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gigeconomy Twitter NodeXL SNA Map and Report for Saturday, 29 February 2020 at 05:30 UTC (experimental version)
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From:
docassar
Uploaded on:
February 29, 2020
Short Description:
gigeconomy via NodeXL http://bit.ly/3aa9CRc
@forbes
@betamoroney
@uber
@topcoder
@scoshield
@eraser
@djt1940
@mikequindazzi
@wef
@rockinfreelance

Top hashtags:
#gigeconomy
#futureofwork
#ai
#industry40
#4ir
#robotics
#autonomous
#blockchain
#sharingeconomy
#ab5

Description:
Description
The graph represents a network of 2,337 Twitter users whose recent tweets contained "gigeconomy", 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 Saturday, 29 February 2020 at 05:41 UTC.

The tweets in the network were tweeted over the 9-day, 10-hour, 34-minute period from Wednesday, 19 February 2020 at 18:02 UTC to Saturday, 29 February 2020 at 04:37 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 : 2337
Unique Edges : 2904
Edges With Duplicates : 1230
Total Edges : 4134
Number of Edge Types : 5
MentionsInRetweet : 1673
Retweet : 616
Tweet : 710
Mentions : 995
Replies to : 140
Self-Loops : 728
Reciprocated Vertex Pair Ratio : 0.0151898734177215
Reciprocated Edge Ratio : 0.029925187032419
Connected Components : 537
Single-Vertex Connected Components : 270
Maximum Vertices in a Connected Component : 754
Maximum Edges in a Connected Component : 2031
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 7.336186
Graph Density : 0.000514174887603238
Modularity : 0.699552
NodeXL Version : 1.0.1.426
Data Import : The graph represents a network of 2,337 Twitter users whose recent tweets contained "gigeconomy", 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 Saturday, 29 February 2020 at 05:41 UTC.

The tweets in the network were tweeted over the 9-day, 10-hour, 34-minute period from Wednesday, 19 February 2020 at 18:02 UTC to Saturday, 29 February 2020 at 04:37 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 : gigeconomy
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:
[33] https://www.zoho.com/workerly/blog/the-big-gig-exploring-the-emerging-labour-hire-trend-in-australia.html?utm_source=vcb
[22] https://www.transcriptionoutsourcing.net/blog/how-to-keep-your-job-as-an-independent-contractor/
[22] https://www.thestar.com/news/canada/2020/02/25/foodora-couriers-win-right-to-join-a-union-in-an-historic-precedent-for-gig-economy-workers.html
[19] https://www.weforum.org/agenda/2017/12/predictions-for-freelance-work-education
[17] http://content.workmarket.com/webinar-2020-workforce
[15] https://www.youtube.com/watch?v=anpAuyBw34U&feature=youtu.be

[12] https://getgigz.com/
[11] https://medium.com/@eraser/the-path-and-thinking-of-education-reform-driven-by-blockchain-technology-f1f8f927e335?source=friends_link&sk=9f16a087fdeb6844a250c053046d72b9
[10] https://linc.cnil.fr/donnees-poison-et-remede-pour-les-travailleurs-des-plateformes
[9] https://medium.com/@eraser/big-data-educaci%C3%B3n-en-torno-a-tus-datos-47b2a94f5c2d?source=friends_link&sk=c8daca4d53bfadb06a94d099201363ee

Top URLs in Tweet in G1:
[9] https://www.transcriptionoutsourcing.net/blog/how-to-keep-your-job-as-an-independent-contractor/
[4] https://cowdenassociates.com/californias-ab5-still-intact-after-rejection-of-motion-for-preliminary-injunction
[4] https://www.staceycarroll.org/index.php/sc-thoughts/184-6-benefits-of-being-a-freelance-writer
[3] https://twitter.com/imrankhan/status/1230193712199802882
[3] https://www.rethink.industries/article/when-gig-workers-unionize/
[3] http://bit.ly/2XJUTdZ
[3] https://mashable.com/article/uber-driver-safety-report-behavior/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+Mashable+%28Mashable%29
[2] https://hrexecutive.com/report-gig-workforce-driving-talent-challenges/
[2] https://www.thestar.com/news/canada/2020/02/25/foodora-couriers-win-right-to-join-a-union-in-an-historic-precedent-for-gig-economy-workers.html
[2] https://www.firmofthefuture.com/content/helping-your-gig-economy-clients-sort-out-tax-issues/

Top URLs in Tweet in G2:
[17] https://www.weforum.org/agenda/2017/12/predictions-for-freelance-work-education
[2] https://medium.com/@eraser/big-data-educaci%C3%B3n-en-torno-a-tus-datos-47b2a94f5c2d?source=friends_link&sk=c8daca4d53bfadb06a94d099201363ee
[1] https://twitter.com/ewarren/status/1231606429754298371
[1] https://www.weforum.org/agenda/2019/01/the-next-great-leap-forward-combining-robots-with-the-internet-of-things
[1] https://www.topcoder.com/thriving-passion-economy-tco19/?utm_campaign=coschedule&utm_source=twitter&utm_medium=Topcoder&utm_content=Topcoder's%20Passion%20Economy%20Community%20Thrives%20-%20Topcoder
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=d19c8e20-5ab5-11ea-ba88-6f74440688b5&url=L2F1ZGlv
[1] https://www.forbes.com/sites/johnwinsor/2019/05/28/two-innovators-in-energy-tap-gig-economy-to-meet-expanding-global-needs/?utm_campaign=coschedule&utm_source=twitter&utm_medium=Topcoder&utm_content=Two%20Innovators%20In%20Energy%20Tap%20Gig%20Economy%20To%20Meet%20Expanding%20Global%20Needs#3952c9cb5859
[1] https://medium.com/@eraser/%C3%A9tica-y-econom%C3%ADa-digital-9362dac958a8?source=friends_link&sk=1ef8c59679ba024f1cba8ff3cb6fab8f
[1] https://e-learning-teleformacion.blogspot.com/2018/08/artificial-intelligence-by-numbers.html
[1] https://www.salesforce.com/au/blog/2017/10/the-future-of-work--technology--jobs-and-augmented-intelligence.html

Top URLs in Tweet in G3:
[3] https://www.pymnts.com/gig-economy/2020/how-gig-economy-has-evolved-over-last-decade/
[2] https://mgmtmagazine.com/gig-economy-come-leconomia-del-lavoretto-sta-cambiando-il-mondo-del-lavoro-8464748/
[2] http://news.helloteller.com
[1] https://www.thebalance.com/before-starting-consulting-business-2388409
[1] https://blog.freelancersunion.org/2020/02/05/4-reasons-to-file-your-taxes-early/
[1] https://www.forbes.com/sites/forbeshumanresourcescouncil/2020/02/19/hiring-on-demand-consultants-and-advisors-as-the-gig-economy-matures/#7d493af24f6d
[1] https://resources.businesstalentgroup.com/btg-blog/independent-talent-trends?utm_medium=social&utm_source=twitter&utm_campaign=200227%20Blog%20Share%20independent-talent-trends&utm_content=post
[1] https://www.inc.com/young-entrepreneur-council/what-many-businesses-get-wrong-about-company-culture-what-to-do-instead.html
[1] https://www.mckinsey.com/business-functions/mckinsey-digital/our-insights/the-people-first-approach-to-business-building
[1] https://www.entrepreneur.com/article/346259

Top URLs in Tweet in G4:
[3] https://techcrunch.com/2020/02/25/insurance-platform-collective-benefits-raises-3-3m-to-give-gig-economy-workers-a-safety-net/
[2] https://www.ft.com/content/92c6d068-384e-11ea-ac3c-f68c10993b04
[1] https://twitter.com/DeloitteHC/status/1233482002420183044
[1] https://www.ft.com/content/92c6d068-384e-11ea-ac3c-f68c10993b04?linkId=82672867
[1] https://sifted.eu/articles/visa-scheme-tech-nation/
[1] https://twitter.com/HarryStebbings/status/1232456048943886338
[1] https://www.theguardian.com/business/2020/jan/29/gig-economy-traps-workers-in-precarious-existence-says-report
[1] https://twitter.com/Siftedeu/status/1230795565203677184
[1] https://twitter.com/anthonybeilin/status/1232953149956247553
[1] https://www.postonline.co.uk/technology/4632066/deliveroo-investors-back-ps33m-raise-for-ex-aviva-innovation-heads-gig-economy-insurtech

Top URLs in Tweet in G5:
[17] http://content.workmarket.com/webinar-2020-workforce
[4] https://www.inquirer.com/economy/new-jersey-independent-contractors-law-small-business-20200226.html
[3] https://www.workmarket.com/blog/5-reasons-cant-afford-use-contractor-verification-system
[2] https://www.forbes.com/sites/joemckendrick/2020/02/11/understanding-the-gig-economys-worker-bees/#3d4e49973fe9
[2] https://www.cnbc.com/2020/02/04/gig-economy-grows-15percent-over-past-decade-adp-report.html
[2] https://www.cnbc.com/2020/02/19/its-never-been-this-hard-for-companies-to-find-qualified-workers.html
[2] https://content.workmarket.com/solutions-guide-aberdeen-benefits-freelance-system/
[2] http://bit.ly/2uNgGV4
[2] https://www.azcentral.com/story/money/business/economy/2020/02/23/gig-economy-workers-still-need-pay-taxes-heres-what-know/4794936002/
[2] https://www.brucedayne.com/2020/02/adp-report-reveals-truth-about-gig.html

Top URLs in Tweet in G6:
[15] https://www.youtube.com/watch?v=anpAuyBw34U&feature=youtu.be

[3] https://electroneum.prezly.com/electroneums-new-freelance-platform-anytask-goes-global-with-soft-launch-following-weeks-of-great-success
[3] https://e27.co/6-gig-economy-trends-to-watch-out-for-in-the-next-year-20191112/
[3] https://anytask.com/inboxproject
[2] https://anytask.com/qikfingers
[2] https://smallbiztrends.com/2019/11/the-history-and-future-of-the-gig-economy.html
[1] https://electroneum.prezly.com/electroneum-is-now-global-as-it-goes-live-with-mobile-top-ups-in-140-countries
[1] https://www.anytask.com/writingpro/i-will-write-500-words-personal-blog-posts-and-articles-that-sells
[1] https://anytask.com
[1] https://anytask.com/helion/i-will-design-awesome-gaming-esport-logo-with-name-initials

Top URLs in Tweet in G7:
[5] https://www.thestar.com/news/canada/2020/02/25/foodora-couriers-win-right-to-join-a-union-in-an-historic-precedent-for-gig-economy-workers.html?source=newsletter&utm_source=ts_nl&utm_medium=email&utm_email=DB69A2CFE155B7847B1EE39DB5AB5FE6&utm_campaign=bn_21597
[3] https://www.cupw.ca/en/historic-win-foodora-couriers-big-step-closer-union-certification#.XlV7QQD2Ll0.twitter
[2] https://www.thestar.com/news/canada/2020/02/25/foodora-couriers-win-right-to-join-a-union-in-an-historic-precedent-for-gig-economy-workers.html
[1] https://twitter.com/lyft/status/1230943999399096325
[1] https://www.orgchartpro.com/visualising-the-impact-of-contractors/
[1] https://www.motherjones.com/food/2020/02/instacart-is-losing-its-argument-that-contractors-arent-employees/?link_id=4&can_id=296837f367fc5ae5c386dcb443cc6374&source=email-todays-headlines-jobs-with-justice-22620&email_referrer=email_733738&email_subject=todays-headlines-jobs-with-justice-22620
[1] https://twitter.com/Prof_Savage/status/1232731238823276544
[1] https://www.vice.com/en_ca/article/qjdwgd/why-its-a-big-deal-that-foodora-workers-can-unionize
[1] https://www.bnnbloomberg.ca/canada/video/regulating-the-gig-economy-will-be-like-herding-cats-labour-lawyer~1909075
[1] https://www.engadget.com/2020/02/23/lyft-buys-car-top-ad-startup-halo-cars/

Top URLs in Tweet in G8:
[13] https://www.thestar.com/news/canada/2020/02/25/foodora-couriers-win-right-to-join-a-union-in-an-historic-precedent-for-gig-economy-workers.html
[6] https://www.vice.com/en_ca/article/qjdwgd/why-its-a-big-deal-that-foodora-workers-can-unionize
[3] https://www.cupw.ca/en/historic-win-foodora-couriers-big-step-closer-union-certification
[1] https://www.cbc.ca/listen/live-radio/1-39-metro-morning/clip/15762732-foodora-couriers-can-unionize-in-ontario-and-other-app-based-contractors-could-follow
[1] https://twitter.com/SaraMojtehedz/status/1232396696186949632
[1] https://ici.radio-canada.ca/nouvelle/1539906/foodora-livraison-repas-travailleurs-autonomes-livreur-syndicat
[1] https://twitter.com/TorontoStar/status/1232394396458536960
[1] https://www.thestar.com/news/canada/2020/02/25/foodora-couriers-win-right-to-join-a-union-in-an-historic-precedent-for-gig-economy-workers.html?utm_source=Twitter&utm_medium=SocialMedia&utm_campaign=300pm&utm_campaign_id=NationalNews&utm_content=foodora-couriers-win-right-to-join-a-union-in-an-historic-precedent-for-gig-economy-workers
[1] https://twitter.com/SaraMojtehedz/status/1232389250420748288

Top URLs in Tweet in G9:
[6] https://www.pymnts.com/gig-economy/2020/how-gig-economy-has-evolved-over-last-decade
[6] https://thinknoblehouse.com/increment-management/?utm_source=linkedin&utm_medium=social&utm_campaign=incrementmanagement_26feb
[2] https://www.peoplemattersglobal.com/article/diversity/gig-economy-is-here-to-stay-deloitte-kathi-enderes-24800?media_type=article&subcat=gig-economy&title=gig-economy-is-here-to-stay-deloitte-kathi-enderes&id=24800
[2] https://tiny.cc/m24ijz
[2] https://thinknoblehouse.com/assignment/?sort=All&page=1&utm_source=hootsuite&utm_medium=social&utm_campaign=assignments_27feb
[1] https://www.hrtechnologist.com/articles/culture/digital-badges-upskilling-crisis-gig-economy-law-hr-essentials-jan-2020/?utm_medium=social&utm_campaign=socialicons&utm_source=twitter.com
[1] https://www.peoplemattersglobal.com/article/strategic-hr/how-the-advent-of-the-gig-economy-is-reshaping-the-future-of-hr-24543?media_type=article&subcat=mynextcurve&title=how-the-advent-of-the-gig-economy-is-reshaping-the-future-of-hr&id=24543
[1] https://www.pymnts.com/gig-economy/2020/how-smart-algorithms-deliver-faster-secure-gig-payouts/
[1] https://abhijitbhaduri.com/2020/02/22/freelancers-the-hot-trend-in-talent-management/
[1] https://www.peoplemattersglobal.com/article/employee-relations/the-growing-gig-economy-is-great-news-for-businesses-24824?media_type=article&subcat=gig-economy&title=the-growing-gig-economy-is-great-news-for-businesses&id=24824

Top Domains
Top Domains in Tweet in Entire Graph:
[147] medium.com
[98] twitter.com
[45] zoho.com
[38] linkedin.com
[34] youtube.com
[33] thestar.com
[25] workmarket.com
[23] forbes.com
[22] transcriptionoutsourcing.net
[20] weforum.org

Top Domains in Tweet in G1:
[34] twitter.com
[15] linkedin.com
[12] bit.ly
[9] transcriptionoutsourcing.net
[6] co.uk
[5] forbes.com
[5] youtube.com
[5] instagram.com
[4] mashable.com
[4] cowdenassociates.com

Top Domains in Tweet in G2:
[18] weforum.org
[3] medium.com
[2] salesforce.com
[1] twitter.com
[1] topcoder.com
[1] bloomberg.com
[1] forbes.com
[1] blogspot.com
[1] co.za
[1] youtube.com

Top Domains in Tweet in G3:
[3] forbes.com
[3] pymnts.com
[2] entrepreneur.com
[2] mgmtmagazine.com
[2] gigworx.com
[2] helloteller.com
[1] thebalance.com
[1] freelancersunion.org
[1] businesstalentgroup.com
[1] inc.com

Top Domains in Tweet in G4:
[5] twitter.com
[4] ft.com
[4] techcrunch.com
[1] sifted.eu
[1] theguardian.com
[1] co.uk
[1] fintech.global
[1] raconteur.net
[1] linkedin.com
[1] jdsupra.com

Top Domains in Tweet in G5:
[25] workmarket.com
[11] forbes.com
[4] cnbc.com
[4] inquirer.com
[2] bit.ly
[2] azcentral.com
[2] twitter.com
[2] vice.com
[2] brucedayne.com
[2] insideindianabusiness.com

Top Domains in Tweet in G6:
[16] youtube.com
[12] anytask.com
[5] prezly.com
[3] smallbiztrends.com
[3] e27.co
[1] zoho.com
[1] theguardian.com
[1] labor411.org
[1] cnbc.com
[1] twitter.com

Top Domains in Tweet in G7:
[7] thestar.com
[4] twitter.com
[3] cupw.ca
[2] connexionfrance.com
[1] orgchartpro.com
[1] motherjones.com
[1] vice.com
[1] bnnbloomberg.ca
[1] engadget.com
[1] org.uk

Top Domains in Tweet in G8:
[14] thestar.com
[6] vice.com
[3] cupw.ca
[3] twitter.com
[1] cbc.ca
[1] radio-canada.ca

Top Domains in Tweet in G9:
[9] pymnts.com
[9] thinknoblehouse.com
[5] peoplemattersglobal.com
[2] hrtechnologist.com
[2] peoplematters.in
[2] linkedin.com
[2] tiny.cc
[2] theworkerslab.com
[1] abhijitbhaduri.com
[1] deloitte.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1620] gigeconomy
[360] futureofwork
[266] ai
[251] industry40
[246] 4ir
[231] robotics
[220] autonomous
[110] blockchain
[91] sharingeconomy
[80] ab5



Top Hashtags in Tweet in G1:
[340] gigeconomy
[22] freelance
[21] futureofwork
[20] entrepreneur
[18] freelancers
[17] sidehustle
[15] ab5
[12] freelancing
[11] uber
[10] startup

Top Hashtags in Tweet in G2:
[249] futureofwork
[245] ai
[243] 4ir
[241] industry40
[229] robotics
[218] autonomous
[43] gigeconomy
[29] automation
[25] mpgvip
[18] datascience

Top Hashtags in Tweet in G3:
[58] gigeconomy
[27] ab5
[21] repealab5
[21] california
[20] walkawayfromdemocrats
[14] freelancer
[7] futureofwork
[3] freelancers
[3] innovation
[3] economie

Top Hashtags in Tweet in G4:
[40] gigeconomy
[6] freelancers
[6] protection
[5] selfemployed
[5] insurtech
[5] payments
[4] freelancelife
[3] futureofwork
[3] freelance
[2] technews

Top Hashtags in Tweet in G5:
[102] gigeconomy
[32] gigwork
[18] futureofwork
[15] contingentworker
[15] contingentworkforce
[11] webinar
[11] freelance
[11] ab5
[10] skilledworkers
[10] gigworkforce

Top Hashtags in Tweet in G6:
[47] gigeconomy
[37] electroneum
[26] digital
[26] tasks
[21] anytask
[18] mondaymotivation
[18] mondaymorning
[17] freelance
[13] cryptocurrency
[12] etn

Top Hashtags in Tweet in G7:
[34] gigeconomy
[13] uber
[12] lyft
[11] ubereats
[10] foodora
[8] canlab
[5] unions
[5] labour
[4] healthcare
[3] ridesharing

Top Hashtags in Tweet in G8:
[33] gigeconomy
[21] foodora
[13] canlab
[9] onpoli
[2] couriers
[2] app
[1] union
[1] cdnecon
[1] decentwork
[1] fixthegigeconomy

Top Hashtags in Tweet in G9:
[35] gigeconomy
[11] hrshapers6years
[11] hrshapersgettogether
[8] hr
[7] futureofwork
[5] freelancers
[5] coaching
[5] upskilling
[5] digitaltransformation
[4] hrtech

Top Hashtags in Tweet in G10:
[60] coindeslobbies
[1] deliveroo
[1] ubérisation
[1] gigeconomy
[1] stopuberisation

Top Words
Top Words in Tweet in Entire Graph:
[2397] Words in Sentiment List#1: Positive
[749] Words in Sentiment List#2: Negative
[24] Words in Sentiment List#3: Angry/Violent
[69432] Non-categorized Words
[72579] Total Words
[2664] #gigeconomy
[2175] gt
[456] workers
[453] #futureofwork
[437] gig

Top Words in Tweet in G1:
[342] #gigeconomy
[58] gig
[45] work
[44] economy
[36] workers
[29] more
[27] out
[27] time
[26] here
[23] s

Top Words in Tweet in G2:
[2148] gt
[394] mikequindazzi
[264] #gigeconomy
[249] #futureofwork
[247] #ai
[244] #automation
[243] #4ir
[242] #robotics
[242] #datascience
[241] 25

Top Words in Tweet in G3:
[80] #gigeconomy
[43] #ab5
[39] #repealab5
[39] #california
[38] gavinnewsom
[37] #walkawayfromdemocrats
[19] gig
[18] economy
[18] lorenasgonzalez
[18] henrysternca

Top Words in Tweet in G4:
[54] #gigeconomy
[18] more
[16] gig
[15] workers
[12] #freelancers
[12] benefits
[11] techcrunch
[11] _collectiveuk
[10] up
[9] today

Top Words in Tweet in G5:
[124] #gigeconomy
[46] workers
[42] #gigwork
[34] #futureofwork
[26] forbes
[23] #ab5
[20] #contingentworkforce
[20] adp
[16] #contingentworker
[16] jensaudenaert

Top Words in Tweet in G6:
[200] #gigeconomy
[110] #freelance
[85] out
[82] check
[74] anytaskofficial
[70] already
[69] #etn
[69] need
[64] seller
[60] task

Top Words in Tweet in G7:
[103] workers
[67] #gigeconomy
[41] uber
[35] foodora_ca
[33] ufcwcanada
[29] drivers
[27] win
[26] big
[26] #1u
[25] based

Top Words in Tweet in G8:
[68] #gigeconomy
[57] workers
[50] couriers
[49] foodstersunited
[44] #canlab
[29] right
[28] board
[28] big
[28] cupw
[27] decision

Top Words in Tweet in G9:
[61] #gigeconomy
[21] #hr
[19] #futureofwork
[13] #freelancers
[13] talent
[13] help
[12] workforce
[12] #hrtech
[11] workers
[11] pre

Top Words in Tweet in G10:
[60] cette
[60] semaine
[60] je
[60] squatte
[60] #coindeslobbies
[60] manonaubryfr
[60] pour
[60] vous
[60] raconter
[60] notre

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1446] gt,gt
[300] gig,economy
[245] #automation,#gigeconomy
[243] 25,jobs
[243] jobs,emerging
[243] emerging,#futureofwork
[243] #futureofwork,gt
[243] gt,#4ir
[243] #4ir,#industry40
[243] #industry40,#ai

Top Word Pairs in Tweet in G1:
[39] gig,economy
[17] independent,contractors
[13] gt,gt
[11] side,hustle
[10] #gigeconomy,workers
[10] #sidehustle,#gigeconomy
[8] #entrepreneur,#gigeconomy
[8] #gig,#gigeconomy
[8] here,top
[8] top,11

Top Word Pairs in Tweet in G2:
[1432] gt,gt
[241] 25,jobs
[241] jobs,emerging
[241] emerging,#futureofwork
[241] #futureofwork,gt
[241] gt,#4ir
[241] #4ir,#industry40
[241] #industry40,#ai
[241] #ai,#robotics
[241] #robotics,#autonomous

Top Word Pairs in Tweet in G3:
[36] #california,#gigeconomy
[30] #repealab5,#ab5
[19] gavinnewsom,#california
[17] #ab5,#walkawayfromdemocrats
[17] #walkawayfromdemocrats,asmdems
[17] asmdems,gavinnewsom
[17] #gigeconomy,#freelancer
[15] gig,economy
[15] lorenasgonzalez,gavinnewsom
[13] leave,government

Top Word Pairs in Tweet in G4:
[7] #freelancers,#gigeconomy
[6] gig,workers
[6] read,more
[6] spirosmargaris,brettking
[5] gig,economy
[5] delighted,featured
[5] featured,raconteur
[5] raconteur,supplement
[5] supplement,thetimes
[5] thetimes,today

Top Word Pairs in Tweet in G5:
[17] #gigwork,#gigeconomy
[16] #gigeconomy,#gigwork
[12] adp,study
[12] finds,demand
[12] creating,opportunities
[12] opportunities,tenured
[12] prefer,employment
[12] employment,status
[10] #gigeconomy,workers
[10] recent,adp

Top Word Pairs in Tweet in G6:
[82] check,out
[60] #freelance,#gigeconomy
[28] keep,100
[28] need,help
[27] need,new
[27] new,logo
[26] anytaskofficial,26
[26] 26,days
[26] days,inception
[26] inception,already

Top Word Pairs in Tweet in G7:
[23] big,win
[23] win,foodora_ca
[23] foodora_ca,workers
[23] workers,made
[23] made,history
[23] history,first
[23] first,app
[23] app,based
[23] based,workers
[23] workers,unionize

Top Word Pairs in Tweet in G8:
[24] foodstersunited,cupw
[22] labour,board
[21] app,based
[19] #gigeconomy,workers
[17] right,join
[16] congratulations,foodstersunited
[15] join,union
[14] #canlab,#onpoli
[14] unionize,#canlab
[14] #canlab,#gigeconomy

Top Word Pairs in Tweet in G9:
[12] #futureofwork,#freelancers
[12] #freelancers,#gigeconomy
[12] #gigeconomy,#hr
[12] #hr,#hrtech
[11] pre,anniv
[11] anniv,bash
[11] bash,hr_shapers
[11] hr_shapers,#hrshapers6years
[11] #hrshapers6years,#hrshapersgettogether
[11] coreintegraa,royal

Top Word Pairs in Tweet in G10:
[60] cette,semaine
[60] semaine,je
[60] je,squatte
[60] squatte,#coindeslobbies
[60] #coindeslobbies,manonaubryfr
[60] manonaubryfr,pour
[60] pour,vous
[60] vous,raconter
[60] raconter,notre
[60] notre,rencontre

Top Replied-To
Top Replied-To in Entire Graph:
@anytaskofficial
@henrysternca
@carolmassar
@midnightchoir9
@philipcjames
@lrinaldiart
@tomdoyle1962
@profstonge
@mrjamesob
@atamembers

Top Replied-To in G2:
@carolmassar
@darshan_h_sheth
@ewarren

Top Replied-To in G3:
@henrysternca
@atamembers
@asm_nazarian
@robbontaca
@cagovernor
@heyjbmc
@herschuster

Top Replied-To in G4:
@mrjamesob
@fintechlabldn
@futureofworkhub
@anthonybeilin
@deliveroo
@_collectiveuk
@forbes

Top Replied-To in G5:
@midnightchoir9
@realdonaldtrump
@tomdoyle1962
@tabbid_tabbid
@donnaknickman
@rothwell_scott
@lorenasgonzalez
@cntrfuturework
@davecraige
@laurenkgurley

Top Replied-To in G6:
@anytaskofficial

Top Replied-To in G7:
@gadflyquebec
@slpng_giants

Top Replied-To in G8:
@foodstersunited

Top Replied-To in G9:
@lioneljdpaul

Top Mentioned
Top Mentioned in Entire Graph:
@mikequindazzi
@wef
@manonaubryfr
@foodstersunited
@uber
@anytaskofficial
@ufcwcanada
@zohorecruit
@foodora_ca
@gavinnewsom

Top Mentioned in G1:
@getspatched
@adapturetech
@robertoriverosa

Top Mentioned in G2:
@mikequindazzi
@wef
@mpmorris36
@bloombergradio
@topcoder
@antgrasso
@jtwinsor
@salesforce
@mvollmer1
@ronald_vanloon

Top Mentioned in G3:
@gavinnewsom
@asmdems
@lorenasgonzalez
@lorenaad80
@asm_nazarian
@christyforca25
@henrysternca
@freelancersu
@harvardbiz
@benallenca

Top Mentioned in G4:
@techcrunch
@_collectiveuk
@financialtimes
@thetimes
@raconteur
@jimmarous
@spirosmargaris
@brettking
@psb_dc
@oliverpickup

Top Mentioned in G5:
@forbes
@adp
@jensaudenaert
@joemckendrick
@davecraige
@sebastinpatron3
@vice
@instacart
@phillyinquirer
@workmarket

Top Mentioned in G6:
@anytaskofficial
@electroneum
@smallbiztrends
@msystem9
@e27co
@jobbertunity1
@phillyinquirer
@upwork

Top Mentioned in G7:
@uber
@foodora_ca
@ufcwcanada
@lyft
@sxsw
@doximity
@drondemand
@postmates
@kusinews
@wagwalking

Top Mentioned in G8:
@foodstersunited
@cupw
@metromorning
@ufcwcanada
@ryandwhite12
@saramojtehedz
@sttp
@cavalluzzollp

Top Mentioned in G9:
@hr_shapers
@coreintegraa
@hrcurator
@peoplematters2
@hrinfotech
@pravsw
@stfuimtweetn0_o
@pymnts
@kathi_enderes
@mastufa

Top Mentioned in G10:
@manonaubryfr

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@lennaleprena
@rk70534
@chidambara09
@twitlertwit
@ericdemarylebon
@telstra
@schestowitz
@thomasclone
@eraser

Top Tweeters in G1:
@schestowitz
@iam__network
@calliopeco
@saeedbaygi
@jaunte
@warriors_mom
@calililiindies
@socialmktgsltns
@stanleyepstein
@sfbusinesstimes

Top Tweeters in G2:
@chidambara09
@calcaware
@nancyrubin
@timothy_hughes
@freshsalis
@enrirosasdiaz
@akdm_bot
@wef
@rnaudmeunier
@s_galimberti

Top Tweeters in G3:
@inc
@entrepreneur
@archristiansen_
@pursueliberty
@thetwisters
@harvardbiz
@igg1purifier
@audible_com
@lorenasgonzalez
@onemorejess3

Top Tweeters in G4:
@gojekindonesia
@financialtimes
@techcrunch
@thetimes
@spirosmargaris
@jblefevre60
@lbc
@jdsupra
@psb_dc
@ralexjimenez

Top Tweeters in G5:
@lennaleprena
@9newsaus
@debbie_dease
@forbes
@phillyinquirer
@verge
@davecraige
@vice
@genemarks
@fuwap15

Top Tweeters in G6:
@slipcatch
@rockinfreelance
@smallbiztrends
@e27co
@bizsugar
@mominleftfield
@galangk_fear
@sannwood
@andybdenton
@penelopejburns

Top Tweeters in G7:
@kevinrns
@gadflyquebec
@donahuejm
@coldwarrior2000
@womensally
@kreisnagel
@bnnbloomberg
@mssinenomine
@lahautj
@lyft

Top Tweeters in G8:
@wood_brwood333
@gabrfranke
@ivriniel
@carrieresylvie
@metromorning
@voice_4_refugee
@jeanseb452
@rc_economie
@rankandfileca
@armineyalnizyan

Top Tweeters in G9:
@femtech_
@cavalrysam
@stfuimtweetn0_o
@hrcurator
@socentlive
@roshaundadgreen
@pymnts
@alternative200
@deanebanning
@pravsw

Top Tweeters in G10:
@altai_armande
@daygautier
@katiaontheearth
@canaloblik
@albi2103
@laybrosluc
@boris2fdg
@karine_redinger
@blacknoose
@menardgabrielle


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