#StopLine3, Twitter, 2/23/2021 5:22:28 PM, 249462


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#StopLine3 Twitter NodeXL SNA Map and Report for tiistai, 23 helmikuuta 2021 at 16.16 UTC
#StopLine3 Twitter NodeXL SNA Map and Report for tiistai, 23 helmikuuta 2021 at 16.16 UTC
From:
mihkal
Uploaded on:
February 23, 2021
Short Description:
#StopLine3 via NodeXL https://bit.ly/3soVDQv
@ilhanmn
@moreperfectus
@joebiden
@potus
@mn_350
@zhaabowekwe
@isananika
@honortheearth
@giniwcollective
@alizaidi46

Top hashtags:
#stopline3
#waterislife
#defundline3
#honorthetreaties
#buildbackfossilfree
#nodapl

Description:
Description
The graph represents a network of 6 491 Twitter users whose recent tweets contained "#StopLine3", 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 Tuesday, 23 February 2021 at 16:44 UTC.

The tweets in the network were tweeted over the 7-day, 22-hour, 14-minute period from Monday, 15 February 2021 at 18:00 UTC to Tuesday, 23 February 2021 at 16:14 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 Fruchterman-Reingold layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 6491
Unique Edges : 14526
Edges With Duplicates : 5115
Total Edges : 19641
Number of Edge Types : 5
MentionsInRetweet : 8331
Mentions : 1251
Retweet : 9083
Replies to : 483
Tweet : 493
Self-Loops : 530
Reciprocated Vertex Pair Ratio : 0,00746693665759666
Reciprocated Edge Ratio : 0,0148231894981471
Connected Components : 91
Single-Vertex Connected Components : 70
Maximum Vertices in a Connected Component : 6376
Maximum Edges in a Connected Component : 19512
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2,994639
Graph Density : 0,000377932322554472
Modularity : 0,469915
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 6 491 Twitter users whose recent tweets contained "#StopLine3", 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 Tuesday, 23 February 2021 at 16:44 UTC.

The tweets in the network were tweeted over the 7-day, 22-hour, 14-minute period from Monday, 15 February 2021 at 18:00 UTC to Tuesday, 23 February 2021 at 16:14 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 Fruchterman-Reingold layout algorithm.
Graph Source : TwitterSearch
Graph Term : #StopLine3
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:
[1834] https://twitter.com/MorePerfectUS/status/1362794750684839940
[357] https://twitter.com/algore/status/1360703896012914697
[349] https://www.theguardian.com/us-news/2021/feb/19/line-3-pipeline-ojibwe-tribal-lands
[207] https://insideclimatenews.org/news/16022021/biden-line-3-minnesota-enbridge-pipeline-indigenous-resistance/
[120] https://twitter.com/stribbiz/status/1362519912195846145
[119] https://www.theguardian.com/us-news/2021/feb/19/line-3-pipeline-ojibwe-tribal-lands?CMP=share_btn_tw
[109] https://stopthemoneypipeline.com/defund-line-3/
[88] https://www.facebook.com/event_invite/3gKSGS6Al/
[83] https://twitter.com/StribBiz/status/1362519912195846145
[77] https://stopthemoneypipeline.com/call-chase-defund-line-3/

Top URLs in Tweet in G1:
[1512] https://twitter.com/MorePerfectUS/status/1362794750684839940
[291] https://twitter.com/algore/status/1360703896012914697
[62] https://twitter.com/UR_Ninja/status/1362828754804965382
[47] https://www.theguardian.com/us-news/2021/feb/19/line-3-pipeline-ojibwe-tribal-lands
[40] https://insideclimatenews.org/news/16022021/biden-line-3-minnesota-enbridge-pipeline-indigenous-resistance/
[12] https://350org.zoom.us/webinar/register/7416136045307/WN_2qvdDB0bTNmJGeQV5ofYbg
[11] https://twitter.com/alexwagner/status/1362521849121411075
[10] https://actionnetwork.org/petitions/tell-president-biden-stop-line-3-and-build-back-fossil-free?source=twitter&
[7] https://twitter.com/moreperfectus/status/1362794750684839940
[5] https://www.facebook.com/watch/?v=881588402384470

Top URLs in Tweet in G2:
[135] https://www.theguardian.com/us-news/2021/feb/19/line-3-pipeline-ojibwe-tribal-lands
[90] https://twitter.com/MorePerfectUS/status/1362794750684839940
[79] https://www.facebook.com/event_invite/3gKSGS6Al/
[63] https://justseeds.org/graphic/stop-line-3-care-package/
[51] https://twitter.com/ISANANIKA/status/1362157148638228485
[50] http://bit.ly/3cSVT50
[50] https://insideclimatenews.org/news/16022021/biden-line-3-minnesota-enbridge-pipeline-indigenous-resistance/
[40] https://www.eventbrite.com/e/benefit-screening-of-film-necessity-oil-water-and-climate-resistance-tickets-138659072017
[35] https://twitter.com/MN_350/status/1360678397748404225?s=19
[35] https://twitter.com/algore/status/1360703896012914697

Top URLs in Tweet in G3:
[131] https://www.theguardian.com/us-news/2021/feb/19/line-3-pipeline-ojibwe-tribal-lands
[117] https://twitter.com/MorePerfectUS/status/1362794750684839940
[82] https://twitter.com/stribbiz/status/1362519912195846145
[74] https://stopthemoneypipeline.com/defund-line-3/
[54] https://www.theguardian.com/us-news/2021/feb/19/line-3-pipeline-ojibwe-tribal-lands?CMP=share_btn_tw
[53] https://stopthemoneypipeline.com/call-chase-defund-line-3/
[44] https://twitter.com/StribBiz/status/1362519912195846145
[36] https://insideclimatenews.org/news/16022021/biden-line-3-minnesota-enbridge-pipeline-indigenous-resistance/
[35] https://greenpeace.zoom.us/webinar/register/8116134967705/WN_Z0gkjf1jTFGnco1tbPs_Fw
[25] https://us02web.zoom.us/webinar/register/WN_DdbSiV2ZS-Gk0WsbziQTcA

Top URLs in Tweet in G4:
[8] https://m.huffpost.com/us/entry/us_602c1ff6c5b6c95056f3f6af
[3] https://www.facebook.com/watch/?v=1156116081502404
[3] https://twitter.com/MN_350/status/1361843573340073987?s=19
[2] http://bit.ly/3cSVT50
[2] https://www.facebook.com/event_invite/3gKSGS6Al/
[2] https://www.huffpost.com/entry/fossil-fuel-protest_n_602c1ff6c5b6c95056f3f6af
[2] https://twitter.com/algore/status/1360703896012914697
[1] https://twitter.com/ISANANIKA/status/1362157148638228485
[1] https://twitter.com/MorePerfectUS/status/1362794750684839940
[1] https://www.eventbrite.com/e/benefit-screening-of-film-necessity-oil-water-and-climate-resistance-tickets-138659072017

Top URLs in Tweet in G5:
[18] https://twitter.com/MorePerfectUS/status/1362794750684839940
[5] https://twitter.com/algore/status/1360703896012914697
[2] https://www.theguardian.com/us-news/2021/feb/19/line-3-pipeline-ojibwe-tribal-lands
[2] https://twitter.com/stribbiz/status/1362519912195846145
[1] https://www.stopline3.org/sign
[1] https://www.facebook.com/245005232286600/posts/3680194808767608/?d=n
[1] https://twitter.com/ilhanmn/status/1362891128446480384
[1] https://350org.zoom.us/webinar/register/7416136045307/WN_2qvdDB0bTNmJGeQV5ofYbg
[1] https://www.startribune.com/majority-of-those-working-on-enbridge-pipeline-from-outside-minnesota/600024633/?ref=nl&om_rid=48423979465&om_mid=2394002889
[1] https://www.theguardian.com/us-news/2021/feb/19/line-3-pipeline-ojibwe-tribal-lands?CMP=Share_iOSApp_Other

Top URLs in Tweet in G6:
[72] https://insideclimatenews.org/news/16022021/biden-line-3-minnesota-enbridge-pipeline-indigenous-resistance/
[52] https://www.theguardian.com/us-news/2021/feb/19/line-3-pipeline-ojibwe-tribal-lands?CMP=share_btn_tw
[9] https://twitter.com/MorePerfectUS/status/1362794750684839940
[5] https://www.theguardian.com/us-news/2021/feb/19/line-3-pipeline-ojibwe-tribal-lands
[3] https://m.huffpost.com/us/entry/us_602c1ff6c5b6c95056f3f6af
[3] https://twitter.com/lakotalaw/status/1363987007916167171
[3] https://twitter.com/_ComradeCupcake/status/1361849592996896768
[2] https://www.newyorker.com/news/annals-of-a-warming-planet/build-nothing-new-that-ultimately-leads-to-a-flame
[2] https://twitter.com/resistline3/status/1363591124049399812
[2] https://www.stopline3.org/sign

Top URLs in Tweet in G7:
[37] https://unicornriot.ninja/2021/resistance-to-line-3-direct-actions-aim-to-stop-construction/
[4] https://twitter.com/ryanvizzions/status/1347017942555189250?s=20
[3] https://seekjoy.wistia.com/medias/tazffaz018?wvideo=tazffaz018
[2] https://www.kaxe.org/post/strong-women-protecting-water-and-wild-rice-tania-aubid-and-shanai-matteson
[2] https://www.theguardian.com/us-news/2021/feb/19/line-3-pipeline-ojibwe-tribal-lands
[2] https://www.facebook.com/watch/?v=1156116081502404
[1] https://stopthemoneypipeline.com/defund-line-3/
[1] https://twitter.com/ShutDown_DC/status/1362448694541508612
[1] https://linktr.ee/stopline3
[1] https://twitter.com/Justseeds/status/1362078588267192322

Top URLs in Tweet in G8:
[5] https://twitter.com/MorePerfectUS/status/1362794750684839940
[4] https://www.theguardian.com/us-news/2021/feb/19/line-3-pipeline-ojibwe-tribal-lands
[2] https://insideclimatenews.org/news/16022021/biden-line-3-minnesota-enbridge-pipeline-indigenous-resistance/
[2] https://twitter.com/WinonaLaduke/status/1362826380279431168
[1] http://Burnaby.is
[1] https://brokepipelinewatch.ca/report/
[1] https://us02web.zoom.us/webinar/register/WN_DdbSiV2ZS-Gk0WsbziQTcA?emci=c2ca2534-556b-eb11-9889-00155d43c992&emdi=2c15e6eb-556b-eb11-9889-00155d43c992&ceid=4432918
[1] https://stopthemoneypipeline.com/defund-line-3/?sp_ref=699179965.392.214647.t.0.2
[1] https://twitter.com/EarthBeatNCR/status/1360969378909536257
[1] https://addup.sierraclub.org/campaigns/tell-minnesota-officials-stopline3-pipeline-construction-now?utm_medium=recruit&utm_source=twitter&utm_campaign=addup&tc=

Top URLs in Tweet in G9:
[64] https://twitter.com/MorePerfectUS/status/1362794750684839940
[2] https://www.facebook.com/event_invite/3gKSGS6Al/
[2] https://twitter.com/ISANANIKA/status/1362157148638228485
[2] https://twitter.com/ilhanmn/status/1362891128446480384
[1] https://docs.google.com/document/d/1mW_VWHFk9XKYC-O5bFOL0w6UGAG9zfUNKd2qK8zoE2c/edit?usp=sharing
[1] https://drive.google.com/drive/folders/1kil4JENk6ln27714_0-SuVKRmyZR-cyA
[1] https://www.dropbox.com/sh/mob8da87t2mji6f/AAD4H5U3Dbnng3twAoVMtw_Pa?dl=0
[1] https://twitter.com/ISANANIKA/status/1362157502322909186
[1] https://twitter.com/alexwagner/status/1362521849121411075
[1] https://www.stopline3.org/news/2021/2/12/tribes-faith-leaders-petition-biden-to-end-enbridge-line-3-pipeline

Top URLs in Tweet in G10:
[9] https://www.theguardian.com/us-news/2021/feb/19/line-3-pipeline-ojibwe-tribal-lands
[7] https://secure.everyaction.com/pzQHbwsI_kae8Uf_LWVL3g2
[5] https://www.womensmarchmn.com/third-thursdays-blog/third-thursdays-line-3-mn-and-the-climate-crisis/2/15/2021
[2] https://twitter.com/StribBiz/status/1362519912195846145
[2] https://twitter.com/MorePerfectUS/status/1362794750684839940
[1] https://takeactionminnesota.org/events/
[1] https://www.scribd.com/document/493911018/Letter-to-President-Biden-on-Line-3
[1] https://twitter.com/johncornyn/status/1361307139348824065
[1] https://twitter.com/350_Seattle/status/1362849713293193219
[1] https://twitter.com/stribbiz/status/1362519912195846145

Top Domains
Top Domains in Tweet in Entire Graph:
[3311] twitter.com
[471] theguardian.com
[209] stopthemoneypipeline.com
[208] insideclimatenews.org
[206] facebook.com
[147] zoom.us
[108] stopline3.org
[103] commondreams.org
[86] huffpost.com
[81] eventbrite.com

Top Domains in Tweet in G1:
[1934] twitter.com
[49] theguardian.com
[40] insideclimatenews.org
[15] zoom.us
[13] actionnetwork.org
[11] facebook.com
[9] stopthemoneypipeline.com
[7] stopline3.org
[7] 350.org
[5] startribune.com

Top Domains in Tweet in G2:
[674] twitter.com
[147] theguardian.com
[131] facebook.com
[70] stopline3.org
[65] justseeds.org
[58] stopthemoneypipeline.com
[57] huffpost.com
[53] eventbrite.com
[52] bit.ly
[50] insideclimatenews.org

Top Domains in Tweet in G3:
[455] twitter.com
[186] theguardian.com
[135] stopthemoneypipeline.com
[83] zoom.us
[45] facebook.com
[37] insideclimatenews.org
[35] 350.org
[34] commondreams.org
[25] stopline3.org
[15] eventbrite.com

Top Domains in Tweet in G4:
[10] huffpost.com
[7] twitter.com
[5] facebook.com
[2] bit.ly
[1] eventbrite.com
[1] mobilize.us
[1] justseeds.org
[1] startribune.com

Top Domains in Tweet in G5:
[26] twitter.com
[3] theguardian.com
[1] stopline3.org
[1] facebook.com
[1] zoom.us
[1] startribune.com

Top Domains in Tweet in G6:
[72] insideclimatenews.org
[57] theguardian.com
[23] twitter.com
[3] huffpost.com
[3] stopline3.org
[2] newyorker.com
[1] commondreams.org
[1] facebook.com
[1] zoom.us
[1] scribd.com

Top Domains in Tweet in G7:
[37] unicornriot.ninja
[11] twitter.com
[3] wistia.com
[2] kaxe.org
[2] theguardian.com
[2] facebook.com
[1] stopthemoneypipeline.com
[1] linktr.ee
[1] stopline3.org

Top Domains in Tweet in G8:
[34] twitter.com
[4] theguardian.com
[3] actionnetwork.org
[3] youtube.com
[2] zoom.us
[2] commondreams.org
[2] instagram.com
[2] insideclimatenews.org
[1] burnaby.is
[1] brokepipelinewatch.ca

Top Domains in Tweet in G9:
[70] twitter.com
[3] facebook.com
[2] google.com
[1] dropbox.com
[1] stopline3.org
[1] huffpost.com
[1] theguardian.com
[1] justseeds.org

Top Domains in Tweet in G10:
[9] theguardian.com
[7] everyaction.com
[7] twitter.com
[5] womensmarchmn.com
[1] takeactionminnesota.org
[1] scribd.com
[1] justseeds.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[10389] stopline3
[870] waterislife
[541] defundline3
[470] honorthetreaties
[454] buildbackfossilfree
[434] nodapl
[429] actonclimate
[290] line3
[280] nowdoline3
[229] stopthemoneypipeline



Top Hashtags in Tweet in G1:
[3194] stopline3
[316] waterislife
[65] buildbackfossilfree
[41] nodapl
[21] honorthetreaties
[18] defundline3
[16] nomvp
[12] faiths4climate
[12] sacredpeoplesacredearth
[12] buildbackbetter

Top Hashtags in Tweet in G2:
[3664] stopline3
[443] waterislife
[390] actonclimate
[383] honorthetreaties
[288] buildbackfossilfree
[247] nodapl
[238] nowdoline3
[165] defundline3
[138] pandemicpipeline
[94] bidenstopline3

Top Hashtags in Tweet in G3:
[1733] stopline3
[343] defundline3
[155] line3
[146] stopthemoneypipeline
[126] nodapl
[83] buildbackfossilfree
[79] waterislife
[73] climateemergency
[66] tarsands
[50] honorthetreaties

Top Hashtags in Tweet in G4:
[693] stopline3
[7] nora219a
[4] actonclimate
[3] kxl
[2] pandemicpipeline
[2] buildbackfossilfree
[2] defundline3
[1] nowdoline3
[1] waterprotectors
[1] landdefenders

Top Hashtags in Tweet in G5:
[363] stopline3
[2] waterislife
[2] nodapl
[1] buildbackfossilfree

Top Hashtags in Tweet in G6:
[182] stopline3
[9] mniwiconi
[7] waterislife
[3] genocide
[3] bigbanks
[3] landback
[3] greedyprofiteers
[3] waterprotectors
[2] nodapl
[2] noweymouthcompressor

Top Hashtags in Tweet in G7:
[137] stopline3
[37] line3
[33] landback
[33] nolng
[33] notmx
[33] nojordancove
[33] nocgl
[33] climatecrisis
[21] climatejustice
[4] waterislife

Top Hashtags in Tweet in G8:
[84] stopline3
[5] pipeline
[5] tarsands
[5] nodapl
[4] waterislife
[4] standingrock
[3] oil
[3] buildbackfossilfree
[3] honorthetreaties
[2] shutdowndapl

Top Hashtags in Tweet in G9:
[91] stopline3
[4] nodapl
[3] actonclimate
[2] waterislife
[1] indigenousrights
[1] saveoakflat
[1] honorthetreaties
[1] defundline3

Top Hashtags in Tweet in G10:
[32] stopline3
[4] waterislife
[3] honorthetreaties
[2] artstorm
[2] nowdoline3
[1] fundourlives
[1] mnleg
[1] defundline3
[1] actonclimate

Top Words
Top Words in Tweet in Entire Graph:
[10414] #stopline3
[4551] biden
[4363] pipeline
[2878] water
[2749] line
[2720] indigenous
[2720] administration
[2700] minnesota
[2612] sands
[2609] tar

Top Words in Tweet in G1:
[3654] biden
[3195] #stopline3
[2315] pipeline
[2127] administration
[1370] stop
[1325] indigenous
[1300] line
[1269] minnesota
[1265] ilhanmn
[1219] people

Top Words in Tweet in G2:
[3672] #stopline3
[1523] water
[1151] joebiden
[836] pipeline
[681] line
[647] climate
[630] art
[626] stop
[593] indigenous
[588] join

Top Words in Tweet in G3:
[1744] #stopline3
[399] fight
[390] minnesota
[376] tar
[376] sands
[370] land
[366] water
[356] enbridge
[353] #defundline3
[347] pipeline

Top Words in Tweet in G4:
[693] #stopline3
[586] earth
[585] mni
[585] wiconi
[585] honor
[585] treaties
[585] mother
[81] water
[41] protectors
[40] enbridge

Top Words in Tweet in G5:
[646] pipeline
[626] tar
[626] sands
[363] biden
[363] #stopline3
[339] indigenous
[332] line
[332] administration
[327] minnesota
[315] dirtiest

Top Words in Tweet in G6:
[182] #stopline3
[85] water
[77] protectors
[76] land
[76] pipeline
[75] strong
[74] resistance
[74] line
[72] set
[72] bitter

Top Words in Tweet in G7:
[137] #stopline3
[67] indigenous
[66] minnesota
[44] pipeline
[44] video
[44] dcmnwaterprotector
[43] tar
[43] sands
[42] construction
[41] northern

Top Words in Tweet in G8:
[84] #stopline3
[18] pipeline
[18] line
[10] stop
[7] biden
[7] tar
[6] sands
[6] fight
[5] #pipeline
[5] build

Top Words in Tweet in G9:
[91] #stopline3
[14] water
[12] pipeline
[10] fight
[10] indigenous
[9] tar
[9] sands
[8] trying
[8] biden
[7] minnesota

Top Words in Tweet in G10:
[36] #stopline3
[18] minnesota
[17] pipeline
[17] climate
[16] water
[14] crisis
[12] oil
[12] treaty
[12] line
[11] rights

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2638] biden,administration
[2608] tar,sands
[1593] sands,pipeline
[1402] administration,#stopline3
[1343] biden,#stopline3
[1340] congresswoman,ilhanmn
[1284] president,biden
[1272] indigenous,led
[1260] call,president
[1242] administration,authority

Top Word Pairs in Tweet in G1:
[2094] biden,administration
[1179] president,biden
[1174] congresswoman,ilhanmn
[1168] biden,#stopline3
[1166] administration,authority
[1166] keystone,xl
[1166] xl,pipeline
[1165] pipeline,decision
[1165] decision,anomaly
[1165] anomaly,biden

Top Word Pairs in Tweet in G2:
[556] water,protectors
[433] art,storm
[410] tar,sands
[351] joebiden,kamalaharris
[310] gina_mccarthy,alizaidi46
[213] #stopline3,joebiden
[192] indigenous,water
[182] indigenous,led
[182] #stopline3,water
[178] honor,treaties

Top Word Pairs in Tweet in G3:
[376] tar,sands
[217] fight,#stopline3
[193] zhaabowekwe,giniwcollective
[180] feel,hear
[157] minnesota,indigenous
[140] northern,minnesota
[122] river,northern
[122] minnesota,rivers
[122] rivers,enbridge
[122] enbridge,seeks

Top Word Pairs in Tweet in G4:
[585] mni,wiconi
[585] wiconi,#stopline3
[585] #stopline3,honor
[585] honor,treaties
[585] treaties,mother
[585] mother,earth
[41] water,protectors
[22] doodled,thing
[22] thing,share
[22] share,basically

Top Word Pairs in Tweet in G5:
[626] tar,sands
[332] biden,administration
[321] sands,pipeline
[314] indigenous,communities
[314] administration,#stopline3
[310] line,tar
[309] northern,minnesota
[308] dirtiest,fossil
[303] sands,dirtiest
[303] fossil,fuels

Top Word Pairs in Tweet in G6:
[77] water,protectors
[73] resistance,#stopline3
[72] set,bitter
[72] bitter,midwest
[72] midwest,cold
[72] cold,snap
[72] snap,land
[72] land,defenders
[72] defenders,water
[72] protectors,mounting

Top Word Pairs in Tweet in G7:
[43] tar,sands
[41] northern,minnesota
[39] tania,aubid
[39] sands,oil
[37] words,biidwewegiizhagookwe
[37] biidwewegiizhagookwe,tania
[37] aubid,mid
[37] mid,december
[37] december,speaking
[37] speaking,construction

Top Word Pairs in Tweet in G8:
[6] tar,sands
[4] line,pipeline
[4] stop,pipeline
[3] help,#stopline3
[3] cultural,genocide'
[3] genocide',fight
[3] fight,stop
[3] pipeline,tribal
[3] tribal,lands
[3] #stopline3,#tarsands

Top Word Pairs in Tweet in G9:
[9] tar,sands
[7] sands,pipeline
[7] water,protectors
[6] biden,administration
[6] administration,#stopline3
[5] big,climate
[5] climate,fight
[5] fight,occurring
[5] occurring,minnesota
[5] minnesota,indigenous

Top Word Pairs in Tweet in G10:
[14] climate,crisis
[11] treaty,rights
[10] oil,spills
[9] ground,activists
[9] activists,called
[9] called,water
[9] water,protectors
[9] protectors,pipeline
[9] pipeline,impact
[9] impact,climate

Top Replied-To
Top Replied-To in Entire Graph:
@algore
@potus
@joebiden
@govtimwalz
@indivisiblevent
@ilhanmn
@mmckinnon
@sho_thecircus
@stopmoneypipe
@350

Top Replied-To in G1:
@potus
@mmckinnon
@amyklobuchar
@govtimwalz
@sho_thecircus
@ilhanmn
@ltgovflanagan
@winonaladuke
@bettymccollum04
@housesolidarity

Top Replied-To in G2:
@algore
@potus
@joebiden
@indivisiblevent
@govtimwalz
@xr_eugene
@stopmoneypipe
@billmckibben
@350

Top Replied-To in G3:
@ilhanmn
@mn_350
@zhaabowekwe
@350
@moreperfectus
@gretathunberg
@sho_thecircus
@stopmoneypipe
@potus
@td_canada

Top Replied-To in G4:
@azejournal
@algore
@isananika

Top Replied-To in G6:
@earthrightsintl
@alizaidi46

Top Replied-To in G7:
@govtimwalz
@ur_ninja

Top Mentioned
Top Mentioned in Entire Graph:
@ilhanmn
@joebiden
@potus
@alizaidi46
@giniwcollective
@kamalaharris
@mn_350
@zhaabowekwe
@gina_mccarthy
@ginamccarthy46

Top Mentioned in G1:
@ilhanmn
@potus
@joebiden
@zhaabowekwe
@greenfaithworld
@giniwcollective
@mothersoutfront
@vp
@mofvirginia
@fwwvirginia

Top Mentioned in G2:
@joebiden
@alizaidi46
@potus
@kamalaharris
@gina_mccarthy
@mn_350
@giniwcollective
@ginamccarthy46
@govtimwalz
@honortheearth

Top Mentioned in G3:
@zhaabowekwe
@giniwcollective
@joebiden
@enbridge
@potus
@mn_350
@ilhanmn
@nancybeaulieu14
@jpmorgan
@govtimwalz

Top Mentioned in G4:
@joebiden
@wolfesses
@ilhanmn
@mn_350
@nfld_al3
@gina_mccarthy
@alizaidi46
@kamalaharris
@zhaabowekwe
@giniwcollective

Top Mentioned in G5:
@ilhanmn
@govtimwalz
@potus
@joebiden

Top Mentioned in G6:
@ilhanmn
@nomvpvirginia
@govtimwalz
@potus
@joebiden
@stopmoneypipe
@mn_350

Top Mentioned in G7:
@giniwcollective
@toosphexy
@justseeds
@potus
@nfld_al3
@epa
@jpmorgan
@joebiden
@ilhanmn

Top Mentioned in G9:
@ilhanmn
@joebiden
@ienearth
@standingrockst
@giniwcollective
@potus
@vp
@nfld_al3

Top Mentioned in G10:
@sheila_regan
@guardian
@joebiden
@isaiahorg
@mnlegcoalition
@indivisiblemnlo
@watchyourrepsmn
@minninalliance
@eraminnesota
@mnxmnconference

Top Tweeters
Top Tweeters in Entire Graph:
@barntiques859
@rk70534
@monicasloves
@rjber15
@joni_looking
@gojira007x
@yarosisnancy
@drdaveanddee
@honeymoongondol
@dgendvil

Top Tweeters in G1:
@barntiques859
@gojira007x
@drdaveanddee
@lizditz
@jjj5819
@gpwriter
@jhamby
@govsherazkhan
@senseof_outrage
@wally_wests

Top Tweeters in G2:
@rk70534
@yarosisnancy
@dgendvil
@willseattle
@rjstrikers
@gregmroscoe
@whirledcitizen_
@uhhm__okay
@mary_swilling
@katalin_pota

Top Tweeters in G3:
@rjber15
@joni_looking
@honeymoongondol
@missnisha6849
@wendycroy888
@mastaofmp3s
@miss_placed_
@bob_stinson1234
@dsochoa
@janiecestaton

Top Tweeters in G4:
@og_hamburghini
@matologmeatball
@vampsonic
@jerichowing
@jontalbain2015
@ciovehitch
@sirjamesa12
@blueevileye
@king_kazma_sktr
@blueblur95

Top Tweeters in G5:
@monicasloves
@all435reps
@broomstick33
@jjmplsmn
@smcenturff
@laurahennesse11
@goprapebuster
@tenshiakari12
@connielnash
@ccaspen

Top Tweeters in G6:
@b1e56df9ce6549f
@samhainnight
@amyharlib
@wavesofeuphoria
@proglocommons
@unetomaterouge
@avildsen
@theladyarcher77
@saleemulhuq
@zenjk0

Top Tweeters in G7:
@igallupd
@genghisgalahad2
@themominatrixx
@loansundman
@sleepylemur
@hamlindebbi
@mnxmoosi
@ryanwages45
@love_nafs
@suzi_q2

Top Tweeters in G8:
@feenwald
@girlfreddy
@shedrawsnigh
@steveinrealife
@badgermom88
@warrentedd
@chedddat
@blueriv88891964
@jeanneyacoubou
@cloudprincesa

Top Tweeters in G9:
@dwatchnews
@repairrestores1
@dwatchnews_nam
@stinsontimothy
@charles97564117
@navahochick56
@randibyron2
@papathelengend
@whoawmina
@tera2080

Top Tweeters in G10:
@guardian
@demcastmn
@larry_du_nord
@artramp
@indivisiblemnlo
@sheila_regan
@annt
@jtspartz
@isaiahmn
@ronniedeldar