#mmiw, Twitter, 11/10/2019 1:26:49 PM, 215972


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#mmiw Twitter NodeXL SNA Map and Report for sunnuntai, 10 marraskuuta 2019 at 11.26 UTC
#mmiw Twitter NodeXL SNA Map and Report for sunnuntai, 10 marraskuuta 2019 at 11.26 UTC
From:
mihkal
Uploaded on:
November 10, 2019
Short Description:
#mmiw via NodeXL http://bit.ly/32upw4B
@delschilling
@americanindian8
@aliwatson117
@pamfoundation
@agnauraqtweets
@janfromthebruce
@lindaeyre330
@ena_blog
@odetomedusa
@chiefstonefox

Top hashtags:
#mmiw
#mmiwg
#indigenous
#mmnawg
#tairp
#clintoncrimebill

Description:
Description
The graph represents a network of 3 868 Twitter users whose recent tweets contained "#mmiw", 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 Sunday, 10 November 2019 at 11:34 UTC.

The tweets in the network were tweeted over the 9-day, 0-hour, 0-minute period from Friday, 01 November 2019 at 10:25 UTC to Sunday, 10 November 2019 at 10:26 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 : 3874
Unique Edges : 4618
Edges With Duplicates : 4627
Total Edges : 9245
Number of Edge Types : 4
Mentions : 1444
Replies to : 522
Tweet : 1098
Retweet : 6181
Self-Loops : 1116
Reciprocated Vertex Pair Ratio : 0,0159265504965336
Reciprocated Edge Ratio : 0,0313537440059019
Connected Components : 119
Single-Vertex Connected Components : 57
Maximum Vertices in a Connected Component : 3588
Maximum Edges in a Connected Component : 8839
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3,462851
Graph Density : 0,000361370253083144
Modularity : 0,481724
NodeXL Version : 1.0.1.421
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=-1
Data Import : The graph represents a network of 3 868 Twitter users whose recent tweets contained "#mmiw", 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 Sunday, 10 November 2019 at 11:34 UTC.

The tweets in the network were tweeted over the 9-day, 0-hour, 0-minute period from Friday, 01 November 2019 at 10:25 UTC to Sunday, 10 November 2019 at 10:26 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 : #mmiw
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:
[42] https://twitter.com/pamfoundation/status/1190040368148090891
[27] https://twitter.com/olivia_graciela/status/1191755542370365440
[26] https://www.ktoo.org/2019/11/05/senate-passes-bill-with-funds-to-address-missing-and-murdered-indigenous-women/
[21] https://www.yahoo.com/entertainment/pamela-anderson-native-american-headdress-backlash-204226013.html
[17] https://www.nationofchange.org/2019/10/31/these-states-are-putting-together-missing-and-murdered-indigenous-women-task-forces/
[11] https://www.bclocalnews.com/news/authorities-behind-highway-16-crimes-ex-officer-says/
[10] https://twitter.com/DelSchilling/status/1190586887376900096
[10] https://www.koat.com/article/task-force-leaders-meet-for-first-time-to-tackle-issue-of-missing-murdered-indigenous-women/29744993#
[9] https://www.youtube.com/watch?v=6DLZgG15c-o

[9] http://www.volleyballnantes.com/crbst_110.html

Top URLs in Tweet in G1:
[3] https://twitter.com/DelSchilling/status/1047351064217964545
[2] https://www.cbc.ca/missingandmurdered/mmiw/profiles/aielah-saric-auger
[2] https://www.cbc.ca/missingandmurdered/mmiw/profiles/fonassa-lynn-louise-bruyere
[2] https://www.cbc.ca/missingandmurdered/mmiw/profiles/evaline-cameron
[2] https://www.cbc.ca/missingandmurdered/mmiw/profiles/krystal-andrews
[2] https://www.cbc.ca/news/canada/manitoba/unresolved-cases-of-missing-and-murdered-indigenous-women-1.3651516
[2] https://twitter.com/DelSchilling/status/1190239392507539456
[2] https://edition.cnn.com/2019/05/03/us/montana-missing-native-american-women-legislation/index.html
[1] https://etcanada.com/news/535152/pamela-anderson-defends-wearing-native-american-headdress-and-lingerie-on-halloween/
[1] https://www.google.com/search?sxsrf=ACYBGNR1NsAJvejkBjGRTBIqI_O_AkdODw%3A1572314223221&ei=b5y3XaOUDZGO5wLUpJKYDw&q=3rd+cause+of+death+in+the+us+Indigenous+Women&oq=3rd+cause+of+death+in+the+us+Indigenous+Women&gs_l=psy-ab.3...6458.18558..19168...6.2..0.363.3755.1j15j4j1......0....1..gws-wiz.......0i71j0i22i30j0i22i10i30j33i160j33i299.2wRxc1U9WxU&ved=0ahUKEwjjh4D2rsDlAhURx1kKHVSSBPMQ4dUDCAs&uact=5

Top URLs in Tweet in G2:
[10] https://www.koat.com/article/task-force-leaders-meet-for-first-time-to-tackle-issue-of-missing-murdered-indigenous-women/29744993#
[8] https://www.bclocalnews.com/news/authorities-behind-highway-16-crimes-ex-officer-says/
[7] https://www.nationofchange.org/2019/10/31/these-states-are-putting-together-missing-and-murdered-indigenous-women-task-forces/
[5] https://www.ktoo.org/2019/11/05/senate-passes-bill-with-funds-to-address-missing-and-murdered-indigenous-women/?fbclid=IwAR1wGUfL8f4T5ACpe-O_LgmLfVetPQbYtsR4DcZOIJa7fKyyhHAJGIB3H0c
[1] https://thestarphoenix.com/news/local-news/sask-police-services-weighing-responses-to-mmiwg-letters-calling-for-follow-ups-to-national-inquiry-testimony
[1] https://www.cbc.ca/missingandmurdered/mmiw/profiles/beatrice-adam
[1] https://www.yakimaherald.com/news/local/hour-long-talk-devoted-to-missing-and-murdered-indigenous-women/article_81d66dc9-6a7b-581d-9ee7-698e1506f641.html

Top URLs in Tweet in G3:
[33] https://twitter.com/pamfoundation/status/1190040368148090891
[18] https://www.yahoo.com/entertainment/pamela-anderson-native-american-headdress-backlash-204226013.html
[12] https://www.ktoo.org/2019/11/05/senate-passes-bill-with-funds-to-address-missing-and-murdered-indigenous-women/
[6] https://www.independent.co.uk/news/long_reads/native-american-women-missing-murder-mmiw-inquiry-canada-us-violence-indigenous-a8487976.html
[3] https://twitter.com/jamlamlaser/status/1042098936570368007
[2] https://twitter.com/DelSchilling/status/1190586887376900096
[2] https://twitter.com/DelSchilling/status/1190835401063358465
[2] https://twitter.com/DelSchilling/status/1191135174056185856
[2] https://twitter.com/pamfoundation/status/1190827725784616960
[2] https://twitter.com/lakotalaw/status/1184279311211061249?s=21

Top URLs in Tweet in G4:
[3] https://twitter.com/pamfoundation/status/1190040368148090891
[1] https://www.yahoo.com/entertainment/pamela-anderson-native-american-headdress-backlash-204226013.html
[1] https://twitter.com/DelSchilling/status/1164676628624138241
[1] https://www.nytimes.com/2019/10/23/arts/design/indigenous-women-toronto.html
[1] https://twitter.com/delschilling/status/1191475328293756931

Top URLs in Tweet in G5:
[2] https://twitter.com/somekindofbrown/status/1192159188430012419
[1] https://anchor.fm/some-kind-of-brown-podcast
[1] https://twitter.com/somekindofbrown/status/1191428254374203398
[1] https://twitter.com/TrueWestMag/status/1004501942243127296
[1] https://twitter.com/curtice4coroner/status/1186514314703691776
[1] https://www.fcnl.org/updates/victory-the-violence-against-women-act-passes-house-with-tribal-provisions-2036
[1] https://www.senate.gov/senators/How_to_correspond_senators.htm
[1] https://www.bagpipeonline.com/news/2019/10/22/violence-against-women-act-in-danger
[1] https://twitter.com/olivia_graciela/status/1191755542370365440

Top URLs in Tweet in G6:
[8] https://twitter.com/DelSchilling/status/1190586887376900096
[7] https://www.newsbreakapp.com/n/0NI0chJG?s=a2&pd=02u7eEOE
[6] https://teechip.com/MMIW
[5] https://twitter.com/DelSchilling/status/1191854040688349186
[4] https://twitter.com/DelSchilling/status/1190835401063358465
[3] https://twitter.com/DelSchilling/status/1190450913510473728
[3] https://twitter.com/DelSchilling/status/1191257506376491008
[3] https://twitter.com/DelSchilling/status/1191135174056185856
[3] https://twitter.com/DelSchilling/status/1191475328293756931
[3] https://twitter.com/DelSchilling/status/1192598632261996549

Top URLs in Tweet in G7:
[2] https://twitter.com/portugaltheman/status/1189712618748932096
[2] https://intercontinentalcry.org/more-pipelines-mean-more-threats-of-sexual-violence-for-indigenous-women/
[2] https://newsmaven.io/indiancountrytoday/opinion/barriers-to-reporting-sexual-violence-in-indigenous-communities-T-khWAAXv02eJYRvTaTTQQ/?fbclid=IwAR1WN9Bv1zFjNnjV_DSXS8P9nWv1bhJHdMPvjVMUtsnr1DTQlh7msRGU64Y
[2] https://www.independent.co.uk/news/long_reads/native-american-women-missing-murder-mmiw-inquiry-canada-us-violence-indigenous-a8487976.html
[2] https://thefreethoughtproject.com/police-killing-native-americans-higher-rate-race-talking/
[2] https://twitter.com/KamalaHarris/status/1186410082516508679
[2] https://unicornriot.ninja/2019/a-walk-through-of-bring-her-home-stolen-daughters-of-turtle-island/
[1] https://scholars.fhsu.edu/cgi/viewcontent.cgi?article=1107&context=alj
[1] https://twitter.com/portugaltheman/status/1189712609320132608
[1] https://twitter.com/DelSchilling/status/1190835401063358465

Top URLs in Tweet in G8:
[1] https://twitter.com/pamfoundation/status/1190040368148090891

Top URLs in Tweet in G9:
[9] https://www.youtube.com/watch?v=6DLZgG15c-o

[2] https://twitter.com/DelSchilling/status/1190450913510473728
[2] https://www.bclocalnews.com/news/authorities-behind-highway-16-crimes-ex-officer-says/
[2] https://twitter.com/DelSchilling/status/1190108586476748801
[1] https://twitter.com/DelSchilling/status/1193050072214310913
[1] https://twitter.com/DelSchilling/status/1191475328293756931
[1] https://twitter.com/AKpublicnews/status/1191788310470914048
[1] https://twitter.com/DelSchilling/status/1191854040688349186
[1] https://twitter.com/DelSchilling/status/1192177665173807104
[1] https://www.ktoo.org/2019/11/05/senate-passes-bill-with-funds-to-address-missing-and-murdered-indigenous-women/

Top URLs in Tweet in G10:
[9] https://www.ktoo.org/2019/11/05/senate-passes-bill-with-funds-to-address-missing-and-murdered-indigenous-women/
[2] https://twitter.com/abqjournal/status/1193339749974642692
[1] http://www.indianz.com/News/2019/10/31/rep-tom-cole-protecting-native-women-and.asp
[1] http://www.indianz.com/News/2019/11/01/native-american-day-parade-a-huge-succes.asp
[1] https://twitter.com/NRDems/status/1105223432541749249
[1] https://www.koat.com/article/task-force-leaders-meet-for-first-time-to-tackle-issue-of-missing-murdered-indigenous-women/29744993
[1] https://twitter.com/seapubschools/status/1192939929963311104
[1] https://twitter.com/traceyecorder/status/1192465138160291840
[1] https://twitter.com/pamfoundation/status/1190040368148090891
[1] https://www.facebook.com/100008237299490/posts/2481218468829372?d=n&sfns=mo

Top Domains
Top Domains in Tweet in Entire Graph:
[298] twitter.com
[50] cbc.ca
[31] ktoo.org
[22] yahoo.com
[17] nationofchange.org
[11] koat.com
[11] bclocalnews.com
[10] instagram.com
[10] youtube.com
[9] co.uk

Top Domains in Tweet in G1:
[41] cbc.ca
[13] twitter.com
[2] newsmaven.io
[2] cnn.com
[1] etcanada.com
[1] google.com
[1] fw.to
[1] quillandquire.com
[1] yahoo.com
[1] instagram.com

Top Domains in Tweet in G2:
[10] koat.com
[8] bclocalnews.com
[7] nationofchange.org
[5] ktoo.org
[1] thestarphoenix.com
[1] cbc.ca
[1] yakimaherald.com

Top Domains in Tweet in G3:
[80] twitter.com
[19] yahoo.com
[12] ktoo.org
[7] co.uk
[3] paypal.me
[2] instagram.com
[2] cbc.ca
[2] newsmaven.io
[1] usatoday.com
[1] change.org

Top Domains in Tweet in G4:
[5] twitter.com
[1] yahoo.com
[1] nytimes.com

Top Domains in Tweet in G5:
[6] twitter.com
[1] anchor.fm
[1] fcnl.org
[1] senate.gov
[1] bagpipeonline.com

Top Domains in Tweet in G6:
[61] twitter.com
[7] newsbreakapp.com
[6] teechip.com
[1] desertsun.com
[1] ktoo.org
[1] cdbaby.com

Top Domains in Tweet in G7:
[11] twitter.com
[2] intercontinentalcry.org
[2] newsmaven.io
[2] co.uk
[2] thefreethoughtproject.com
[2] unicornriot.ninja
[1] fhsu.edu
[1] nationofchange.org
[1] nativeamericanmusicawards.com

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

Top Domains in Tweet in G9:
[12] twitter.com
[9] youtube.com
[5] cbc.ca
[2] bclocalnews.com
[2] facebook.com
[1] ktoo.org
[1] intercontinentalcry.org

Top Domains in Tweet in G10:
[9] ktoo.org
[6] twitter.com
[2] indianz.com
[1] koat.com
[1] facebook.com
[1] washingtonpost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5290] mmiw
[981] mmiwg
[518] indigenous
[518] mmnawg
[377] tairp
[334] clintoncrimebill
[239] nativeamericanheritagemonth
[89] mmiwg2s
[58] nomorestolensisters
[48] nativetwitter



Top Hashtags in Tweet in G1:
[2645] mmiw
[334] clintoncrimebill
[66] mmiwg
[2] firstnations
[2] nativetwitter
[2] justiceforcolten
[2] sayhisname
[2] bothamjean
[1] ambertuccaro
[1] lgbtq2s

Top Hashtags in Tweet in G2:
[561] mmiw
[495] mmiwg
[479] mmnawg
[449] indigenous
[358] tairp
[24] notinvisible
[7] nativemodel
[7] indigenousrights
[3] proudnative
[3] siouxtribe

Top Hashtags in Tweet in G3:
[668] mmiw
[68] mmiwg
[49] nativeamericanheritagemonth
[35] nativetwitter
[32] mmiwg2s
[19] notyourcostume
[18] listentonativevoices
[14] missingflowersmmip
[13] mistyupham
[12] indigenous

Top Hashtags in Tweet in G4:
[41] mmiw
[6] mmiwg
[4] indigenous
[1] leavematoakaalone
[1] listentonativevoices
[1] notyourcostume
[1] nativeamericanheritagemonth
[1] mistyupham
[1] nativetwitter
[1] mmnawg

Top Hashtags in Tweet in G5:
[43] mmiw
[23] nativeamericanheritagemonth
[12] mmiwg2s
[8] rednovember
[8] mmiwg
[4] vawa
[2] podernfamily
[1] ff
[1] yakima
[1] indigenous

Top Hashtags in Tweet in G6:
[311] mmiw
[88] mmiwg
[81] nativeamericanheritagemonth
[38] mmiwg2s
[18] nomorestolensisters
[14] mmip
[14] missingflowers
[6] indigenous
[5] notyourculture
[5] notyourcostume

Top Hashtags in Tweet in G7:
[91] mmiw
[40] mmiwg
[25] nativeamericanheritagemonth
[6] mmnawg
[5] indigenous
[4] seattle
[3] alaskanativeheritagemonth
[3] khive
[2] vawa
[2] bernie2020

Top Hashtags in Tweet in G8:
[150] mmiw
[9] cdnpoli
[7] mmiwg

Top Hashtags in Tweet in G9:
[183] mmiw
[83] mmiwg
[18] mmnawg
[12] indigenous
[7] tairp
[6] haida
[2] indigenouspeoplesday2019
[2] blm
[2] ddlm
[1] standingrockreservation

Top Hashtags in Tweet in G10:
[82] mmiw
[22] mmiwg
[8] indigenous
[7] mmnawg
[6] tairp
[3] vawa
[2] ncaiannual19
[2] silentcrisis
[1] sd
[1] ncai2019

Top Words
Top Words in Tweet in Entire Graph:
[3028] Words in Sentiment List#1: Positive
[4252] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[163134] Non-categorized Words
[170414] Total Words
[6930] #mmiw
[5361] women
[4547] missing
[4526] indigenous
[4438] murdered

Top Words in Tweet in G1:
[2720] #mmiw
[2618] indigenous
[2576] women
[2568] missing
[2567] murdered
[2538] 5700
[2537] over
[2535] join
[2534] tweeting
[2533] everyday

Top Words in Tweet in G2:
[614] #mmiw
[547] #mmiwg
[547] #indigenous
[546] #tairp
[488] #mmnawg
[298] forgotten
[276] missing
[271] murdered
[120] abused
[118] indigenous

Top Words in Tweet in G3:
[1051] #mmiw
[661] women
[514] indigenous
[481] missing
[438] murdered
[385] pamfoundation
[319] amp
[298] native
[283] join
[277] over

Top Words in Tweet in G4:
[496] women
[460] celebrating
[282] #mmiw
[239] #mmiwg
[237] native
[233] read
[232] genocide
[231] learn
[230] year
[230] white

Top Words in Tweet in G5:
[217] #mmiw
[177] #mmiwg
[174] merch
[170] red
[170] november
[167] women
[158] #mmiwg2s
[148] 35
[148] created
[148] design

Top Words in Tweet in G6:
[452] #mmiw
[245] women
[233] missing
[232] murdered
[228] indigenous
[197] join
[193] 5700
[192] #mmiwg
[188] over
[184] tweeting

Top Words in Tweet in G7:
[217] #mmiw
[135] missing
[123] women
[107] murdered
[91] indigenous
[90] native
[83] #mmiwg
[50] violence
[50] amp
[50] count

Top Words in Tweet in G8:
[222] #mmiw
[221] women
[220] join
[220] missing
[220] murdered
[220] indigenous
[213] over
[190] day
[190] going
[190] tweet

Top Words in Tweet in G9:
[254] #mmiw
[186] women
[176] indigenous
[168] missing
[164] murdered
[127] #mmiwg
[108] join
[106] 5700
[99] over
[72] tweeting

Top Words in Tweet in G10:
[147] #mmiw
[112] women
[99] missing
[99] indigenous
[98] murdered
[71] native
[56] american
[53] attention
[52] day
[52] parade

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4298] indigenous,women
[3935] murdered,indigenous
[3910] missing,murdered
[3733] women,#mmiw
[3519] 5700,missing
[3516] join,over
[3479] over,5700
[3308] tweeting,everyday
[3308] everyday,join
[1656] #mmiw,#mmiwg

Top Word Pairs in Tweet in G1:
[2565] indigenous,women
[2561] murdered,indigenous
[2554] missing,murdered
[2538] 5700,missing
[2538] women,#mmiw
[2536] over,5700
[2535] join,over
[2533] tweeting,everyday
[2533] everyday,join
[329] prison,#clintoncrimebill

Top Word Pairs in Tweet in G2:
[546] #mmiw,#mmiwg
[546] #indigenous,#tairp
[522] #mmiwg,#indigenous
[488] #mmnawg,#mmiw
[271] missing,murdered
[120] murdered,abused
[120] abused,forgotten
[120] forgotten,forgotten
[115] murdered,indigenous
[115] indigenous,women

Top Word Pairs in Tweet in G3:
[433] indigenous,women
[320] murdered,indigenous
[312] missing,murdered
[298] women,#mmiw
[270] join,over
[268] 5700,missing
[267] over,5700
[262] tweeting,everyday
[262] everyday,join
[142] #mmiw,#mmiwg

Top Word Pairs in Tweet in G4:
[236] #mmiw,#mmiwg
[235] native,women
[232] read,#mmiw
[230] year,white
[230] white,women
[230] women,need
[230] need,dehumanize
[230] dehumanize,native
[230] women,hideous
[230] hideous,ways

Top Word Pairs in Tweet in G5:
[177] #mmiw,#mmiwg
[170] red,november
[151] #mmiwg,#mmiwg2s
[148] created,design
[148] november,together
[148] together,merch
[133] violence,against
[127] native,women
[126] surprise,created
[126] design,raise

Top Word Pairs in Tweet in G6:
[216] murdered,indigenous
[215] missing,murdered
[207] indigenous,women
[199] women,#mmiw
[185] 5700,missing
[184] join,over
[183] tweeting,everyday
[183] everyday,join
[183] over,5700
[169] #mmiw,#mmiwg

Top Word Pairs in Tweet in G7:
[83] missing,murdered
[79] indigenous,women
[79] #mmiw,#mmiwg
[59] women,#mmiw
[52] murdered,indigenous
[38] murdered,exploited
[37] native,women
[26] over,5700
[25] 5700,missing
[25] live,state

Top Word Pairs in Tweet in G8:
[220] murdered,indigenous
[220] indigenous,women
[220] women,#mmiw
[213] join,over
[190] day,going
[190] going,tweet
[190] missing,amp
[190] amp,murdered
[186] 5700,missing
[183] #mmiw,#cdnpoli

Top Word Pairs in Tweet in G9:
[168] indigenous,women
[139] murdered,indigenous
[127] missing,murdered
[124] #mmiw,#mmiwg
[108] women,#mmiw
[106] 5700,missing
[78] join,over
[77] over,5700
[72] tweeting,everyday
[72] everyday,join

Top Word Pairs in Tweet in G10:
[98] indigenous,women
[96] women,#mmiw
[54] native,american
[53] murdered,missing
[52] american,day
[52] day,parade
[52] parade,rapid
[52] rapid,city
[52] city,south
[52] south,dakota

Top Replied-To
Top Replied-To in Entire Graph:
@pamfoundation
@delschilling
@odetomedusa
@waynebrady
@aliwatson117
@emilpolitik
@powhatannative
@mariahgladstone
@indigenousxca
@mrs_slinky

Top Replied-To in G1:
@alantia
@mitsawokett
@nunisasyu
@jeannie70264082
@aikidoky2
@delschilling
@yourdiversity

Top Replied-To in G3:
@pamfoundation
@delschilling
@odetomedusa
@aliwatson117
@powhatannative
@emilpolitik
@mariahgladstone
@kendrick_mccabe
@mrs_slinky
@ymaiangowi

Top Replied-To in G4:
@pamfoundation
@jazzi_s
@delschilling
@bookofmormon23

Top Replied-To in G5:
@brandonbeckham_
@emilywashines
@pamfoundation

Top Replied-To in G6:
@delschilling
@rosesta89427612
@simrankanda_
@roknrob121
@cosmyra64
@pseudobadger
@missingflowers_

Top Replied-To in G7:
@pamfoundation
@reikidesigns
@oakfive
@kovo12341
@odetomedusa
@joelanzillotti
@boldbebo
@kamalaharris

Top Replied-To in G9:
@delschilling
@pamfoundation
@justintrudeau

Top Replied-To in G10:
@jfkeeler

Top Mentioned
Top Mentioned in Entire Graph:
@pamfoundation
@delschilling
@agnauraqtweets
@monaeltahawy
@berniesanders
@pam_palmater
@peta
@letsmakeadeal
@cbstweet
@lakotalaw

Top Mentioned in G1:
@delschilling
@vinceschilling
@monaeltahawy
@peta
@iconicimagery
@yourdiversity

Top Mentioned in G2:
@jakobiomeasoo
@cbcnews

Top Mentioned in G3:
@pamfoundation
@peta
@lakotalaw
@aneongreencity
@aliwatson117
@odetomedusa
@kovo12341
@yahoo
@delschilling
@onaagoshinanang

Top Mentioned in G4:
@pamfoundation
@lakotalaw
@peta

Top Mentioned in G5:
@agnauraqtweets
@dia_bermudez
@emilywashines
@csvanw
@somekindofbrown
@truewestmag
@agnauraq

Top Mentioned in G6:
@ducommons
@missingflowers_
@iconicimagery
@ena_blog
@delschilling

Top Mentioned in G7:
@shaunking
@wesleystudi
@nativeawards
@pamfoundation
@nationofchange
@portugaltheman
@indiancountry
@hadahiiliyazhi
@reikidesigns
@kreations_ink

Top Mentioned in G9:
@melaniejmark
@macleans
@carolyn_bennett
@ubcic
@justintrudeau
@nwac_ca
@minjusticeen
@scottfraserndp
@canadianpm
@aptn

Top Mentioned in G10:
@indianz
@repdebhaaland
@ncai1944
@ikelaru
@pmwaterlily1
@taosnews
@koat7news
@seattlesupt
@repdavids
@womensmediacntr

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@dichristine
@solutioneer72
@amaia_haikazti
@1denmadrid
@pparzival
@thepoliticalcat
@twitlertwit
@chuddles11
@jmuhj1

Top Tweeters in G1:
@jurylady5
@solutioneer72
@pparzival
@thepoliticalcat
@twitlertwit
@chuddles11
@jmuhj1
@alizardx
@wildwalkerwoman
@tenji95

Top Tweeters in G2:
@amaia_haikazti
@abrazaq
@emersonfan1
@billieo2
@stachanna
@gideon_rose1224
@redot2005
@chuckw12
@blackflagchi
@gorop_

Top Tweeters in G3:
@dichristine
@threadreaderapp
@huffpost
@slate
@peta
@veggie64_leslie
@washingtonpost
@suestroud
@tsn_sports
@wtf_imtooold

Top Tweeters in G4:
@b1e56df9ce6549f
@jrtomlinauthor
@rioslade
@shippl0mez
@dormousegirl
@tenshiakari12
@fireantprincess
@filmatelist
@tiredinor4now
@phoenixs_flame_

Top Tweeters in G5:
@gender_blob
@kelsiedarko
@canadianunikorn
@hausofriya
@mithrana_
@beccabluesky
@evilgrrl
@mexicarli
@isabelott
@kawisahawii

Top Tweeters in G6:
@roknrob121
@djchubbeswagg
@jamilahlemieux
@inoru42
@lethalsaint_
@iblacksheep
@mimiotter
@merlange
@beauxbeautyblog
@aprildeming

Top Tweeters in G7:
@1denmadrid
@morgfair
@katalin_pota
@airlift1300
@acobasi
@aquarius1049
@cosmopolitan
@lizl_genealogy
@joanndwyer5
@therealyog

Top Tweeters in G8:
@garthworld
@trapdinawrpool
@emgfind
@gadflyquebec
@bill_owen
@queerthoughts
@chantingwoman
@sql_handle
@davidw3625
@wood_brwood333

Top Tweeters in G9:
@owlwoman911_
@oatcake1967
@joni_looking
@mhmhart
@shoolyboo
@l82be
@vonliesse
@codienec
@musingsbyshe
@cindyceemerson

Top Tweeters in G10:
@homegypsy
@reneevoicebrand
@sweetgreatmom
@mijomojo1
@arthurwyatt
@4evrstardancer
@missmyhappybird
@blklightdisco
@koat7news
@ikelaru


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