#oilandgas, Twitter, 12/9/2019 3:21:49 AM, 218440


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#oilandgas_2019-12-08_12-32-01.xlsx
#oilandgas_2019-12-08_12-32-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 09, 2019
Short Description:
#oilandgas via NodeXL http://bit.ly/38m7OEM
@aeberman12
@rkbtoo
@oilbot123
@mr_phislamajama
@jkenney
@energy_african
@txsharon
@ogjonline
@sharonjriley
@energyindepth

Top hashtags:
#oilandgas
#oil
#energy
#software
#ites
#it
#gas
#health
#tech
#mfg

Description:
Description
The graph represents a network of 3,631 Twitter users whose tweets in the requested range contained "#oilandgas", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 08 December 2019 at 20:33 UTC.

The requested start date was Sunday, 08 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 10-day, 10-hour, 0-minute period from Wednesday, 27 November 2019 at 15:00 UTC to Sunday, 08 December 2019 at 01:00 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 : 3631
Unique Edges : 3878
Edges With Duplicates : 2717
Total Edges : 6595
Number of Edge Types : 3
Tweet : 1898
Mentions : 4545
Replies to : 152
Self-Loops : 1898
Reciprocated Vertex Pair Ratio : 0.0193197278911565
Reciprocated Edge Ratio : 0.0379071009076348
Connected Components : 759
Single-Vertex Connected Components : 423
Maximum Vertices in a Connected Component : 1908
Maximum Edges in a Connected Component : 3989
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 7.283619
Graph Density : 0.000284207084237129
Modularity : 0.5946
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 3,631 Twitter users whose tweets in the requested range contained "#oilandgas", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 08 December 2019 at 20:33 UTC.

The requested start date was Sunday, 08 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 10-day, 10-hour, 0-minute period from Wednesday, 27 November 2019 at 15:00 UTC to Sunday, 08 December 2019 at 01:00 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 : #oilandgas
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:
[97] https://www.valvesolutions.co/post/top-3-ways-to-grow-your-business-with-data-lists
[87] https://www.valvesolutions.co/post/top-5-hacks-to-build-an-email-marketing-list
[46] https://www.valvesolutions.co/blog/how-custom-leads-can-boost-your-email-marketing-success
[42] https://www.valvesolutions.co/post/6-b2b-sales-prospecting-strategies-to-grow-your-business
[26] http://Zazzle.ca
[25] https://www.valvesolutions.co/post/7-best-practices-to-sourcing-candidate-resumes
[25] https://www.valvesolutions.co/post/7-steps-to-overcome-the-biggest-challenges-while-hiring
[14] https://link.medium.com/qdasKCwTb2
[13] https://www.valvesolutions.co/sample-data-lists
[12] https://www.valvesolutions.co/data-solutions

Top URLs in Tweet in G1:
[5] https://soloist.co.uk/job/interim-supply-chain-consultant-2/
[4] https://www.amazon.com/dp/B07YBLRBT7/ref=as_li_ss_tl?keywords=cuda+education+oil+gas&qid=1569406305&s=gateway&sr=8-1&linkCode=sl1&tag=nickdancriddr-20&linkId=dce50ae2af3fa6df72f823986de8d349&language=en_US
[4] https://energystaffingpros.com/
[3] http://www.5stocksinto.com/5-chinese-stocks-into-oil-services/
[3] https://www.forbes.com/sites/davidblackmon/2019/12/02/the-us-oil-and-gas-industry-a-look-back-at-2019/#2b3af9ca47db
[3] https://www.nairapark.com/news/1575531911/energy-research-group-oil-price-may-decrease
[3] http://www.corroserve.com/
[3] https://www.geomarshall.co.uk/index.php?route=product/product&product_id=55
[3] http://www.fruitlandmanufacturing.com
[3] https://finance.yahoo.com/video/opec-allies-oil-production-cuts-170900459.html

Top URLs in Tweet in G2:
[6] https://africa-newsroom.com/press/equatorial-guinea-launches-first-ever-corporate-social-responsibility-book?lang=en
[3] https://africa-newsroom.com/press/angola-set-to-attract-even-more-foreign-direct-investment-fdi-in-2020?lang=en
[3] https://africa-newsroom.com/press/africa-should-be-allowed-to-use-its-resources?lang=en
[2] https://africa-newsroom.com/press/equatorial-guinea-announces-1-billion-in-projects-for-year-of-investment-2020?lang=en
[2] https://africa-newsroom.com/press/the-african-energy-chamber-launches-its-african-energy-outlook-for-2020?lang=en
[2] https://africa-newsroom.com/press/african-energy-chamber-endorses-energy-opssecurity-agora-as-key-platform-to-discuss-the-physical-security-of-africas-oil-and-energy-sector?lang=en
[2] https://africa-newsroom.com/press/organization-of-the-petroleum-exporting-countries-opec-and-non-opec-members-to-focus-on-the-issue-of-energy-poverty?lang=en
[2] https://energychamber.org/2019/11/28/the-african-energy-chamber-launches-its-african-energy-outlook-for-2020/
[1] http://stockcharts.com
[1] https://www.hydrocarbonprocessing.com/news/2019/11/pertamina-buys-us-crude-for-feb-june-delivery-via-tender?utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=

Top URLs in Tweet in G3:
[2] https://www.oklahomaminerals.com/ex-chevron-ceo-john-watson-oil-and-gas-around-for-long-term/
[1] https://www.ogj.com/general-interest/economics-markets/article/14069192/deloitte-optimizing-shale-well-designs-could-boost-eagle-ford-and-permian-economics
[1] http://ieefa.org/wp-content/uploads/2018/10/Red-Flags-on-U.S.-Fracking_October-2018.pdf
[1] https://www.wsj.com/articles/investors-brace-for-spring-drop-in-natural-gas-prices-11574773203?mod=searchresults&page=1&pos=3
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=36aba2c0-11cc-11ea-b5e6-d74dcc093823&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMS0yNy90ZXhhcy1zY29mZnMtYXQtcGFyaXMtb2lsLXByZWRpY3Rpb25zLWFzLXNoYWxlLXBhdGNoLWZlZWxzLXBhaW4=
[1] https://www.bloomberg.com/news/articles/2019-12-03/saudi-aramco-pitches-itself-as-the-low-carbon-investors-choice
[1] https://ieefa.org/wp-content/uploads/2019/11/Negative-Cash-Flows-Highlight-Appalachian-Fracked-Gas-Producer-Struggles_November-2019.pdf
[1] https://www.reuters.com/article/us-saudi-aramco-ipo/saudi-aramco-ipos-retail-tranche-oversubscribed-lead-manager-idUSKBN1Y21KH
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=d50acbb0-11ec-11ea-81be-4f7300611603&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMS0yNy9saWJ5YW4tZmlnaHRpbmctZmxhcmVzLW5lYXIta2V5LW9pbC1maWVsZC1pbi1uYXRpb24tcy1zb3V0aHdlc3Q=
[1] https://www.wsj.com/articles/the-underground-way-to-earn-a-10-yield-in-oil-stocks-11574946000?mod=searchresults&page=1&pos=1

Top URLs in Tweet in G4:
[3] https://punchng.com/senate-investigates-oil-gas-exploration-contracts/
[3] https://twitter.com/seankheraj/status/1202278537727631360
[3] https://twitter.com/SCC_eng/status/1202963174250680321
[1] https://www.macleans.ca/opinion/playing-with-albertas-public-sector-pension-system/amp/?utm_medium=organic&utm_source=Facebook&__twitter_impression=true
[1] https://www.cbc.ca/amp/1.5374110?__twitter_impression=true
[1] https://twitter.com/ChrisVarcoe/status/1202240843685355520
[1] https://twitter.com/WBrettWilson/status/1202822651321782272
[1] https://calgaryherald.com/opinion/columnists/opinion-appeasement-not-sabotage-best-describes-federal-policies-towards-alberta
[1] https://twitter.com/RKBtoo/status/1200108272964911104
[1] https://www.cbc.ca/amp/1.5383294?__twitter_impression=true

Top URLs in Tweet in G5:
[10] https://www.forbes.com/sites/walvanlierop/2019/12/06/yes-fossil-fuel-subsidies-are-real-destructive-and-protected-by-lobbying/
[3] https://www.wsj.com/articles/shale-drillers-latest-problems-hog-manure-and-chicken-guts-11574439824
[3] http://www.subcontractsindia.com/buy-sblc.html
[3] https://www.post-gazette.com/business/powersource/2019/12/02/Pennsylvania-DEP-Exxon-Shell-Equitrans-agree-Trump-shouldn-t-roll-back-methane-rules-fracking-pipeline/stories/201912020098
[3] https://gis.web.env.nm.gov/oem/?map=methane
[3] http://www.ultra-map.org/news/7-subsea-cable-facts-you-probably-dont-know
[3] https://maritime.knect365.com/lng-bunkering/?utm_source=social
[3] media&utm_medium=referral&utm_campaign=social
[3] media&utm_content=FKT3662SOCIAL&tracker_id=FKT3662SOCIAL
[2] http://www.subcontractsindia.com/

Top URLs in Tweet in G6:
[1] https://www.cbc.ca/news/canada/saskatoon/schools-saskatchewan-climate-change-oil-industry-1.5386447?__vfz=medium%3Dsharebar
[1] https://thenarwhal.ca/regulator-projects-albertas-inactive-well-problem-will-double-in-size-by-2030-documents-reveal/
[1] https://thenarwhal.ca/the-story-of-albertas-100-billion-well-liability-problem-how-did-we-get-here/
[1] https://vancouverisland.ctvnews.ca/student-activists-occupy-downtown-victoria-for-environmental-protest-1.4709157
[1] https://thetyee.ca/Analysis/2019/11/29/Government-Face-Reality-Fossil-Fuel-Industry-Collapsing/
[1] https://twitter.com/LindaFrum/status/1199412543799877637
[1] https://twitter.com/AngkaH_er/status/1197387700783009795
[1] https://twitter.com/derrickokeefe/status/1200090468157018113
[1] https://twitter.com/UniteAlberta/status/1199096182594662400
[1] https://phys.org/news/2019-12-fossil-fuel-groups-climate-ngos.html

Top URLs in Tweet in G7:
[14] https://link.medium.com/qdasKCwTb2
[4] https://endeavor.omeclk.com/portal/public/ViewCommInBrowser.jsp?2I8xi3TTdj%2BhpNKdJwhl3wV0jkO7g2%2FTLC6jmsB%2FjXbJ866kSHc7m6%2BNcmAKwFGiOQVcYrb0PChoDglA%2FWvEgA%3D%3DA=&sc_cid=701f2000000txokAAA&utm_source=bambu&utm_medium=social&utm_campaign=abm
[3] https://www.redhat.com/en/resources/red-hat-enterprise-linux-sap-hana-oil-and-gas-industry?sc_cid=701f2000000txokAAA&utm_source=bambu&utm_medium=social&utm_campaign=abm
[2] http://iiot-world.com/connected-industry/alarm-integration-in-critical-video-monitoring-systems/
[2] https://sellfy.com/p/zea3fc/
[2] https://eleksen.com/why-strategically-important/
[2] https://pacetoday.com.au/digitising-oil-gas/
[2] https://www.thenational.ae/opinion/comment/the-future-of-oil-and-gas-lies-in-attracting-young-scientists-and-engineers-1.935691
[1] https://www.ogj.com/general-interest/article/14073224/oil-prices-react-positively-to-opec-agreement
[1] https://www.ogj.com/general-interest/article/14072749/boem-completes-tract-evaluation-awards-147-gom-leases

Top URLs in Tweet in G8:
[4] http://www.arabnews.com
[4] https://www.directorstalk.net/union-jack-oil-fully-funded-for-upcoming-work-programme/
[4] https://www.directorstalk.net/zenith-energy-deal-to-acquire-coro-energys-entire-natural-gas-production/
[3] https://www.rystadenergy.com/newsevents/news/press-releases/NonOPEC-production-is-growing-at-record-speed/
[3] https://www.arabianbusiness.com/
[2] https://twitter.com/TrentPJacobs/status/1202634164203380736
[2] https://go.pardot.com/tracker/httpsRedirect?https_redirect=1&tracker_id=29386424&account_id=131501&visitor_id=142955688&link_type=2
[2] https://www.rystadenergy.com/newsevents/news/press-releases/US-set-to-be-energy-independent/
[2] https://www.rystadenergy.com/newsevents/events/rystad-energy-webinars/webinar/3777
[2] https://www.worldpipelines.com/business-news/11112019/stats-group-sign-partnership-with-saudi-arabias-safari-oil-gas/

Top URLs in Tweet in G9:
[4] http://r.socialstudio.radian6.com/c7676e36-e674-46b5-85bf-d283319004d0
[2] http://2020.iptcnet.org/register?utm_source=linkedin-iptc&utm_medium=web-content&utm_campaign=20iptc%20-%20registration%20social%20media&utm_content=20iptc%20-%20registration%20social%20media
[2] https://www.linkedin.com/slink?code=fpHKmgC
[2] https://www.linkedin.com/slink?code=gyPEt5J
[1] https://www.instagram.com/p/B5VLIOXJFQU/?igshid=1rle81sn6sfal
[1] https://www.instagram.com/p/B5wmqW4pSFe/?igshid=gfg4l1lrwxno
[1] https://www.linkedin.com/slink?code=ePhNEUR
[1] http://2020.iptcnet.org/register
[1] https://www.pmnewsnigeria.com/2019/12/03/bad-news-for-nigeria-opec-oil-prices-could-fall-to-40-in-2020/
[1] http://r.socialstudio.radian6.com/8712d277-4e4e-49a8-847b-aa0be6670ddb

Top URLs in Tweet in G10:
[4] https://www.hartenergy.com/exclusives/oil-and-gas-production-forecast-2020-and-beyond-184114
[4] https://www.wsj.com/articles/the-underground-way-to-earn-a-10-yield-in-oil-stocks-11574946000
[4] https://www.forbes.com/sites/davidblackmon/2019/12/02/the-us-oil-and-gas-industry-a-look-back-at-2019/#1b95fe0447db
[3] https://www.forbes.com/sites/gauravsharma/2019/12/04/negative-emerging-markets-outlook-could-hammer-oil-demand-in-2020/
[3] https://www.forbes.com/sites/rrapier/2018/12/27/why-the-permian-basin-may-become-the-worlds-most-productive-oil-field/
[3] https://www.westernstandardonline.com/2019/12/yes-the-world-still-needs-canadian-energy/
[2] https://www.pscp.tv/TalkTexasOil/follow?utm_content=buffer1082c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.forbes.com/sites/jeanmarcollagnier/2019/11/26/trust-in-oil-and-gas-is-erodingthe--time-to-act-is-now/?linkId=100000009244029#29c0acf943cf
[1] https://www.fxempire.com/forecasts/article/opec-meeting-a-crucial-week-for-the-oil-market-617011
[1] https://www.reachx.co/insights/reachx--team/podcast-henrik-wareborn-ceo-of-velocys-plc

Top Domains
Top Domains in Tweet in Entire Graph:
[352] valvesolutions.co
[183] twitter.com
[91] linkedin.com
[52] zazzle.ca
[43] co.uk
[43] oilandgasvisionjobs.com
[42] blogspot.com
[42] forbes.com
[38] petromindo.com
[37] youtube.com

Top Domains in Tweet in G1:
[37] twitter.com
[35] linkedin.com
[28] careerarc.com
[23] nauticuslive.com
[20] marketbeat.com
[18] co.uk
[18] nairapark.com
[12] feedburner.com
[11] okt.to
[9] youtube.com

Top Domains in Tweet in G2:
[24] africa-newsroom.com
[2] hydrocarbonprocessing.com
[2] energychamber.org
[1] stockcharts.com
[1] oilprice.com
[1] cnbc.com
[1] youtube.com
[1] co.za
[1] bit.ly
[1] oilreviewafrica.com

Top Domains in Tweet in G3:
[13] bloomberg.com
[6] wsj.com
[4] ft.com
[4] oklahomaminerals.com
[3] ieefa.org
[3] linkedin.com
[2] spglobal.com
[2] mapstand.com
[1] ogj.com
[1] reuters.com

Top Domains in Tweet in G4:
[23] twitter.com
[3] punchng.com
[2] cbc.ca
[2] zoom.us
[1] macleans.ca
[1] calgaryherald.com
[1] environmentaldefence.ca
[1] businessinsider.com
[1] aboutpipelines.com
[1] ieefa.org

Top Domains in Tweet in G5:
[12] freightcomms.com
[11] forbes.com
[11] subcontractsindia.com
[6] twitter.com
[5] globaloilandgastrading.com
[4] post-gazette.com
[3] wsj.com
[3] eenews.net
[3] nm.gov
[3] ultra-map.org

Top Domains in Tweet in G6:
[7] twitter.com
[2] thenarwhal.ca
[1] cbc.ca
[1] ctvnews.ca
[1] thetyee.ca
[1] phys.org

Top Domains in Tweet in G7:
[14] medium.com
[8] okt.to
[5] thenational.ae
[4] ogj.com
[4] omeclk.com
[3] redhat.com
[3] oilandgasnewsworldwide.com
[3] oilreviewmiddleeast.com
[2] iiot-world.com
[2] sellfy.com

Top Domains in Tweet in G8:
[16] directorstalk.net
[16] worldpipelines.com
[10] rystadenergy.com
[8] twitter.com
[8] infoblaze.com
[4] arabnews.com
[3] arabianbusiness.com
[3] oilreviewmiddleeast.com
[2] pardot.com
[2] cbc.ca

Top Domains in Tweet in G9:
[25] linkedin.com
[19] theoilbloc.com
[5] radian6.com
[5] oglinks.news
[3] iptcnet.org
[2] instagram.com
[2] oilprice.com
[2] ambafrance.org
[1] pmnewsnigeria.com
[1] twitter.com

Top Domains in Tweet in G10:
[15] forbes.com
[4] hartenergy.com
[4] wsj.com
[3] oilholicssynonymous.com
[3] twitter.com
[3] westernstandardonline.com
[2] pscp.tv
[2] linkedin.com
[1] fxempire.com
[1] reachx.co

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3228] oilandgas
[504] oil
[503] energy
[348] software
[306] ites
[305] it
[230] gas
[226] health
[194] tech
[189] mfg



Top Hashtags in Tweet in G1:
[719] oilandgas
[113] energy
[62] oil
[58] offshore
[46] petroleum
[39] engineering
[35] upstream
[35] drilling
[26] midstream
[25] digitaltransformation

Top Hashtags in Tweet in G2:
[35] oilandgas
[24] africa
[21] energy
[16] economy
[14] equatorialguinea
[11] oott
[9] oil
[8] shale
[8] business
[7] opec

Top Hashtags in Tweet in G3:
[108] oilandgas
[83] oil
[81] wti
[80] oott
[79] crudeoil
[68] fintwit
[56] opec
[17] shale
[14] naturalgas
[3] asx

Top Hashtags in Tweet in G4:
[102] oilandgas
[28] ableg
[24] alberta
[23] abpoli
[21] cdnpoli
[8] redwater
[6] bcpoli
[6] tmx
[6] ontario
[6] ucp

Top Hashtags in Tweet in G5:
[146] oilandgas
[29] climatecrisis
[28] methane
[18] fracking
[18] maritime
[16] renewableenergy
[16] freightforwarding
[15] trade
[15] logistics
[15] supplychain

Top Hashtags in Tweet in G6:
[84] alberta
[32] oilandgas
[24] jkenney
[12] oilcorp
[12] corpwelfare
[9] cdnpoli
[7] ableg
[6] climatestrike
[5] yyj
[5] lnginbc

Top Hashtags in Tweet in G7:
[105] oilandgas
[90] adipec2019
[35] oilandgas40
[19] digitaltransformation
[9] bigdata
[9] digitaltwin
[9] predictiveanalytics
[9] midstream
[7] redhat
[6] valuechain

Top Hashtags in Tweet in G8:
[92] oilandgas
[18] pipelines
[11] ujo
[10] energy
[10] middleeast
[9] rystadenergy
[9] gas
[9] aramcoipo
[9] westnewton
[8] oil

Top Hashtags in Tweet in G9:
[87] oilandgas
[19] theoilbloc
[14] opec
[13] oott
[11] oil
[11] petroleum
[11] upstream
[10] nigeria
[9] midstream
[9] downstream

Top Hashtags in Tweet in G10:
[99] oilandgas
[43] opec
[38] oott
[20] oil
[11] alberta
[6] wti
[6] brent
[5] oilprice
[4] energy
[4] iraq

Top Words
Top Words in Tweet in Entire Graph:
[3403] Words in Sentiment List#1: Positive
[2042] Words in Sentiment List#2: Negative
[25] Words in Sentiment List#3: Angry/Violent
[116003] Non-categorized Words
[121448] Total Words
[3227] #oilandgas
[827] oil
[548] gas
[508] #oil
[503] #energy

Top Words in Tweet in G1:
[718] #oilandgas
[126] oil
[113] #energy
[88] gas
[68] more
[63] industry
[62] #oil
[58] #offshore
[46] #petroleum
[42] energy

Top Words in Tweet in G2:
[336] energy_african
[130] african
[122] energy
[109] sector
[108] africa
[107] vernerayukegba
[105] investors
[105] trends
[105] senior
[105] vice

Top Words in Tweet in G3:
[278] aeberman12
[159] oil
[117] gas
[108] #oilandgas
[92] natural
[83] #oil
[82] producers
[81] #wti
[80] #oott
[80] permian

Top Words in Tweet in G4:
[102] #oilandgas
[27] #ableg
[27] jkenney
[24] one
[23] #abpoli
[23] #alberta
[21] #cdnpoli
[13] oil
[12] next
[10] energy

Top Words in Tweet in G5:
[146] #oilandgas
[62] txsharon
[41] climate
[35] earthworks
[29] #climatecrisis
[29] local
[29] carbon
[28] impact
[28] #methane
[27] disaster

Top Words in Tweet in G6:
[84] sharonjriley
[84] #alberta
[67] push
[67] government
[67] wells
[66] wondering
[66] jason
[66] kenney's
[66] federal
[66] fund

Top Words in Tweet in G7:
[105] #oilandgas
[90] #adipec2019
[57] great
[56] antgrasso
[56] day
[55] pleasure
[55] attending
[55] short
[55] video
[55] recap

Top Words in Tweet in G8:
[92] #oilandgas
[27] oil
[21] energy
[18] #pipelines
[15] gas
[14] production
[13] saudi_aramco
[11] aramco
[11] union
[11] jack

Top Words in Tweet in G9:
[87] #oilandgas
[25] read
[24] more
[19] project
[19] #theoilbloc
[14] #opec
[14] oil
[13] #oott
[13] shell
[12] energy

Top Words in Tweet in G10:
[99] #oilandgas
[43] #opec
[38] #oott
[20] #oil
[19] oil
[17] forbes
[14] market
[13] 2020
[13] ruffnecknation
[12] production

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[322] oil,gas
[299] #it,#ites
[197] #ites,#software
[183] #software,#tech
[174] data,lists
[161] #oil,#gas
[150] natural,gas
[150] #oilandgas,#oil
[139] grow,business
[136] #oott,#oilandgas

Top Word Pairs in Tweet in G1:
[67] oil,gas
[43] #oilandgas,#energy
[24] #oilandgas,industry
[22] #upstream,#midstream
[20] #maritime,#energy
[17] #news,#oilandgas
[17] #midstream,#maritime
[16] gas,industry
[16] #offshore,#oilandgas
[15] #oil,#oilandgas

Top Word Pairs in Tweet in G2:
[115] african,energy
[108] energy,sector
[105] trends,african
[105] sector,vernerayukegba
[105] vernerayukegba,senior
[105] senior,vice
[105] vice,president
[105] president,energy_chamber
[104] energy_african,trends
[104] energy_chamber,dis

Top Word Pairs in Tweet in G3:
[92] natural,gas
[80] #oott,#oilandgas
[80] #oilandgas,#oil
[80] #oil,#wti
[78] #wti,#crudeoil
[70] permian,basin
[70] basin,oil
[70] oil,producers
[70] producers,pace
[70] pace,flare

Top Word Pairs in Tweet in G4:
[15] #cdnpoli,#oilandgas
[10] #ableg,#abpoli
[6] #abpoli,#bcpoli
[6] give,away
[6] speak,next
[6] next,came
[6] came,stood
[6] stood,next
[6] next,one
[6] one,one

Top Word Pairs in Tweet in G5:
[27] #climatecrisis,local
[27] local,disaster
[27] disaster,black
[27] black,carbon
[27] carbon,warming
[27] warming,impact
[27] impact,climate
[27] climate,460
[27] 460,500
[27] 500,times

Top Word Pairs in Tweet in G6:
[66] wondering,jason
[66] jason,kenney's
[66] kenney's,push
[66] push,federal
[66] federal,government
[66] government,fund
[66] fund,reclamation
[66] reclamation,abandoned
[66] abandoned,wells
[66] wells,#alberta

Top Word Pairs in Tweet in G7:
[55] great,pleasure
[55] pleasure,attending
[55] attending,#adipec2019
[55] #adipec2019,short
[55] short,video
[55] video,recap
[55] recap,many
[55] many,highlights
[55] highlights,first
[55] first,day

Top Word Pairs in Tweet in G8:
[17] #oilandgas,#pipelines
[11] union,jack
[11] jack,oil
[9] #oilandgas,#energy
[8] #rystadenergy,#oilandgas
[8] #oil,#gas
[8] #infoblaze,#middleeast
[8] #middleeast,#saudiarabia
[8] #saudiarabia,#business
[8] #business,#oilandgas

Top Word Pairs in Tweet in G9:
[20] read,more
[15] more,#theoilbloc
[10] #petroleum,#oilandgas
[9] #oott,#oilandgas
[9] #upstream,#midstream
[8] #theoilbloc,#oil
[8] #oil,#petroleum
[8] #midstream,#downstream
[6] register,today
[6] ministro,ruso

Top Word Pairs in Tweet in G10:
[33] #oott,#oilandgas
[9] #oil,minister
[8] saudi,#oil
[8] minister,abdulaziz
[7] abdulaziz,salman
[7] work,safe
[7] safe,people
[7] people,#alberta
[7] #alberta,#oilandgas
[6] ruffnecknation,work

Top Replied-To
Top Replied-To in Entire Graph:
@jkenney
@scc_eng
@scottbrundrit
@dancersue1
@cillizzacnn
@realdonaldtrump
@gregstulen
@cosunshinemka
@statedept
@stephenpunwasi

Top Replied-To in G2:
@energy_african
@portssea

Top Replied-To in G4:
@jkenney
@scc_eng
@dancersue1
@cbcqueenspark
@fecklesskant
@dsmithsquamish
@pipelineaction
@disruptfascism
@speedingmoto
@susanfde

Top Replied-To in G5:
@cdphe
@txrrc
@fishcreek1269
@markruffalo

Top Replied-To in G6:
@cjusticevic
@wickdchiq
@stephenpunwasi

Top Replied-To in G7:
@aramco
@evonik
@microsoft

Top Replied-To in G8:
@realdonaldtrump
@naturalgasnow
@subsea7official
@transmtn
@eonnrg

Top Replied-To in G9:
@subsea
@mcdermott
@cooec
@yamal
@ithaca
@santos
@enquest
@sbm
@noble

Top Replied-To in G10:
@bloombergnrg
@hammerjermaine
@corybmorgan
@jmollagnier

Top Mentioned
Top Mentioned in Entire Graph:
@aeberman12
@energy_african
@valvesolutions
@vernerayukegba
@sharonjriley
@anand_rkrishnan
@txsharon
@profstrachan
@antgrasso

Top Mentioned in G1:
@5stocksinto
@petrogaspiping
@tornadogloves
@haseebakhan8
@milosdjukic011
@sevenlakestech
@moisturevapor8r
@markethighlow
@bisonsolutions1
@mercerenergy

Top Mentioned in G2:
@energy_african
@vernerayukegba
@africaoilpower
@apo_source
@nj_ayuk
@aeberman12
@faisalfaeq
@the_oilholic

Top Mentioned in G3:
@aeberman12
@mapstand_news
@soonerz
@brooksideenergy
@peto2810

Top Mentioned in G4:
@jkenney
@justintrudeau
@crippledu
@rkbtoo
@jasonnixonab
@merlinofcanada
@alberta_ucp
@courage99peace
@reefermadness
@lidsville

Top Mentioned in G5:
@txsharon
@earthworks
@subcontractsind
@epa
@freightcomms
@txrrc
@nmenvdep
@tceq
@globaloilgastr1
@pittsburghpg

Top Mentioned in G6:
@sharonjriley
@robynwins111
@wildernews
@wavetop
@cocvic
@cjusticevic
@eric_doherty
@thenarwhalca
@thetyee
@lindafrum

Top Mentioned in G7:
@antgrasso
@adipecofficial
@adnocgroup
@ingliguori
@neerajchaurasia
@avevagroup
@ogjonline
@glwebeu_en
@kirkdborne

Top Mentioned in G8:
@saudi_aramco
@rystadenergy
@worldpipelines
@unionjackoil
@bakerhughesco
@woodmackenzie
@energytransfer
@cer_rec
@thebvaa
@directorstalk

Top Mentioned in G9:
@shell
@opecsecretariat
@megathoslaw
@bf_netherlands
@abboilandgas
@novakav1
@franceinnl
@nigerialng
@iptc_net_org
@petronas

Top Mentioned in G10:
@forbes
@ruffnecknation
@the_oilholic
@aeberman12
@enverusenergy
@wsj
@omv
@moranshipping
@talktexasoil
@hartenergy

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@marcodacostafx
@atsocialmediauk
@nairapark
@edinburghwatch
@libertad717
@bitcoinagile
@independent
@honeymoongondol
@chidambara09

Top Tweeters in G1:
@nairapark
@bitcoinagile
@ratingsnetwork
@kobmaxqueen
@iam__network
@moneycontrolcom
@moisturevapor8r
@corcas_autonomy
@newsmerahputih
@flyingeze

Top Tweeters in G2:
@kinshasaweb
@iol
@oladapoyusuf
@arabnews
@_africa24
@apo_source
@ndinguunathi
@ohyasaudi
@mpondfield
@oilbot123

Top Tweeters in G3:
@kat_missouri
@jrmcgrail
@edglasgow59
@wladicastell
@some1far
@vidyadharginde
@mojostarz
@samir_madani
@briansj3
@stillbigo

Top Tweeters in G4:
@independent
@trapdinawrpool
@vanstreetdog
@merlinofcanada
@dwnews
@latimes
@anniegirl1138
@ghostcatbce
@fleurdelis30
@dstairs1

Top Tweeters in G5:
@homegypsy
@markplackett1
@jjj5819
@charluv2011
@markburgerenerg
@wsj
@ap
@frackhazreveal
@pittsburghpg
@jackdetate

Top Tweeters in G6:
@allan_crawshaw
@mpavictoria
@suestroud
@emgfind
@dawnroseturner
@deepgreendesign
@dmatkins137
@petertoupin
@bloodtribeelect
@l82be

Top Tweeters in G7:
@marcodacostafx
@chidambara09
@turfline
@andrewmorrisuk
@vivekghosal
@ene3112
@jamesvgingerich
@adeyemoadekunl2
@kirkdborne
@rnaudmeunier

Top Tweeters in G8:
@cnbc
@carlosfgarciag
@houstonchron
@directorstalk
@robshiveley
@realdonaldtrump
@infoblazeme
@sergiochapa
@apienergy
@expressnews

Top Tweeters in G9:
@business
@galarole08
@ollissya
@sputnikmundo
@pmnewsnigeria
@macronworld
@splash_247
@oilmapng
@etenergyworld
@israelhayomheb

Top Tweeters in G10:
@khou
@angelatange65
@ajarabic
@grxtzky
@forbes
@ricpuglisi
@carsperforming
@suneet7954
@globalbizdynam1
@gdblackmon


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