Top Domains
Top Domains in Tweet in Entire Graph:
[8] forbes.com
[5] medium.com
[5] twitter.com
[5] github.com
[4] lnkd.in
[4] datasciencecentral.com
[4] informationisbeautifulawards.com
[3] thenextweb.com
[2] towardsdatascience.com
[2] nextplatform.com

Top Domains in Tweet in G1:
[3] forbes.com
[3] thenextweb.com
[1] analyticsinsight.net
[1] washingtonpost.com
[1] nytimes.com

Top Domains in Tweet in G2:
[4] informationisbeautifulawards.com
[1] pwc.com
[1] businessoverbroadway.com
[1] weforum.org

Top Domains in Tweet in G3:
[1] nodexlgraphgallery.org

Top Domains in Tweet in G4:
[4] forbes.com
[3] datasciencecentral.com
[2] codementor.io
[1] medium.com
[1] ipfconline.fr

Top Domains in Tweet in G5:
[4] github.com
[2] towardsdatascience.com
[2] onlydatajobs.com
[2] venturebeat.com
[2] nextplatform.com
[2] lnkd.in
[1] pynade.com

Top Domains in Tweet in G6:
[2] medium.com

Top Domains in Tweet in G7:
[2] medium.com
[1] analyticsinsight.net
[1] washingtonpost.com
[1] nytimes.com

Top Domains in Tweet in G8:
[2] kdnuggets.com
[1] datasciencecentral.com

Top Domains in Tweet in G9:
[2] lnkd.in
[2] myamichi.com
[1] cityam.com
[1] techwireasia.com
[1] stanford.edu
[1] techiebouncer.com
[1] thetechedvocate.org

Top Domains in Tweet in G10:
[1] linkedin.com
[1] forbes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[116] machinelearning
[83] ai
[46] deeplearning
[45] datascience
[40] artificialintelligence
[39] bigdata
[28] iot
[23] robotics
[20] fintech
[14] python



Top Hashtags in Tweet in G1:
[9] fintech
[9] ai
[8] insurtech
[7] machinelearning
[6] artificialintelligence
[6] robotics
[4] deeplearning
[3] automation
[3] revolution
[2] biased

Top Hashtags in Tweet in G2:
[12] machinelearning
[9] ai
[6] bigdata
[5] deeplearning
[5] infographic
[5] iot
[5] datascience
[3] robotics
[3] futureofwork
[2] innovation

Top Hashtags in Tweet in G3:
[3] machinelearning
[3] datascience
[2] data4good
[2] artificialintelligence
[2] corpnce
[2] datavisualization
[1] ai
[1] bigdata
[1] analytics
[1] healthcare

Top Hashtags in Tweet in G4:
[10] machinelearning
[8] datascience
[8] ai
[8] bigdata
[3] python
[3] nlproc
[3] deeplearning
[3] datascientists
[2] mathematics
[2] abdsc

Top Hashtags in Tweet in G5:
[15] machinelearning
[9] deeplearning
[8] artificialintelligence
[8] datascience
[5] ai
[5] python
[5] 100daysofmlcode
[3] bigdata
[3] datascientist
[3] developer

Top Hashtags in Tweet in G6:
[2] data
[2] machinelearning
[1] startups
[1] smallbusiness
[1] smbs
[1] enterprise
[1] entrepreneurs

Top Hashtags in Tweet in G7:
[7] fintech
[7] ai
[4] machinelearning
[3] insurtech
[2] blockchain
[2] datascience
[2] deeplearning
[2] artificialintelligence
[2] bigdata
[1] detector

Top Hashtags in Tweet in G8:
[6] machinelearning
[4] deeplearning
[4] datascience
[4] ai
[4] artificialintelligence
[3] ml
[3] iot
[3] internetofthings
[3] algorithms
[2] dl

Top Hashtags in Tweet in G9:
[9] machinelearning
[4] ai
[4] iot
[4] artificialintelligence
[3] bigdata
[3] datascience
[3] deeplearning
[3] technology
[2] robots
[2] achieve

Top Hashtags in Tweet in G10:
[11] machinelearning
[8] ai
[7] ia
[7] deeplearning
[5] iot
[5] digital
[4] ml
[4] dl
[4] guide
[4] bigdata

Top Words
Top Words in Tweet in Entire Graph:
[73] Words in Sentiment List#1: Positive
[37] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[2973] Non-categorized Words
[3083] Total Words
[116] machinelearning
[90] ai
[46] deeplearning
[45] datascience
[40] artificialintelligence

Top Words in Tweet in G1:
[9] fintech
[9] ai
[8] insurtech
[7] machinelearning
[6] artificialintelligence
[6] robotics
[4] jblefevre60
[4] deeplearning
[3] 10
[3] ways

Top Words in Tweet in G2:
[29] gt
[12] machinelearning
[11] mikequindazzi
[9] ai
[6] bigdata
[5] deeplearning
[5] infographic
[5] iot
[5] datascience
[4] stop

Top Words in Tweet in G3:
[3] kirkdborne
[3] machinelearning
[3] datascience
[3] corpnce
[2] data4good
[2] chidambara09
[2] history
[2] artificialintelligence
[2] datavisualization
[2] snessim

Top Words in Tweet in G4:
[10] machinelearning
[8] datascience
[8] ai
[8] bigdata
[5] kirkdborne
[4] ipfconline1
[4] 2019
[4] forbes
[3] python
[3] coding

Top Words in Tweet in G5:
[15] machinelearning
[11] python
[9] deeplearning
[8] artificialintelligence
[8] datascience
[7] learning
[7] 2019
[6] deep
[6] programming
[5] ai

Top Words in Tweet in G6:
[3] hubanalytics1
[2] data
[2] fabric
[2] machinelearning
[2] part
[2] 1
[2] https
[2] t
[2] co
[2] nsp6ubsap4

Top Words in Tweet in G7:
[7] fintech
[7] ai
[4] machinelearning
[3] spirosmargaris
[3] insurtech
[2] andi_staub
[2] blockchain
[2] hammer
[2] looking
[2] nail

Top Words in Tweet in G8:
[6] machinelearning
[4] deeplearning
[4] datasciencectrl
[4] read
[4] datascience
[4] ai
[4] artificialintelligence
[4] top
[3] ronald_vanloon
[3] ml

Top Words in Tweet in G9:
[9] machinelearning
[4] ai
[4] iot
[4] career
[4] up
[4] technology
[4] artificialintelligence
[3] business
[3] data
[3] bigdata

Top Words in Tweet in G10:
[11] machinelearning
[8] ai
[7] ia
[7] deeplearning
[5] goglinjf
[5] iot
[5] digital
[4] ml
[4] dl
[4] concise

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[20] machinelearning,deeplearning
[19] gt,gt
[12] fintech,insurtech
[12] artificialintelligence,machinelearning
[12] ai,machinelearning
[11] machinelearning,ai
[11] datascience,machinelearning
[10] machine,learning
[8] deeplearning,machinelearning
[8] ai,artificialintelligence

Top Word Pairs in Tweet in G1:
[8] fintech,insurtech
[5] artificialintelligence,machinelearning
[4] deeplearning,robotics
[3] insurtech,artificialintelligence
[3] 10,ways
[3] ways,prepare
[3] prepare,ai
[3] ai,automation
[3] automation,revolution
[3] revolution,fintech

Top Word Pairs in Tweet in G2:
[19] gt,gt
[4] mikequindazzi,gt
[4] machinelearning,deeplearning
[4] stop,staring
[4] staring,beautiful
[4] beautiful,computer
[4] computer,science
[4] science,map
[4] map,larger
[4] larger,infographic

Top Word Pairs in Tweet in G3:
[2] history,artificialintelligence
[2] artificialintelligence,datascience
[2] datascience,machinelearning
[2] machinelearning,corpnce
[2] corpnce,datavisualization
[2] datavisualization,snessim
[2] snessim,ipfconline1

Top Word Pairs in Tweet in G4:
[3] datascience,machinelearning
[3] nlproc,ai
[2] abdsc,bigdata
[2] natural,language
[2] language,processing
[2] processing,word
[2] word,vectors
[2] vectors,bigdata
[2] bigdata,datascience
[2] machinelearning,nlproc

Top Word Pairs in Tweet in G5:
[5] deeplearning,machinelearning
[4] machinelearning,ai
[4] machinelearning,artificialintelligence
[4] day,77
[4] 77,100daysofmlcode
[4] 100daysofmlcode,january
[4] january,21
[4] 21,2019
[4] 2019,image
[4] image,creation

Top Word Pairs in Tweet in G6:
[2] data,fabric
[2] fabric,machinelearning
[2] machinelearning,part
[2] part,1
[2] 1,https
[2] https,t
[2] t,co
[2] co,nsp6ubsap4
[2] nsp6ubsap4,hubbucket
[2] hubbucket,hubanalytics1

Top Word Pairs in Tweet in G7:
[3] fintech,insurtech
[3] insurtech,ai
[2] blockchain,hammer
[2] hammer,looking
[2] looking,nail
[2] nail,find
[2] find,fintech
[2] ai,machinelearning
[2] top,10
[2] 10,roles

Top Word Pairs in Tweet in G8:
[4] ai,artificialintelligence
[2] deeplearning,definition
[2] definition,resources
[2] resources,comparison
[2] comparison,machinelearning
[2] machinelearning,granvilledsc
[2] granvilledsc,datasciencectrl
[2] datasciencectrl,read
[2] artificialintelligence,deeplearning
[2] deeplearning,dl

Top Word Pairs in Tweet in G9:
[2] ai,iot
[2] want,very
[2] very,best
[2] best,career
[2] career,work
[2] work,way
[2] way,up
[2] up,ladder
[2] ladder,achieve
[2] achieve,success

Top Word Pairs in Tweet in G10:
[7] machinelearning,deeplearning
[4] ml,dl
[4] concise,guide
[4] guide,ai
[4] ai,machinelearning
[4] machinelearning,use
[4] use,cases
[4] cases,deeplearn007
[4] deeplearn007,ia
[4] ia,digital

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@mikequindazzi
@kirkdborne
@spirosmargaris
@ipfconline1
@jblefevre60
@datasciencectrl
@goglinjf
@thefuturist007
@ronald_vanloon
@fisher85m

Top Mentioned in G1:
@jblefevre60
@spirosmargaris
@sallyeaves
@analyticsinme
@missdkingsbury
@shirastweet
@paula_piccard
@xbond49
@dianekazarian
@yec

Top Mentioned in G2:
@mikequindazzi
@fisher85m
@grammarly
@wef
@dominicwalliman
@antgrasso
@adamsconsulting
@domi
@paulthedigit

Top Mentioned in G3:
@kirkdborne
@chidambara09
@snessim
@ipfconline1
@johngmcnutt
@biscorecard
@sassoftware
@datakind
@statcan_eng
@fmfrancoise

Top Mentioned in G4:
@kirkdborne
@ipfconline1
@forbes
@jakevdp
@gilpress
@mikequindazzi
@datasciencectrl
@viharkurama
@tdatascience
@boozallen

Top Mentioned in G5:
@amir_ali_cheema
@kickstarter
@deep_in_depth
@raviranjankarn
@genius_allan
@ishanjain_t
@cargomoose
@onlydatajobs
@ecloudchain

Top Mentioned in G6:
@hubanalytics1
@hubbucket
@hubanalysis1
@hubdat
@hubdatascience
@hubclouds
@hubstackos
@hubdispatch
@hubxplore
@hubgraph

Top Mentioned in G7:
@spirosmargaris
@andi_staub
@dinisguarda
@stevewal63
@jblefevre60
@haroldsinnott
@antonioselas
@k_feldborg
@chboursin
@ipfconline1

Top Mentioned in G8:
@datasciencectrl
@ronald_vanloon
@granvilledsc
@cheddar
@kdnuggets
@kirkdborne
@mikequindazzi
@spirosmargaris
@haroldsinnott
@analyticbridge

Top Mentioned in G9:
@sandy_carter

Top Mentioned in G10:
@goglinjf
@deeplearn007
@mikequindazzi
@spirosmargaris
@katiegburke
@nvidiadrive

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@georgianaart
@chidambara09
@fintechna
@biconnections
@simonlporter
@_30days30sites
@washingtonpost
@thekaushalsoni
@forbes

Top Tweeters in G1:
@simonlporter
@washingtonpost
@thenextweb
@spirosmargaris
@tamaramccleary
@santchiweb
@paula_piccard
@nigelwalsh
@ahier
@jimmarous

Top Tweeters in G2:
@adamsconsulting
@wef
@s_galimberti
@bobehayes
@mikequindazzi
@grammarly
@antgrasso
@marcusborba
@fisher85m
@softnet_search

Top Tweeters in G3:
@chidambara09
@biconnections
@fmfrancoise
@hightechpro
@sassoftware
@snessim
@statcan_eng
@johngmcnutt
@biscorecard
@rbaranger

Top Tweeters in G4:
@georgianaart
@forbes
@ipfconline1
@kirkdborne
@psb_dc
@jimmygill
@gilpress
@boozallen
@jakevdp
@josh_bersin

Top Tweeters in G5:
@_30days30sites
@machinelearn_d
@newtonmunene_yg
@kickstarter
@thecuriousluke
@deep_in_depth
@v_braun
@cargomoose
@ecloudchain
@ishanjain_t

Top Tweeters in G6:
@hubbucket
@faviovaz
@hubclouds
@hubdatascience
@subhank21183691
@hubanalysis1
@hubatlas
@hubgraph
@hubdispatch
@hubdat

Top Tweeters in G7:
@jblefevre60
@dinisguarda
@stevewal63
@haroldsinnott
@chboursin
@andi_staub
@poramatepi
@antonioselas
@k_feldborg
@immbm

Top Tweeters in G8:
@analyticbridge
@ronald_vanloon
@kdnuggets
@datasciencectrl
@cheddar
@webjframework
@granvilledsc
@kovair
@alexandrakg92
@gauravgrv

Top Tweeters in G9:
@sandy_carter
@gridenko
@bristowcolin
@leilanie95
@goandlive
@adityarohilla94
@pluto7_services
@techiebouncer
@myamichi_india

Top Tweeters in G10:
@arkangelscrap
@fintechna
@formilabhx
@risto_matti
@deeplearn007
@goglinjf
@katiegburke
@nvidiadrive


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