#ClimateStrike, Twitter, 11/25/2020 11:24:39 AM, 242171


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#ClimateStrike Twitter NodeXL SNA Map and Report for Wednesday, 25 November 2020 at 11:13 UTC
#ClimateStrike Twitter NodeXL SNA Map and Report for Wednesday, 25 November 2020 at 11:13 UTC
From:
SMRFoundation
Uploaded on:
November 25, 2020
Short Description:
#ClimateStrike via NodeXL https://bit.ly/2J8zTao
@ourfuturebot
@gretathunberg
@mikehudema
@rakshind
@cevikushb
@namugerwaleah
@salwahunafa
@licypriyak
@eco1start
@gezgintrk

Top hashtags:
#climatestrike
#fridaysforfuture
#climateaction
#facetheclimateemergency

Description:
Description
The graph represents a network of 1,990 Twitter users whose recent tweets contained "#ClimateStrike", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 25 November 2020 at 11:19 UTC.

The tweets in the network were tweeted over the 8-day, 17-hour, 57-minute period from Monday, 16 November 2020 at 17:01 UTC to Wednesday, 25 November 2020 at 10:59 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 : 1990
Unique Edges : 8240
Edges With Duplicates : 7161
Total Edges : 15401
Number of Edge Types : 5
Tweet : 352
Retweet : 2427
Replies to : 272
Mentions : 1506
MentionsInRetweet : 10844
Self-Loops : 405
Reciprocated Vertex Pair Ratio : 0.00722683637148096
Reciprocated Edge Ratio : 0.0143499678732063
Connected Components : 103
Single-Vertex Connected Components : 42
Maximum Vertices in a Connected Component : 1650
Maximum Edges in a Connected Component : 14950
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.152791
Graph Density : 0.00235920679314117
Modularity : 0.411967
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 1,990 Twitter users whose recent tweets contained "#ClimateStrike", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 25 November 2020 at 11:19 UTC.

The tweets in the network were tweeted over the 8-day, 17-hour, 57-minute period from Monday, 16 November 2020 at 17:01 UTC to Wednesday, 25 November 2020 at 10:59 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 : #ClimateStrike
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[82] https://act.greenpeace.org/page/43667/-/1?locale=en-US
[18] https://mashable.com/article/climate-change-tipping-points-future/?europe=true
[16] https://www.euronews.com/living/2020/11/20/fridays-for-future-activists-announce-live-aid-for-the-climate-crisis
[14] https://twitter.com/AaravSeth_/status/1329682328868646913
[13] https://twitter.com/FFF_SAJ/status/1327523915128852480
[10] https://www.conservation.org/video/nature-now-video-with-greta-thunberg
[10] https://www.aftonbladet.se/debatt/a/9OEKq9/darfor-festar-vi-unga--mitt-i-coronapandemin
[10] https://cleantechnica.com/2019/09/14/tesla-announces-simple-pricing-on-commercial-solar-1-01-watt-will-blow-some-minds/
[9] https://www.tandfonline.com/doi/full/10.1080/15230430.2020.1837715?cookieSet=1
[9] https://twitter.com/nothilfe/status/1328778332104744960

Top URLs in Tweet in G1:
[14] https://twitter.com/AaravSeth_/status/1329682328868646913
[13] https://twitter.com/FFF_SAJ/status/1327523915128852480
[10] https://www.aftonbladet.se/debatt/a/9OEKq9/darfor-festar-vi-unga--mitt-i-coronapandemin
[9] https://www.tandfonline.com/doi/full/10.1080/15230430.2020.1837715?cookieSet=1
[8] https://www.youtube.com/watch?v=YGW3Lt1wx8I&feature=youtu.be

[7] https://www.youtube.com/watch?v=9I0ajA0o5K4&feature=youtu.be

[7] https://fridaysforfuture.org/map
[5] https://www.dw.com/p/3lYOB?maca=en-Twitter-sharing
[5] https://www.reuters.com/article/us-oil-renewables-idUSKCN1NH004
[4] https://twitter.com/Sarahhh_lndian/status/1330100029823066112

Top URLs in Tweet in G2:
[10] https://cleantechnica.com/2019/09/14/tesla-announces-simple-pricing-on-commercial-solar-1-01-watt-will-blow-some-minds/
[8] https://www.popsci.com/air-pollution-death/
[4] https://twitter.com/JesseJenkins/status/1183347151155404802
[3] https://mashable.com/article/climate-change-tipping-points-future/?europe=true
[3] https://ecocar.uk/
[3] http://EcoVan.uk
[3] http://EcoLorry.uk
[3] https://www.bbc.com/news/business-54978454
[3] http://GreenGrants.net
[2] https://twitter.com/sophiamathur/status/1324703759876935680

Top URLs in Tweet in G3:
[79] https://act.greenpeace.org/page/43667/-/1?locale=en-US
[11] https://mashable.com/article/climate-change-tipping-points-future/?europe=true
[5] https://www.theguardian.com/environment/2020/nov/23/climate-crisis-co2-hits-new-record-despite-covid-19-lockdowns
[5] https://www.climatechangenews.com/2020/11/16/russia-resists-tougher-climate-targets-dash-arctic-gas/
[5] https://forestmetal.wordpress.com/2020/09/19/too-little-too-late/
[3] https://forestmetal.wordpress.com/2020/10/31/act-now-to-save-ghanas-atewa-mountain-range-from-mining/
[2] https://www.bloomberg.com/graphics/2020-the-last-of-the-rainforest/
[1] https://www.reuters.com/article/us-oil-renewables-idUSKCN1NH004
[1] https://forestmetal.wordpress.com/2020/11/14/leading-think-tank-calls-for-further-research-into-forest-risk-mineral-supply-chains-and-efforts/
[1] https://forestmetal.wordpress.com/2020/11/21/radical-shift-in-mindset-needed-to-halt-the-global-destruction-of-forests-new-report/

Top URLs in Tweet in G5:
[2] https://carlossanchez.eco/blog/decarbonization/
[1] https://twitter.com/HillaryClinton/status/1330978645394022400?s=20

Top URLs in Tweet in G6:
[2] https://foragarimpoforacovid.org/
[1] https://books2read.com/u/3ygoxv
[1] https://www.amazon.com/dp/1393638740/ref=cm_sw_r_tw_dp_x_WM3MFb84C6QK4%20?tag=amoz03-20&camp=1789
[1] http://yourfavoritenerd.com/
[1] https://twitter.com/Dario_Kopenawa/status/1328666695301431297
[1] https://www.instagram.com/p/CHtFcdIDvvW/?igshid=er8ls0972vuh
[1] https://cambioclimatic.com/
[1] https://www.instagram.com/p/CHtcTVOhubN/?igshid=103rjl5xvf0v4
[1] https://rover.ebay.com/rover/1/711-127632-2357-0/16?itm=333757450725&user_name=odsolu0&spid=2047675&mpre=https%3A%2F%2Fwww.ebay.com%2Fitm%2F-%2F333757450725&swd=3&mplxParams=user_name%2Citm%2Cswd%2Cmpre%2C&sojTags=du%3Dmpre%2Citm%3Ditm%2Cuser_name%3Duser_name%2Csuri%3Dsuri%2Cspid%3Dspid%2Cswd%3Dswd%2C
[1] https://www.theguardian.com/environment/2020/nov/09/hypocrites-and-greenwash-greta-thunberg-climate-crisis

Top URLs in Tweet in G7:
[6] https://www.conservation.org/video/nature-now-video-with-greta-thunberg

Top URLs in Tweet in G8:
[2] https://twitter.com/CUPEOntario/status/1331391912318787587
[1] https://dotzero.live/

Top Domains
Top Domains in Tweet in Entire Graph:
[274] twitter.com
[82] greenpeace.org
[50] youtube.com
[21] mashable.com
[20] watchers.news
[18] euronews.com
[18] theguardian.com
[16] instagram.com
[15] wordpress.com
[14] valori.it

Top Domains in Tweet in G1:
[158] twitter.com
[35] youtube.com
[13] instagram.com
[10] aftonbladet.se
[10] watchers.news
[9] tandfonline.com
[7] fridaysforfuture.org
[5] dw.com
[5] reuters.com
[4] cbsnews.com

Top Domains in Tweet in G2:
[20] twitter.com
[10] cleantechnica.com
[8] popsci.com
[4] bbc.com
[3] mashable.com
[3] ecocar.uk
[3] ecovan.uk
[3] ecolorry.uk
[3] greengrants.net
[2] theguardian.com

Top Domains in Tweet in G3:
[79] greenpeace.org
[11] mashable.com
[10] wordpress.com
[5] theguardian.com
[5] climatechangenews.com
[2] bloomberg.com
[1] reuters.com

Top Domains in Tweet in G5:
[2] carlossanchez.eco
[1] twitter.com

Top Domains in Tweet in G6:
[11] twitter.com
[3] instagram.com
[3] pressebank.net
[2] foragarimpoforacovid.org
[2] co.uk
[1] books2read.com
[1] amazon.com
[1] yourfavoritenerd.com
[1] cambioclimatic.com
[1] ebay.com

Top Domains in Tweet in G7:
[6] conservation.org

Top Domains in Tweet in G8:
[2] twitter.com
[1] dotzero.live

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3011] climatestrike
[1786] fridaysforfuture
[1095] climateaction
[658] facetheclimateemergency
[589] climateemergency
[547] climatechange
[542] climatecrisis
[424] schoolstrike4climate
[394] climate
[317] solar



Top Hashtags in Tweet in G1:
[1829] climatestrike
[1409] fridaysforfuture
[783] climateaction
[547] facetheclimateemergency
[354] climateemergency
[302] schoolstrike4climate
[263] climatestrikeonline
[228] climatechangeisreal
[226] actnow
[225] india

Top Hashtags in Tweet in G2:
[255] climatestrike
[169] climateaction
[153] climatechange
[150] fridaysforfuture
[125] climateemergency
[116] extinctionrebellion
[108] energytransition
[104] solar
[102] sustainability
[100] carbon

Top Hashtags in Tweet in G3:
[221] climatestrike
[211] actonclimate
[193] climate
[187] energy
[179] solar
[118] climatecrisis
[101] greennewdeal
[83] cdnpoli
[81] renewables
[81] panelsnotpipelines

Top Hashtags in Tweet in G4:
[94] climatestrike

Top Hashtags in Tweet in G5:
[110] climatestrike
[104] fridaysforfuture
[86] schoolstrike4climate
[77] facetheclimateemergency
[27] climatecrisis
[26] climateaction
[26] climateemergency
[18] climatechange
[17] nature
[17] extinction

Top Hashtags in Tweet in G6:
[52] climatestrike
[14] climatechange
[14] climateaction
[10] climatecrisis
[8] fridaysforfuture
[5] climateemergency
[4] climatejustice
[4] environment
[4] climatestrikeonline
[4] climate

Top Hashtags in Tweet in G7:
[21] climatestrike
[18] fridaysforfuture
[10] schoolstrike4climate
[10] facetheclimateemergency
[8] nobel4greta
[8] climateactionnow
[6] greennewdeal
[6] iamgreat
[4] handcramps
[1] protectourenvironment

Top Hashtags in Tweet in G8:
[6] climatestrike
[5] landbacksolidarity
[3] landbackparty1
[3] solidarityaction
[2] landback
[1] landsefenders
[1] nologo
[1] ideaslyingaround
[1] movementofmovements
[1] blm

Top Hashtags in Tweet in G9:
[18] climatestrike
[17] savetheplanet
[17] climatechangeisreal
[16] climatechange
[16] environment
[16] sustainability
[16] climate
[16] climatecrisis
[16] climateaction
[15] nature

Top Hashtags in Tweet in G10:
[5] airemergency
[5] climateemergency
[5] climatestrike
[3] jammuandkashmir
[3] jammu
[3] kashmir
[3] nagrotaencounter
[2] cleanaireveryday
[2] airpollution
[2] unitednations

Top Words
Top Words in Tweet in Entire Graph:
[3073] #climatestrike
[1794] #fridaysforfuture
[1119] #climateaction
[838] week
[804] climate
[797] gretathunberg
[663] #facetheclimateemergency
[616] #climateemergency
[562] #climatecrisis
[555] #climatechange

Top Words in Tweet in G1:
[1856] #climatestrike
[1416] #fridaysforfuture
[793] #climateaction
[668] week
[632] gretathunberg
[618] climate
[551] #facetheclimateemergency
[369] #climateemergency
[352] people
[329] many

Top Words in Tweet in G2:
[265] #climatestrike
[177] jackthelad1947
[177] seth_leitman
[177] profstrachan
[177] mzjacobson
[174] #climateaction
[169] hanslak
[169] kirillklip
[159] ristori20
[156] #climatechange

Top Words in Tweet in G3:
[231] #climatestrike
[211] #actonclimate
[193] #climate
[187] #energy
[186] solutions
[184] let's
[179] #solar
[162] panels
[120] #climatecrisis
[103] implement

Top Words in Tweet in G4:
[94] kids
[94] alright
[94] #climatestrike

Top Words in Tweet in G5:
[150] week
[110] #climatestrike
[104] #fridaysforfuture
[86] #schoolstrike4climate
[77] #facetheclimateemergency
[69] turkey
[69] due
[68] more
[67] article
[65] 87th

Top Words in Tweet in G6:
[52] #climatestrike
[14] #climatechange
[14] #climateaction
[10] #climatecrisis
[8] #fridaysforfuture
[5] climate
[5] #climateemergency
[4] #climatejustice
[4] #environment
[4] #climatestrikeonline

Top Words in Tweet in G7:
[21] #climatestrike
[18] #fridaysforfuture
[10] #schoolstrike4climate
[10] #facetheclimateemergency
[8] gretathunberg
[8] #nobel4greta
[8] #climateactionnow
[7] hulu
[6] #greennewdeal
[6] #saveeverything

Top Words in Tweet in G8:
[6] #climatestrike
[5] #landbacksolidarity
[5] actions
[4] answer
[4] call
[4] nov23
[4] 29
[4] naomiaklein
[3] russdiabo
[3] terrilltf

Top Words in Tweet in G9:
[18] #climatestrike
[17] #savetheplanet
[17] #climatechangeisreal
[16] #climatechange
[16] #environment
[16] #sustainability
[16] #climate
[16] #climatecrisis
[16] #climateaction
[15] #nature

Top Words in Tweet in G10:
[5] #airemergency
[5] #climateemergency
[5] #climatestrike
[3] 30pm
[3] aqi
[3] update
[3] spot
[3] ur
[3] city
[3] radionews_jammu

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[505] #fridaysforfuture,#climatestrike
[356] #facetheclimateemergency,#fridaysforfuture
[346] #climatestrike,climate
[328] many,people
[285] climate,change
[245] #climateemergency,#climatestrike
[226] #climateaction,#fridaysforfuture
[206] gretathunberg,licypriyak
[193] fridays4future,gretathunberg
[184] #climatestrike,#facetheclimateemergency

Top Word Pairs in Tweet in G1:
[414] #fridaysforfuture,#climatestrike
[341] #climatestrike,climate
[328] many,people
[289] #facetheclimateemergency,#fridaysforfuture
[218] climate,change
[205] gretathunberg,licypriyak
[200] #climateaction,#fridaysforfuture
[187] fridays4future,gretathunberg
[179] #climatestrike,#facetheclimateemergency
[178] #climateemergency,#climatestrike

Top Word Pairs in Tweet in G2:
[86] ristori20,mzjacobson
[71] jackthelad1947,hanslak
[66] shicooks,profstrachan
[62] #energytransition,#cleanenergy
[61] christinemilne,ristori20
[61] mzjacobson,charluv2011
[61] charluv2011,bsuhic
[61] ddelich,elder_jodi
[61] elder_jodi,devindthorpe
[58] #climatestrike,#fridaysforfuture

Top Word Pairs in Tweet in G3:
[162] #solar,panels
[109] #actonclimate,#climate
[103] #climate,#energy
[100] implement,#actonclimate
[99] let's,implement
[94] #climatestrike,#greennewdeal
[83] solutions,#climatecrisis
[83] #climatecrisis,let's
[82] #actonclimate,#energy
[81] solutions,#climate

Top Word Pairs in Tweet in G4:
[94] kids,alright
[94] alright,#climatestrike

Top Word Pairs in Tweet in G5:
[75] week,#climatestrike
[65] 87th,week
[65] #climatestrike,week
[65] week,turkey
[65] turkey,article
[65] article,bill
[65] bill,allowing
[65] allowing,mines
[65] mines,more
[65] more,harm

Top Word Pairs in Tweet in G6:
[7] #climateaction,#climatestrike
[4] #climatechange,#climatestrike
[4] #climatestrikeonline,#climatestrike
[2] amaranthine,historica
[2] #fridaysforfuture,#schoolstrike4climate
[2] global,warming
[2] ouça,mensagem
[2] mensagem,xamã
[2] xamã,ajude
[2] ajude,povo

Top Word Pairs in Tweet in G7:
[11] #climatestrike,#fridaysforfuture
[10] #fridaysforfuture,#schoolstrike4climate
[10] #schoolstrike4climate,#facetheclimateemergency
[7] #fridaysforfuture,#climatestrike
[7] #climatestrike,#climateactionnow
[6] #nobel4greta,#fridaysforfuture
[6] #climateactionnow,#greennewdeal
[6] #greennewdeal,#saveeverything
[6] posting,comic
[6] comic,gretathunberg

Top Word Pairs in Tweet in G8:
[4] answer,call
[4] nov23,29
[3] russdiabo,terrilltf
[3] terrilltf,#landbackparty1
[3] #landbackparty1,#landbacksolidarity
[3] #landbacksolidarity,answer
[3] call,action
[3] action,fridaysfuturewr
[3] fridaysfuturewr,toforfuture
[3] toforfuture,cjedmonton

Top Word Pairs in Tweet in G9:
[15] #climatechange,#environment
[15] #environment,#nature
[15] #nature,#sustainability
[15] #sustainability,#globalwarming
[15] #globalwarming,#savetheplanet
[15] #savetheplanet,#climate
[15] #climate,#ecofriendly
[15] #ecofriendly,#climatecrisis
[15] #climatecrisis,#zerowaste
[15] #zerowaste,#climateaction

Top Word Pairs in Tweet in G10:
[5] #airemergency,#climateemergency
[5] #climateemergency,#climatestrike
[3] 30pm,aqi
[3] aqi,update
[3] update,spot
[3] spot,ur
[3] ur,city
[3] city,radionews_jammu
[3] radionews_jammu,#jammuandkashmir
[3] #jammuandkashmir,#jammu

Top Replied-To
Top Replied-To in Entire Graph:
@hazloe3
@dotcommodity
@raduede
@geraldkutney
@txsharon
@climateguyw
@kirillklip
@jackthelad1947
@amandaray02

Top Replied-To in G1:
@hazloe3
@climatead
@dotcommodity
@raduede
@gretathunberg
@licypriyak
@nandini72113762
@climateguyw
@kambojananya

Top Replied-To in G2:
@hazloe3
@dotcommodity
@txsharon
@geraldkutney
@kirillklip
@jackthelad1947
@raduede
@climateguyw
@amandaray02

Top Replied-To in G5:
@julieheading1

Top Replied-To in G7:
@jeromefosterii
@neponyatnyi

Top Replied-To in G8:
@russdiabo
@cupenat
@naomiaklein

Top Mentioned
Top Mentioned in Entire Graph:
@gretathunberg
@fridays4future
@profstrachan
@mzjacobson
@seth_leitman
@licypriyak
@hanslak
@jackthelad1947
@ristori20
@kirillklip

Top Mentioned in G1:
@gretathunberg
@fridays4future
@licypriyak
@cmomaharashtra
@authackeray
@fff_digital
@fffindia
@profstrachan
@ristori20
@mzjacobson

Top Mentioned in G2:
@seth_leitman
@profstrachan
@mzjacobson
@hanslak
@jackthelad1947
@ristori20
@kirillklip
@debraruh
@charluv2011
@amazingchevvolt

Top Mentioned in G3:
@joebiden
@gretathunberg
@justintrudeau
@chathamhouse
@mickstaylor
@nydfassessment

Top Mentioned in G6:

Top Mentioned in G7:
@gretathunberg
@hulu
@fridays4future
@fffrussia

Top Mentioned in G8:
@terrilltf
@fridaysfuturewr
@toforfuture
@cjedmonton
@rachelsnews
@naomiaklein
@cupenat
@cupeontario
@cupe_media
@greatdismal

Top Mentioned in G10:
@radionews_jammu
@dcjammuofficial
@dcrajouri
@manojsinha
@moefcc
@drgargava
@cpcb_official
@lotusladakh
@sunderbanir
@metsrinagar

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@alhanda
@w_angels_wings
@roblwilson
@manmet80
@sddphoto
@lehimesa
@dancas2
@drdaveanddee
@miguelhilargiak

Top Tweeters in G1:
@roblwilson
@miguelhilargiak
@88seattle61
@cunningham_cch
@nikhil_p_b
@hackneywick
@blubdha
@richrake
@dawnroseturner
@dome689

Top Tweeters in G2:
@jurylady5
@alhanda
@w_angels_wings
@manmet80
@sddphoto
@lehimesa
@dancas2
@chuddles11
@jilliemary
@joannecangal

Top Tweeters in G3:
@drdaveanddee
@allan_crawshaw
@neilyoungsaveus
@bobsarmymom
@youranonriots
@hrh_nic
@mfrance923
@marinamas
@wavetop
@ganjasmokercb

Top Tweeters in G4:
@chel_c_cam
@eye3oh
@bimboiesbian
@laurent_weppe
@voyahora
@rockriled
@anoceaninmysoul
@blood_peace
@laylabelle97
@bokbokfire

Top Tweeters in G5:
@maxinepatterson
@ecorangerfairmo
@zachary03699160
@lizmurison
@dancady
@stuffmc
@asevim6411
@defendourfuture
@fantasmo_42
@drlarrybkeating

Top Tweeters in G6:
@pressebanknet
@pmagn
@cindian1
@nadiaawriter
@katya_compass
@pam1010101010
@robynwyrick
@sciencenotdogma
@coolkrista
@alexandregolive

Top Tweeters in G7:
@zen4ever2us
@jeanleesworld
@hulu
@mylareson
@bhinda_firoza
@oldehippiedude
@allgonetomorrow
@tweets4twits
@sley_stack
@_carlos_2020_

Top Tweeters in G8:
@terrilltf
@doctorow
@jodikoberinski
@greatdismal
@russdiabo
@rachelsnews
@cupeontario
@naomiaklein
@cupenat
@cupe_media

Top Tweeters in G9:
@renae_78
@robrobbedwards
@demar19671969
@tamathahunter
@eankitpandey
@idreamstuff
@sherylpost3
@brittatabrit
@michaelahammes
@natisthecure3

Top Tweeters in G10:
@diprjk
@cpcb_official
@radionews_jammu
@botjammu
@aanchii_sharma
@sunderbanir
@dcjammuofficial
@mohitasharma11
@lotusladakh
@dcrajouri


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