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Solar (panel OR Photovoltaic)_2022-09-10_22-27-10.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 11, 2022
Short Description:
Solar (panel OR Photovoltaic) via NodeXL https://bit.ly/3RVVUHK
@chilberg11
@elonmusk
@thedemocrats
@wsj
@gop
@timrunshismouth
@circe_acapella
@davoscryptos
@encorerenewable
@sesuter1

Top hashtags:
#solar
#amazon
#aliexpress
#garden
#rt
#solarpanels
#solarpanel

Description:
Description
The graph represents a network of 8,903 Twitter users whose tweets in the requested range contained "Solar (panel OR Photovoltaic)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 11 September 2022 at 05:40 UTC.

The requested start date was Sunday, 11 September 2022 at 00:01 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 4-day, 8-hour, 32-minute period from Tuesday, 06 September 2022 at 15:27 UTC to Sunday, 11 September 2022 at 00:00 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 : 8903
Unique Edges : 5213
Edges With Duplicates : 8696
Total Edges : 13909
Number of Edge Types : 5
Mentions : 2269
Retweet : 3725
MentionsInRetweet : 4220
Tweet : 2049
Replies to : 1646
Self-Loops : 2126
Reciprocated Vertex Pair Ratio : 0.00910983862571577
Reciprocated Edge Ratio : 0.0180551973175135
Connected Components : 2109
Single-Vertex Connected Components : 1103
Maximum Vertices in a Connected Component : 3298
Maximum Edges in a Connected Component : 6411
Maximum Geodesic Distance (Diameter) : 33
Average Geodesic Distance : 12.515955
Graph Density : 9.78367084894832E-05
Modularity : 0.594228
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 8,903 Twitter users whose tweets in the requested range contained "Solar (panel OR Photovoltaic)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 11 September 2022 at 05:40 UTC.

The requested start date was Sunday, 11 September 2022 at 00:01 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 4-day, 8-hour, 32-minute period from Tuesday, 06 September 2022 at 15:27 UTC to Sunday, 11 September 2022 at 00:00 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 : Solar (panel OR Photovoltaic)
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:
[45] https://www.wsj.com/articles/sheep-solar-industry-panel-fields-11662390795
[45] https://t.me/kunciglobalofficial
[28] https://www.express.co.uk/news/science/1665799/energy-how-transparent-solar-panel-windows-power-buildings-future
[26] https://shrsl.com/3e717
[14] https://electrek.co/2022/08/26/in-a-us-first-california-will-pilot-solar-panel-canopies-over-canals/
[13] https://elements.visualcapitalist.com/chinas-dominance-solar-panel-supply-chain/
[10] https://electrek.co/2022/09/06/foldable-solar-panel-charge-controller-more-new-green-deals/
[10] https://droidsans.com/xiaomi-mijia-solar-panel/
[9] https://www.nytimes.com/2022/09/07/business/energy-environment/clean-energy-climate-bill.html
[7] https://www.bloomberg.com/opinion/articles/2022-09-06/solar-industry-supply-chain-that-will-beat-climate-change-is-already-being-built?utm_campaign=socialflow-organic&utm_source=twitter&cmpid%3D=socialflow-twitter-view&utm_medium=social&utm_content=view

Top URLs in Tweet in G1:
[26] https://shrsl.com/3e717
[20] https://www.wsj.com/articles/sheep-solar-industry-panel-fields-11662390795
[7] https://blog.khojinindia.com/how-solar-panel-installation-good-for-the-environment/
[5] https://electrek.co/2022/09/06/foldable-solar-panel-charge-controller-more-new-green-deals/
[5] https://www.elespanol.com/omicrono/tecnologia/20220909/convierte-ventana-panel-solar-transparente-cualquier-autosuficiente/700929970_0.html
[5] https://hb.afl.rakuten.co.jp/ichiba/g00rr09b.gls9f216.g00rr09b.gls9g7de/_RTLink50016?pc=https%3A%2F%2Fitem.rakuten.co.jp%2Fanker%2Fa2431031%2F&afct=g_1
[4] https://electrek.co/2022/09/06/foldable-solar-panel-charge-controller-more-new-green-deals/?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.lakelandtoday.ca/local-news/county-council-discusses-potential-solar-project-at-public-works-shop-5751327
[4] https://www.express.co.uk/news/science/1665799/energy-how-transparent-solar-panel-windows-power-buildings-future
[4] https://www.japantimes.co.jp/news/2022/09/09/national/tokyo-solar-panel-new-homes/

Top URLs in Tweet in G3:
[3] https://phys.org/news/2016-11-solar-island-effect-large-scale-power.html
[1] https://michaelshellenberger.substack.com/p/ban-chinese-solar-genocide-panels
[1] https://twitter.com/hkuppy/status/1567240360644026371
[1] https://www.epa.gov/hw/solar-panel-recycling
[1] https://www.princeton.edu/news/2022/06/29/once-seen-fleeting-new-solar-tech-proves-its-lasting-power
[1] https://news.mit.edu/2021/photovoltaic-efficiency-solar-0224
[1] https://news.mit.edu/2019/increase-solar-cell-output-photon-2-electron-0703

Top URLs in Tweet in G4:
[1] https://freebeacon.com/?p=1628478

Top URLs in Tweet in G5:
[1] https://electrek.co/2022/08/26/in-a-us-first-california-will-pilot-solar-panel-canopies-over-canals/amp/

Top URLs in Tweet in G7:
[2] https://elements.visualcapitalist.com/chinas-dominance-solar-panel-supply-chain/
[1] https://www.science.org/content/article/solar-panel-shade-won-t-cool-earth?cookieSet=1
[1] https://interestingengineering.com/these-new-solar-panels-dont-need-sunlight-to-produce-energy
[1] http://laalmanac.com/weather/we04a.php
[1] https://www.epa.gov/hw/solar-panel-recycling

Top URLs in Tweet in G8:
[1] https://www.popularmechanics.com/science/a32202373/solar-panel-record-efficiency/
[1] https://www.epa.gov/hw/solar-panel-recycling#:~:text=Recycling%20is%20already%20established%20in,the%20frame%20and%20junction%20box
[1] https://www.nrel.gov/docs/fy22osti/82854.pdf
[1] https://www.eia.gov/energyexplained/electricity/use-of-electricity.php
[1] https://www.dynamicslr.com/a-guide-on-how-to-calculate-solar-panels-output/
[1] https://www.solarreviews.com/blog/solar-home-energy-news-walmart-tesla-solar-panel-fire
[1] https://www.theverge.com/2022/7/8/23200153/solar-panel-value-recycling-renewable-energy
[1] https://twitter.com/sphehcarez/status/1567591032799334401
[1] https://www.epa.gov/hw/solar-panel-recycling#How%20Solar%20Panels%20are%20Recycled
[1] https://www.technologyreview.com/2021/08/19/1032215/solar-panels-recycling/amp/

Top URLs in Tweet in G9:
[8] https://electrek.co/2022/08/26/in-a-us-first-california-will-pilot-solar-panel-canopies-over-canals/
[5] https://www.theverge.com/2022/7/27/23280446/community-solar-power-biden-energy-bills-clean-electricity
[5] https://kleinmanenergy.upenn.edu/research/publications/harvesting-the-sun-on-farm-opportunities-and-challenges-for-solar-development/
[4] https://www.wsj.com/articles/sheep-solar-industry-panel-fields-11662390795
[2] https://www.cnbc.com/2022/08/30/first-solar-to-build-new-panel-factory-following-inflation-reduction-act.html
[2] https://www.agritecture.com/blog/2022/2/3/largest-farm-to-grow-crops-under-solar-panels-proves-to-be-a-bumper-crop-for-agrivoltaic-land-use
[2] https://www.wsj.com/articles/sheep-solar-industry-panel-fields-11662390795?reflink=desktopwebshare_twitter
[1] https://www.nbcnews.com/politics/white-house/biden-invokes-defense-production-act-boost-solar-panel-manufacturing-rcna32120
[1] https://twitter.com/CNBC/status/1565412071411519488?s=20&t=CfSAgzEPrbMF9LpXPLt3LA
[1] https://twitter.com/vangotweet/status/1568051066759188481

Top URLs in Tweet in G10:
[1] https://amp.theguardian.com/environment/2019/oct/11/mps-and-the-oil-industry-who-gave-what-to-whom

Top Domains
Top Domains in Tweet in Entire Graph:
[337] amazon.com
[161] aliexpress.com
[112] twitter.com
[68] wsj.com
[67] co.uk
[49] youtube.com
[48] ebay.com
[48] t.me
[42] electrek.co
[35] bit.ly

Top Domains in Tweet in G1:
[320] amazon.com
[159] aliexpress.com
[63] twitter.com
[27] wsj.com
[26] shrsl.com
[21] bit.ly
[17] youtube.com
[16] ebay.com
[15] co.jp
[14] electrek.co

Top Domains in Tweet in G3:
[3] phys.org
[2] mit.edu
[1] substack.com
[1] twitter.com
[1] epa.gov
[1] princeton.edu

Top Domains in Tweet in G4:
[1] freebeacon.com

Top Domains in Tweet in G5:
[1] electrek.co

Top Domains in Tweet in G7:
[2] visualcapitalist.com
[1] science.org
[1] interestingengineering.com
[1] laalmanac.com
[1] epa.gov

Top Domains in Tweet in G8:
[2] epa.gov
[1] popularmechanics.com
[1] nrel.gov
[1] eia.gov
[1] dynamicslr.com
[1] solarreviews.com
[1] theverge.com
[1] twitter.com
[1] technologyreview.com
[1] resource-recycling.com

Top Domains in Tweet in G9:
[11] wsj.com
[8] electrek.co
[5] theverge.com
[5] upenn.edu
[4] twitter.com
[2] cnbc.com
[2] agritecture.com
[1] nbcnews.com
[1] honuaolabioenergy.com
[1] visualcapitalist.com

Top Domains in Tweet in G10:
[1] theguardian.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[370] solar
[164] amazon
[159] aliexpress
[158] garden
[158] rt
[123] solarpanels
[106] solarpanel
[84] solarpower
[76] solarenergy
[72] energy



Top Hashtags in Tweet in G1:
[164] amazon
[159] aliexpress
[157] garden
[157] rt
[104] solar
[27] solarpower
[27] solarenergy
[27] solarpanel
[25] energy
[25] solarpanels

Top Hashtags in Tweet in G3:
[1] esg

Top Hashtags in Tweet in G7:
[1] antifa
[1] blm
[1] springst
[1] savethetrees
[1] stopnativelogging

Top Hashtags in Tweet in G8:
[2] spacex
[2] capitalist
[1] twtr
[1] solarroadways
[1] elonmusk
[1] tesla
[1] tsla
[1] transition
[1] sustainability
[1] modely

Top Hashtags in Tweet in G9:
[3] democratic
[3] inflationreducationact
[1] democratsdeliver
[1] 2awithoutittherernoothers

Top Words
Top Words in Tweet in Entire Graph:
[7831] solar
[5446] panel
[1944] த
[1560] ப
[1552] ர
[1300] energy
[1166] ந
[1166] க
[982] power
[920] panels

Top Words in Tweet in G1:
[2053] solar
[1388] panel
[387] camera
[342] gt
[261] battery
[231] power
[192] outdoor
[192] co
[172] security
[164] #amazon

Top Words in Tweet in G2:
[1944] த
[1560] ப
[1552] ர
[1166] ந
[1166] க
[781] ட
[779] ச
[779] ம
[435] 14
[435] mgr

Top Words in Tweet in G3:
[587] solar
[368] shellenbergermd
[338] panels
[201] cost
[192] produce
[192] china
[192] battery
[191] lithium
[190] dominates
[190] production

Top Words in Tweet in G4:
[322] solar
[322] panel
[321] one
[320] thedemocrats
[320] biggest
[320] maker
[320] expanding
[320] pre
[320] existing
[320] factories

Top Words in Tweet in G5:
[306] solar
[302] panel
[300] valaafshar
[300] energy
[299] more
[298] 'blooms'
[298] flower
[298] produces
[298] 40
[3] panels

Top Words in Tweet in G6:
[500] plant
[254] solar
[253] panel
[250] dataandpolitics
[250] system
[250] coordinated
[250] power
[250] transmission
[250] line
[250] wind

Top Words in Tweet in G7:
[36] solar
[31] panel
[14] waste
[13] geraldkutney
[9] wind
[9] battery
[8] dawntj90
[8] pits
[7] panels
[7] billmckibben

Top Words in Tweet in G8:
[238] solar
[183] panel
[174] elonmusk
[119] wholemarsblog
[53] tesla
[38] power
[38] energy
[22] panels
[21] more
[18] one

Top Words in Tweet in G9:
[210] solar
[95] panel
[60] panels
[49] california
[45] chilberg11
[45] over
[44] testing
[44] aqueducts
[44] 4k
[44] miles

Top Words in Tweet in G10:
[100] energy
[99] uk
[98] failure
[98] government
[98] prepare
[98] climate
[98] change
[98] war
[98] left
[98] vulnerable

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4708] solar,panel
[1164] ந,த
[779] ப,ப
[718] solar,panels
[390] ய,ல
[389] ம,ன
[389] ன,இண
[389] இண,ப
[389] ட,ம
[389] த,னர

Top Word Pairs in Tweet in G1:
[1182] solar,panel
[172] gt,gt
[157] click,gt
[157] gt,co
[157] #garden,#amazon
[157] #amazon,#aliexpress
[157] #aliexpress,#rt
[87] ãƒ,ãƒ
[72] solar,camera
[69] security,camera

Top Word Pairs in Tweet in G2:
[1164] ந,த
[779] ப,ப
[390] ய,ல
[389] ம,ன
[389] ன,இண
[389] இண,ப
[389] ட,ம
[389] த,னர
[388] ச,ந
[388] த,ந

Top Word Pairs in Tweet in G3:
[336] solar,panels
[190] china,dominates
[190] dominates,solar
[190] solar,battery
[190] battery,production
[190] production,minerals
[190] minerals,60
[190] 60,70
[190] 70,cost
[190] cost,produce

Top Word Pairs in Tweet in G4:
[322] solar,panel
[320] biggest,solar
[320] panel,maker
[320] maker,expanding
[320] expanding,pre
[320] pre,existing
[320] existing,factories
[320] factories,ohio
[320] ohio,planning
[320] planning,one

Top Word Pairs in Tweet in G5:
[301] solar,panel
[298] panel,'blooms'
[298] 'blooms',flower
[298] flower,produces
[298] produces,40
[298] 40,more
[298] more,energy
[296] valaafshar,solar
[3] solar,panels
[2] solar,cells

Top Word Pairs in Tweet in G6:
[252] solar,panel
[250] system,coordinated
[250] coordinated,solar
[250] panel,power
[250] power,plant
[250] plant,transmission
[250] transmission,line
[250] line,wind
[250] wind,turbine
[250] turbine,peeker

Top Word Pairs in Tweet in G7:
[29] solar,panel
[6] panel,wind
[6] dawntj90,billmckibben
[6] billmckibben,inconvenient
[6] inconvenient,eh
[6] eh,geraldkutney
[6] geraldkutney,care
[6] care,agw
[6] agw,scammer
[6] scammer,climate

Top Word Pairs in Tweet in G8:
[167] solar,panel
[81] elonmusk,wholemarsblog
[18] wholemarsblog,elonmusk
[17] solar,panels
[14] andy8671025,wholemarsblog
[11] wholemarsblog,solar
[9] elonmusk,codingmark
[9] ppathole,elonmusk
[9] tesla,solar
[8] codingmark,andy8671025

Top Word Pairs in Tweet in G9:
[91] solar,panel
[49] solar,panels
[44] california,testing
[44] testing,solar
[44] panels,over
[44] over,aqueducts
[44] aqueducts,4k
[44] 4k,miles
[43] miles,covered
[43] covered,2035

Top Word Pairs in Tweet in G10:
[98] failure,uk
[98] uk,government
[98] government,prepare
[98] prepare,climate
[98] climate,change
[98] change,war
[98] war,left
[98] left,vulnerable
[98] vulnerable,energy
[98] energy,prices

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@teslaanddoge
@shellenbergermd
@markmeuser
@wholemarsblog
@croucampm
@kiranshaw
@albomp
@hugh_mankind
@potus

Top Replied-To in G1:
@sercreliability

Top Replied-To in G2:
@drsenthil_mdrd

Top Replied-To in G3:
@shellenbergermd
@maximebernier
@briangitt
@teslaroshi
@techfanferrum
@billdubs
@jakk______
@hiltacular
@scuba_tony
@ludalisl

Top Replied-To in G4:
@jsolomonreports
@thedemocrats

Top Replied-To in G5:
@valaafshar

Top Replied-To in G6:
@dataandpolitics

Top Replied-To in G7:
@thevivafrei
@tamarindapilla
@mzjacobson
@dontomazo
@royalacresrod
@ericscottdawson
@billmckibben
@descarts11
@arikring
@andrewemcameron

Top Replied-To in G8:
@elonmusk
@wholemarsblog
@neutrin0flux
@carsgunsguitars
@tesla
@patrick70571426
@sawyermerritt
@teslahype
@sundaram_anant
@casparterhorst

Top Replied-To in G9:
@potus
@secgranholm
@mikepompeo
@foxnews
@whitehouse
@reptroynehls
@hays4ag
@usaenergynow
@claytravis
@ronnyjacksontx

Top Replied-To in G10:
@josepherskine3
@andyburnhamgm

Top Mentioned
Top Mentioned in Entire Graph:
@drsenthil_mdrd
@shellenbergermd
@thedemocrats
@valaafshar
@dataandpolitics
@maykamaykaba
@wholemarsblog
@thescotsquine
@mattprescott
@d_gershenson

Top Mentioned in G1:
@dagon57r
@laurencebaden
@jhardrtolkien
@earthaccounting
@alexcurran95
@homenerds
@impeachdummy46

Top Mentioned in G2:
@drsenthil_mdrd

Top Mentioned in G3:
@shellenbergermd
@julie_kelly2
@ludalisl
@journalistls
@noturbine
@thefrackingguy
@briangitt
@fibci2
@savelibertyus
@timkennedymma

Top Mentioned in G4:
@thedemocrats

Top Mentioned in G5:
@valaafshar
@digitaldgodave

Top Mentioned in G6:
@dataandpolitics
@thompn4

Top Mentioned in G7:
@geraldkutney
@dawntj90
@billmckibben
@ecowarriorss
@christinemilne
@mikedel21893959
@cjtjgeol
@brknman
@iandjbrown2
@ingersolrobert

Top Mentioned in G8:
@wholemarsblog
@elonmusk
@andy8671025
@tesla
@codingmark
@ppathole
@teslasolar
@catturd2
@davidcrussell5
@teslaownerssv

Top Mentioned in G9:
@chilberg11
@wsj
@whitehouse
@marshablackburn
@potus
@secgranholm
@foxnews
@johncornyn
@claytravis

Top Mentioned in G10:
@mattprescott
@edwinhayward
@andyburnhamgm
@lynn_gt
@josepherskine3

Top Tweeters
Top Tweeters in Entire Graph:
@pulpnews
@tesco
@detikcom
@chidambara09
@bmurphypointman
@andyvermaut
@kenyapower_care
@newsoneplace
@pln_123
@raejeanhightow8

Top Tweeters in G1:
@pulpnews
@bmurphypointman
@andyvermaut
@newsoneplace
@independent
@bob_stinson1234
@adabagcompany
@angelakorras
@thedextazlab
@flyin18t

Top Tweeters in G2:
@mekalapugazh
@kasinathana1
@sathik_143
@gmk_86
@pdhana
@raana_official
@pathmaragam19
@maidhamaavu
@samaniyantweet
@ajaslily

Top Tweeters in G3:
@haltaq
@kellyrek
@jtlol
@cherrybaysb
@4annegs
@lauracarrese
@tuprimonv
@alfonbay
@petuniasforever
@bayareahausfrau

Top Tweeters in G4:
@carolmaewy
@kerirn
@snw106
@areck0001
@dunnclan
@wtf_imtooold
@tenej_jen
@wendyverran
@bassher
@pda3olives

Top Tweeters in G5:
@aziegler
@murfad
@valaafshar
@kalkua1
@moisturevapor8r
@sriraaji
@zbenac
@izzkabaa
@moorehead_agnes
@ahalim12

Top Tweeters in G6:
@tigerbeat
@antarianrani
@inforenique
@jjdebenedictis
@michaelsen_erik
@alwaysthinkhow
@melodyisdestiny
@taiping2
@stewartsmithtwt
@americanwoman8

Top Tweeters in G7:
@rmack2x
@wernerkeil
@saleemulhuq
@luisbaram
@cyclejunkie88
@deborahskyrim
@ddelich
@ecowarriorss
@geraldkutney
@dawntj90

Top Tweeters in G8:
@wholemarsblog
@casparterhorst
@codingmark
@teslaownerssv
@raystone81
@snarkywgoodhair
@catturd2
@yieldlondon
@sawyermerritt
@bokibarum

Top Tweeters in G9:
@thehill
@the_lady_red
@rhonda_harbison
@abramson1234
@dollymad1812
@vaw511
@foxnews
@wsj
@sam201810
@noblood4hubris

Top Tweeters in G10:
@roblwilson
@sandradunn1955
@jeannebartram
@caz5697
@shambles151
@jackalsbynight
@starterpat
@yllekonadnerb
@grumpyyetamusin
@martinandrea86


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