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#MMIW Twitter NodeXL SNA Map and Report for Tuesday, 11 May 2021 at 08:00 UTC (experimental version)
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From:
SMRFoundation
Uploaded on:
May 11, 2021
Short Description:
#MMIW via NodeXL https://bit.ly/3eBj715
@delschilling
@rebeccanagle
@ziibiing
@annaaaae
@instagram
@markruffalo
@connie_walker
@ltgovflanagan
@theuihi
@ilaphill

Top hashtags:
#mmiw
#mmiwg2s
#mmiwg
#nomorestolensisters
#mmiwg2st
#mmip
#reddressday
#indigenous

Description:
Description
The graph represents a network of 13,817 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 Tuesday, 11 May 2021 at 08:41 UTC.

The tweets in the network were tweeted over the 5-day, 10-hour, 16-minute period from Wednesday, 05 May 2021 at 21:27 UTC to Tuesday, 11 May 2021 at 07:43 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 : 13817
Unique Edges : 20306
Edges With Duplicates : 3174
Total Edges : 23480
Number of Edge Types : 5
Retweet : 16257
MentionsInRetweet : 4164
Mentions : 984
Tweet : 1657
Replies to : 418
Self-Loops : 1707
Reciprocated Vertex Pair Ratio : 0.00688622754491018
Reciprocated Edge Ratio : 0.0136782634552483
Connected Components : 762
Single-Vertex Connected Components : 417
Maximum Vertices in a Connected Component : 12187
Maximum Edges in a Connected Component : 21621
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.409208
Graph Density : 0.00010570171543753
Modularity : 0.730296
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 13,817 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 Tuesday, 11 May 2021 at 08:41 UTC.

The tweets in the network were tweeted over the 5-day, 10-hour, 16-minute period from Wednesday, 05 May 2021 at 21:27 UTC to Tuesday, 11 May 2021 at 07:43 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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[662] https://twitter.com/UrbanIndianNews/status/1390004272612347911
[260] https://indiancountrytoday.com/news/a-call-for-justice-mmiwg-awareness-day
[189] https://twitter.com/pressprogress/status/1391046572549550083
[140] https://twitter.com/kellylynnedang/status/1389959627689717761
[97] https://twitter.com/msimmons444/status/1390340097917153284
[84] https://open.spotify.com/episode/5cICbV4kLdKri5idcV2ZlA?si=RR1e1oiRRnWARj7L9xvVVw
[80] https://www.instagram.com/accounts/login/
[74] https://twitter.com/InstagramComms/status/1390376354332487681
[72] https://eu.azcentral.com/story/news/local/arizona/2021/05/05/awareness-grows-about-missing-and-murdered-indigenous-women/4947735001/
[66] https://www.tiktok.com/@vinceschilling/video/6958260008811252997?lang=en&is_copy_url=0&is_from_webapp=v1&sender_device=pc&sender_web_id=6945852238745306629

Top URLs in Tweet in G1:
[37] https://www.tiktok.com/@vinceschilling/video/6958260008811252997?lang=en&is_copy_url=0&is_from_webapp=v1&sender_device=pc&sender_web_id=6945852238745306629
[33] https://indiancountrytoday.com/news/known-and-not-forgotten
[5] https://twitter.com/DelSchilling/status/1390813677482299395
[4] https://twitter.com/DelSchilling/status/1390065610185392134
[4] https://twitter.com/DelSchilling/status/1390065940419731491
[3] https://twitter.com/DelSchilling/status/1390411645248233484
[3] https://twitter.com/AminJarrar1/status/1391527781851348993
[3] https://kutv.com/news/local/fbi-unveils-webpage-dedicated-to-missing-and-murdered-indigenous-persons
[3] https://twitter.com/DelSchilling/status/1391157546724073473
[2] https://twitter.com/DelSchilling/status/1391564264335360002

Top URLs in Tweet in G2:
[29] https://u.osu.edu/introhumanitiesonline/2020/03/08/mmiw-missing-and-murdered-indigenous-women/
[29] https://attcorp.webex.com/attcorp/e.php?AT=SI&From=GPS&MK=1605269359
[24] https://www.wgbh.org/news/local-news/2021/05/08/local-native-americans-seek-action-on-unsolved-murders-and-disappearances-of-indigenous-girls-and-women
[24] https://www.indianz.com/News/2021/05/05/everyone-deserves-to-feel-safe-biden-administration-focuses-on-mmiw-crisis/
[22] https://twitter.com/InstagramComms/status/1390376354332487681
[21] https://indiancountrytoday.com/news/known-and-not-forgotten
[20] https://twitter.com/Jteeeeba/status/1390419536483012609
[18] https://www.huffpost.com/entry/deb-haaland-missing-murdered-native-american-women_n_6092d112e4b04620270f095d?xvp
[15] https://indiancountrytoday.com/news/mmiwg-movement-erased-online
[15] https://indiancountrytoday.com/news/a-call-for-justice-mmiwg-awareness-day

Top URLs in Tweet in G3:
[160] https://indiancountrytoday.com/news/a-call-for-justice-mmiwg-awareness-day
[24] https://twitter.com/HonorTheEarth/status/1389934166003834882
[16] https://twitter.com/zhaabowekwe/status/1389822976615460867
[10] https://www.gofundme.com/f/waasaanoonde-mawkoons-family-healing-walk?member=9760148&utm_campaign=p_cp+share-sheet&utm_medium=copy_link_all&utm_source=customer
[8] https://twitter.com/UrbanIndianNews/status/1390004272612347911
[7] https://www.nativewomenswilderness.org/mmiw
[7] https://www.whitehouse.gov/briefing-room/presidential-actions/2021/05/04/a-proclamation-on-missing-and-murdered-indigenous-persons-awareness-day-2021/
[5] https://mmiwusa.org
[5] https://twitter.com/MissingFlowers_/status/1390096471790346240
[4] https://twitter.com/MissingFlowers_/status/1390111571150610433

Top URLs in Tweet in G4:
[121] https://twitter.com/kellylynnedang/status/1389959627689717761
[73] https://open.spotify.com/episode/5cICbV4kLdKri5idcV2ZlA?si=RR1e1oiRRnWARj7L9xvVVw
[38] https://twitter.com/UrbanIndianNews/status/1390004272612347911
[35] https://open.spotify.com/episode/5cICbV4kLdKri5idcV2ZlA?si=f4Unr6lFTKmLcEK_NvOt_w
[20] https://mmiwresources.carrd.co/
[14] https://indiancountrytoday.com/news/a-call-for-justice-mmiwg-awareness-day
[5] https://www.nativewomenswilderness.org/mmiw
[5] https://www.nativewomenssociety.org/mmiw
[5] https://equalmeansequal.org/blog/no-stolen-sisters-need-action/
[4] https://twitter.com/pressprogress/status/1391046572549550083

Top URLs in Tweet in G5:
[4] https://twitter.com/RXVENGXRS/status/1389977005542854656
[2] https://twitter.com/williamcson/status/1391894560205324294
[2] https://www.alaskasnewssource.com/2021/05/04/police-identify-body-found-near-eklutna-lake-road-as-woman-missing-from-eagle-river/?fbclid=IwAR2KpDniB7fOY4TY3siw9pUwk0eddC5LnU4xad81e0dKR91RkW7S4ND-9TY
[2] https://open.spotify.com/episode/5cICbV4kLdKri5idcV2ZlA?si=RR1e1oiRRnWARj7L9xvVVw
[2] https://lakotalaw.org/news/2020-05-01/mmiw-resource-guide
[1] https://montreal.ctvnews.ca/toll-free-number-to-help-families-of-murdered-missing-indigenous-women-and-girls-1.5421758
[1] https://ncai.salsalabs.org/generalncaifundraisingpage/index.html
[1] https://www.facebook.com/nativenewsonline/videos/201562654944119
[1] https://twitter.com/msimmons444/status/1390340097917153284
[1] https://twitter.com/kellylynnedang/status/1389959627689717761

Top URLs in Tweet in G6:
[17] https://twitter.com/msimmons444/status/1390340097917153284
[12] https://indiancountrytoday.com/news/a-call-for-justice-mmiwg-awareness-day
[8] https://www.facebook.com/JusticeForKaysera/
[6] https://twitter.com/CandiceBernd/status/1390304474959208448
[3] https://twitter.com/DjQuintero1/status/1384374646028476418
[3] https://www.gofundme.com/f/uy35rj-tammys-funeral-expenses
[2] https://twitter.com/HonorTheEarth/status/1389934166003834882
[2] https://nativenewsonline.net/currents/remains-found-in-north-carolina-storage-unit-identified-as-turtle-mountain-chippewa-woman-missing-for-15-years?fbclid=IwAR0e3zEgGL5wtWtWZV-trwDItouwvYIuetNA9pHpVzp--LLnMdkEUvS5HwI
[2] https://www.youtube.com/watch?v=JfU825Oaw-k&feature=youtu.be

[1] https://twitter.com/pressprogress/status/1391046572549550083

Top URLs in Tweet in G7:
[547] https://twitter.com/UrbanIndianNews/status/1390004272612347911
[39] https://twitter.com/InstagramComms/status/1390376354332487681
[9] https://twitter.com/kellylynnedang/status/1389959627689717761
[4] https://open.spotify.com/episode/5cICbV4kLdKri5idcV2ZlA?si=RR1e1oiRRnWARj7L9xvVVw
[4] https://www.ipmsdl.org/statement/intl-ip-group-ipmsdl-joins-national-day-of-awareness-for-missing-and-murdered-indigenous-women-and-girls/
[3] https://twitter.com/pressprogress/status/1391046572549550083
[3] https://indiancountrytoday.com/news/a-call-for-justice-mmiwg-awareness-day
[1] https://mmiwresources.carrd.co/

Top URLs in Tweet in G8:
[23] https://twitter.com/UrbanIndianNews/status/1390004272612347911
[7] https://twitter.com/pressprogress/status/1391046572549550083
[4] https://mmiwresources.carrd.co
[3] https://indiancountrytoday.com/news/a-call-for-justice-mmiwg-awareness-day
[2] https://twitter.com/msimmons444/status/1390340097917153284
[2] https://twitter.com/kellylynnedang/status/1389959627689717761
[1] https://m.tiktok.com/v/6958927725599984902.html?_d=secCgYIASAHKAESMgow89MsTwiumiA8FJbJO2FZLHpFzi0IfDsCh7i%2FiHzODzrlLqH5cibHZVBvDyXzJ1nkGgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAA9u58GtWHrd9iQBEjsQfxsEgYI4y6fzKpeUKPg-5Jo7hKknd09FIDTw-6yBsJmy0i&share_app_id=1233&share_item_id=6958927725599984902&share_link_id=02620ecf-37e4-471b-868e-2faa39f5322b&source=h5_m×tamp=1620266253&u_code=dg24h5hl60k4kb&user_id=6905209093826905094&utm_campaign=client_share&utm_medium=android&utm_source=twitter
[1] https://www.facebook.com/JusticeForKaysera/
[1] https://mmiwusa.org
[1] https://indiancountrytoday.com/news/mmiwg-movement-erased-online

Top URLs in Tweet in G9:
[137] https://twitter.com/pressprogress/status/1391046572549550083
[59] https://eu.azcentral.com/story/news/local/arizona/2021/05/05/awareness-grows-about-missing-and-murdered-indigenous-women/4947735001/
[50] https://twitter.com/msimmons444/status/1390340097917153284
[36] https://mmiwresources.carrd.co
[18] https://www.niwrc.org/news/niwrc-statement-response-removed-instagram-content-related-missing-and-murdered-native-women
[16] https://www.krtv.com/news/mmip/on-mothers-day-loxie-loring-reflects-on-four-years-without-her-daughter
[9] https://eu.daily-times.com/story/news/local/navajo-nation/2021/05/05/missing-and-murdered-indigenous-women-mmiw-honored-walk/4948328001/
[8] https://www.whitehouse.gov/briefing-room/presidential-actions/2021/05/04/a-proclamation-on-missing-and-murdered-indigenous-persons-awareness-day-2021/
[6] https://twitter.com/UrbanIndianNews/status/1390004272612347911
[5] https://twitter.com/_IllumiNatives/status/1390356299267858433

Top URLs in Tweet in G10:
[58] https://twitter.com/StarTribune/status/1390073511473926148
[20] https://www.startribune.com/legislators-propose-minnesota-office-of-missing-and-murdered-indigenous-relatives/600053952/
[11] https://twitter.com/lauramccallumb/status/1390068568297938945
[6] https://twitter.com/LtGovFlanagan/status/1390097081973583877
[4] https://twitter.com/marykunesh9/status/1389935792932495363
[3] https://www.gis.leg.mn/iMaps/districts/
[3] https://twitter.com/MaryKunesh9/status/1389935792932495363
[3] https://www.bluestemprairie.com/bluestemprairie/2021/05/national-mmiwr-awareness-day-scenes-from-sisseton-south-dakota-st-paul-minnesota.html
[2] https://twitter.com/ziibiing/status/1389926792228655106
[2] https://www.startribune.com/state-should-renew-commitment-to-helping-native-communities/600053564/

Top Domains
Top Domains in Tweet in Entire Graph:
[2095] twitter.com
[364] indiancountrytoday.com
[170] instagram.com
[124] spotify.com
[110] youtube.com
[106] carrd.co
[100] tiktok.com
[95] azcentral.com
[88] cbc.ca
[63] indianz.com

Top Domains in Tweet in G1:
[45] twitter.com
[37] tiktok.com
[35] indiancountrytoday.com
[4] youtube.com
[3] kutv.com
[1] azcentral.com
[1] usdoj.gov
[1] greenpeace.org

Top Domains in Tweet in G2:
[265] twitter.com
[57] indiancountrytoday.com
[57] indianz.com
[29] osu.edu
[29] webex.com
[24] wgbh.org
[18] huffpost.com
[15] tiktok.com
[15] ctvnews.ca
[13] facebook.com

Top Domains in Tweet in G3:
[167] indiancountrytoday.com
[122] twitter.com
[11] gofundme.com
[7] nativewomenswilderness.org
[7] whitehouse.gov
[5] mmiwusa.org
[4] osu.edu
[4] nativehope.org
[3] klcc.org
[2] vogue.com

Top Domains in Tweet in G4:
[175] twitter.com
[108] spotify.com
[21] carrd.co
[14] indiancountrytoday.com
[5] nativewomenswilderness.org
[5] nativewomenssociety.org
[5] equalmeansequal.org
[4] instagram.com
[2] indiancountrymedianetwork.com
[2] youtube.com

Top Domains in Tweet in G5:
[8] twitter.com
[2] alaskasnewssource.com
[2] spotify.com
[2] lakotalaw.org
[1] ctvnews.ca
[1] salsalabs.org
[1] facebook.com
[1] carrd.co
[1] osu.edu
[1] indiancountrytoday.com

Top Domains in Tweet in G6:
[39] twitter.com
[13] indiancountrytoday.com
[8] facebook.com
[3] gofundme.com
[3] nativenewsonline.net
[2] youtube.com
[1] instagram.com
[1] truthout.org
[1] spotify.com
[1] cbc.ca

Top Domains in Tweet in G7:
[598] twitter.com
[4] spotify.com
[4] ipmsdl.org
[3] indiancountrytoday.com
[1] carrd.co

Top Domains in Tweet in G8:
[38] twitter.com
[4] indiancountrytoday.com
[4] carrd.co
[3] tiktok.com
[1] facebook.com
[1] mmiwusa.org
[1] instagram.com
[1] azcentral.com

Top Domains in Tweet in G9:
[214] twitter.com
[59] azcentral.com
[36] carrd.co
[18] niwrc.org
[16] krtv.com
[9] daily-times.com
[8] whitehouse.gov
[6] indiancountrytoday.com
[3] vogue.com
[2] tiktok.com

Top Domains in Tweet in G10:
[94] twitter.com
[22] startribune.com
[3] leg.mn
[3] bluestemprairie.com
[1] niwrc.org
[1] tiktok.com
[1] mn.gov
[1] azcentral.com
[1] osu.edu
[1] indianz.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[18713] mmiw
[4818] mmiwg2s
[4274] mmiwg
[2141] nomorestolensisters
[1598] mmiwg2st
[1014] mmip
[901] reddressday
[551] indigenous
[518] mmiwgactionnow
[381] stopline3



Top Hashtags in Tweet in G1:
[2032] mmiw
[159] mmiwg
[90] mmiwg2s
[33] mmiwawarenessday
[29] reddressday
[14] halfbreed_nation
[14] waterislife
[14] nativetwitter
[14] miniwaconi
[14] freeleornardpeltier

Top Hashtags in Tweet in G2:
[2045] mmiw
[732] mmiwg2s
[468] mmiwg
[243] sheikhjarrah
[205] savesheikhjarrah
[95] indigenous
[82] nomorestolensisters
[81] wewillnotbesilenced
[72] mmiwg2st
[67] mmiwawareness2021

Top Hashtags in Tweet in G3:
[1661] mmiw
[920] mmiwg2s
[587] mmiwg
[328] stopline3
[234] mmiwg2t
[114] nomorestolensisters
[70] mmip
[62] indigenous
[54] reddress
[50] indigenouspeoples

Top Hashtags in Tweet in G4:
[1234] mmiw
[603] nomorestolensisters
[490] mmiwg
[436] mmiwg2s
[422] reddressday
[422] mmiwgactionnow
[13] mmip
[9] mmiwg2t
[9] indigenouswomen
[7] mmiwg2st

Top Hashtags in Tweet in G5:
[988] mmiw
[872] mmiwg2st
[57] mmiwg2s
[16] nomorestolensisters
[12] protectnativewomen
[10] mmiwg
[10] unity
[7] mmip
[4] reddressday
[2] indigenous

Top Hashtags in Tweet in G6:
[789] mmiw
[42] mmiwg2s
[36] mmiwg
[23] mmiwg2st
[12] mmiwg2t
[10] mmip
[7] line3
[7] nomorestolensisters
[5] mmir
[3] whywewearred

Top Hashtags in Tweet in G7:
[666] mmiw
[70] mmiwg2s
[39] colombiaresiste
[22] mmiwg
[4] nomorestolensisters
[4] mmiwg2st
[3] mmiwg2slgbtqqia
[3] mmiwgactionnow
[2] mmiwg2t
[1] mmiwawareness2021

Top Hashtags in Tweet in G8:
[659] mmiw
[418] mmiwg
[407] mmiwg2s
[365] nomorestolensisters
[41] mmip
[37] mmiwt2s
[37] mmir
[37] notinvisible
[17] mmiwg2st
[6] indigenous

Top Hashtags in Tweet in G9:
[718] mmiw
[124] mmiwg
[118] mmip
[116] mmiwg2s
[92] mmiwg2st
[66] mmiwgt2s
[39] indigenous
[18] justiceformmiw
[17] woundedkneemassacre
[17] sandcreekmassacre

Top Hashtags in Tweet in G10:
[558] mmiw
[258] mmiwg2st
[132] mnleg
[103] mmiwg2s
[36] silentcrisis
[11] mmiwr_mn
[9] mmiwg
[9] mmir
[5] mnsenate
[4] stopline3

Top Words
Top Words in Tweet in Entire Graph:
[18720] #mmiw
[13185] women
[11144] indigenous
[9415] day
[9340] missing
[9222] murdered
[7342] awareness
[5685] native
[4828] #mmiwg2s
[4302] #mmiwg

Top Words in Tweet in G1:
[2031] #mmiw
[1883] women
[1817] indigenous
[1812] day
[1805] missing
[1796] murdered
[1742] join
[1741] 5700
[1735] over
[1729] tweeting

Top Words in Tweet in G2:
[2037] #mmiw
[893] indigenous
[884] instagram
[824] women
[737] #mmiwg2s
[677] missing
[677] murdered
[626] day
[487] #mmiwg
[466] stories

Top Words in Tweet in G3:
[1661] #mmiw
[1555] women
[1548] awareness
[1219] indigenous
[1214] day
[1143] murdered
[1131] missing
[920] #mmiwg2s
[903] today
[587] #mmiwg

Top Words in Tweet in G4:
[1494] women
[1234] #mmiw
[934] girls
[915] native
[881] indigenous
[793] missing
[680] day
[676] murdered
[645] awareness
[603] #nomorestolensisters

Top Words in Tweet in G5:
[1731] native
[988] #mmiw
[930] women
[888] one
[872] #mmiwg2st
[866] violence
[858] know
[858] against
[857] statistic
[857] everyone

Top Words in Tweet in G6:
[789] #mmiw
[708] women
[680] day
[680] indigenous
[676] awareness
[647] survivors
[626] find
[626] kinds
[626] horrifying
[626] statistics

Top Words in Tweet in G7:
[1103] folks
[1095] non
[669] #mmiw
[604] women
[598] more
[580] native
[559] please
[552] need
[549] murder
[548] mmiw

Top Words in Tweet in G8:
[795] women
[748] indigenous
[659] #mmiw
[635] awareness
[439] day
[418] #mmiwg
[416] girls
[408] spirit
[407] #mmiwg2s
[383] missing

Top Words in Tweet in G9:
[718] #mmiw
[439] native
[383] women
[284] murdered
[274] good
[268] indigenous
[267] missing
[262] awareness
[241] day
[239] instagram

Top Words in Tweet in G10:
[558] #mmiw
[429] native
[370] murdered
[366] missing
[353] day
[325] relatives
[305] one
[289] today
[285] sisters
[285] honor

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[8541] indigenous,women
[8435] missing,murdered
[7615] murdered,indigenous
[3279] women,#mmiw
[3146] day,awareness
[3046] women,girls
[2776] #mmiw,#mmiwg
[2753] native,women
[2627] awareness,missing
[2624] awareness,day

Top Word Pairs in Tweet in G1:
[1795] missing,murdered
[1794] indigenous,women
[1789] murdered,indigenous
[1741] women,#mmiw
[1739] 5700,missing
[1730] over,5700
[1729] join,over
[1712] tweeting,day
[1712] day,join
[82] #mmiw,#mmiwg

Top Word Pairs in Tweet in G2:
[593] missing,murdered
[562] indigenous,women
[529] murdered,indigenous
[359] #mmiw,#mmiwg
[265] #mmiw,#mmiwg2s
[241] ethnic,cleansing
[239] #mmiwg2s,#mmiw
[218] took,down
[215] instagram,took
[214] last,night

Top Word Pairs in Tweet in G3:
[1087] missing,murdered
[986] indigenous,women
[915] murdered,indigenous
[694] awareness,day
[642] #mmiw,#mmiwg2s
[575] day,awareness
[447] women,#mmiw
[421] today,missing
[330] wear,red
[327] #mmiw,#mmiwg

Top Word Pairs in Tweet in G4:
[933] women,girls
[741] native,women
[710] indigenous,women
[665] missing,murdered
[649] murdered,indigenous
[583] #nomorestolensisters,#mmiw
[468] day,awareness
[456] national,day
[456] awareness,missing
[423] take,action

Top Word Pairs in Tweet in G5:
[867] native,women
[857] one,statistic
[857] statistic,everyone
[857] everyone,know
[857] know,violence
[857] violence,against
[857] against,native
[857] women,97
[857] 97,survivors
[857] survivors,abused

Top Word Pairs in Tweet in G6:
[668] indigenous,women
[640] awareness,day
[628] #mmiw,awareness
[626] day,find
[626] find,kinds
[626] kinds,horrifying
[626] horrifying,statistics
[626] statistics,tell
[626] tell,indigenous
[626] women,born

Top Word Pairs in Tweet in G7:
[548] non,native
[547] tw,murder
[547] murder,mmiw
[547] mmiw,re
[547] re,non
[547] native,follow
[547] follow,please
[547] please,take
[547] take,second
[547] second,learn

Top Word Pairs in Tweet in G8:
[685] indigenous,women
[415] women,girls
[375] #mmiw,#mmiwg
[371] two,spirit
[369] girls,two
[339] missing,murdered
[333] murdered,indigenous
[327] spirit,people
[323] day,awareness
[322] national,day

Top Word Pairs in Tweet in G9:
[254] missing,murdered
[228] murdered,indigenous
[156] native,women
[146] indigenous,women
[136] instagram,finally
[136] finally,apologizing
[136] apologizing,deleting
[136] deleting,#mmiw
[136] #mmiw,won
[136] won,explain

Top Word Pairs in Tweet in G10:
[352] missing,murdered
[285] sisters,relatives
[259] today,day
[250] day,#mmiw
[250] #mmiw,#mmiwg2st
[249] each,red
[249] red,dress
[249] dress,represents
[249] represents,one
[249] one,native

Top Replied-To
Top Replied-To in Entire Graph:
@instagram
@elizabethhcons1
@cobaltdaisy
@pressprogress
@yarahawari
@markruffalo
@secdebhaaland
@tsukinagaz
@justintrudeau
@rawhideaz

Top Replied-To in G1:
@justintrudeau
@delschilling
@old_blog
@babybear6889
@taylormadeyyc

Top Replied-To in G2:
@instagram
@yarahawari
@secdebhaaland
@_illuminatives
@instagramcomms
@sunrisemvmtla
@niwrc
@gabriellefayant
@delschilling
@jnarai

Top Replied-To in G3:
@imraansiddiqi
@potus
@awelab1956
@jerrycann1
@vp
@wtfisnini
@indiancountry
@elizabethhcons1

Top Replied-To in G4:
@freebowling

Top Replied-To in G5:
@lawrence
@arnalllabrador
@rebeccanagle

Top Replied-To in G6:
@ienearth
@josh_gabel
@mosseri
@instagramcomms
@potus

Top Replied-To in G8:
@rbc
@td_canada
@citi
@enbridge
@pressprogress
@marlachigoth
@jpmorgan
@govtimwalz
@publicnewsense1
@thedoophus

Top Replied-To in G9:
@pressprogress
@instagram
@kainagata
@pdineclah
@ruth_hhopkins

Top Replied-To in G10:
@marykunesh9
@anthony_j_perry
@indiancountry
@jbeckerfinn

Top Mentioned
Top Mentioned in Entire Graph:
@instagram
@theuihi
@potus
@secdebhaaland
@missingkids
@niwrc
@reprubengallego
@teampelosi
@facebook
@vicenews

Top Mentioned in G1:
@delschilling
@kitthomasart
@shilohramon
@rcmp
@instagram
@waterprotectus

Top Mentioned in G2:
@instagram
@secdebhaaland
@niwrc
@facebook
@jenmarley1680
@instagramcomms
@_illuminatives
@jodivoice
@phillipwgbh
@potus

Top Mentioned in G3:
@potus
@missingkids
@sentinasmith
@indiancountry
@theuihi
@repraulgrijalva
@repnewhouse
@whitehouse
@repdebhaaland

Top Mentioned in G4:
@theuihi
@echohawkd3
@matikawilbur
@mknagle
@native4data
@niwrc
@instagram
@thesihb
@mmiwwashington

Top Mentioned in G5:
@pafnw
@irssurvivor
@spikestabber
@indigenousbeads
@thelastword
@instagram
@ncaiyouth
@uafairbanks
@cityofvancouver
@arnalllabrador

Top Mentioned in G6:
@instagram
@af3irmla
@ku
@jenmarley1680
@vp
@theuihi
@niwrc
@ienearth

Top Mentioned in G8:
@enbridge
@instagram
@nishgay
@tdbank_us
@_nativeinla
@350_seattle
@govtimwalz
@enbridgegas

Top Mentioned in G9:
@instagram
@diinsilversmith
@cjdenial
@ucrchass
@ucr_history
@profjuliette
@rachelannsnow
@ruth_hhopkins
@theuihi
@lilacskiesdrag

Top Mentioned in G10:
@nrdems
@repkeeler
@secdebhaaland
@marykunesh9
@repteresalf
@jbeckerfinn
@paulgazelka
@peggyflanagan
@momsdemand
@sentinasmith

Top Tweeters
Top Tweeters in Entire Graph:
@dichristine
@s9tmt
@rk70534
@amaia_haikazti
@solutioneer72
@rjber15
@joni_looking
@mharvey816
@gojira007x
@homegypsy

Top Tweeters in G1:
@dichristine
@s9tmt
@rk70534
@jmuhj1
@wildwalkerwoman
@saifquadri
@chriskirouac
@saveaslave
@aquarius1049
@blubdha

Top Tweeters in G2:
@rjber15
@porridgeisgood
@wildwillow65
@bellesapepper37
@netminnow
@scheerenberger
@reagancbrown
@kimvie
@usrealitycheck
@lllwry

Top Tweeters in G3:
@joni_looking
@mharvey816
@3wombats
@b1e56df9ce6549f
@n7irl
@blueflower1096
@pdeblassieiii
@cnbsnana
@bad_woof
@all435reps

Top Tweeters in G4:
@nexusswagon
@annfinster
@ciocia
@lucadris
@wavesofeuphoria
@rosariowayx
@jinnys0
@commandersurana
@thornirisribbon
@chikausas

Top Tweeters in G5:
@lizditz
@tadrow
@estarianne
@frazzling
@sds_sunlight
@dropoutnation
@melodypuppydog
@emellewriter
@summer_from_ca
@312shelly3

Top Tweeters in G6:
@angelsscream
@wandainparis
@jpc268
@heather941001
@sschinke
@armyofwomack
@anniabonita
@mabsynthe
@mimsyyamaguchi
@harlemmc

Top Tweeters in G7:
@unrulynarrator
@queerhercules
@lisaquestions
@littlemeanj9
@jamesmason108
@blueblur95
@pcy_lovebun
@hon3yonmyskin
@fidelioscabinet
@kyuhyuns

Top Tweeters in G8:
@uhhm__okay
@khatange
@miriagustd
@mykalwane
@carrietobey
@sophiecoberly
@poddostarline
@dopsdingers
@bugq
@kiiwilovin

Top Tweeters in G9:
@debeauxos1
@katelaity
@brendahazelhur1
@wtf_imtooold
@belladonamodels
@barb_swan
@cadetkb
@michaelcozens
@loudlysilent
@richardweiner

Top Tweeters in G10:
@mayirmamay14
@bob_stinson1234
@penny_g
@freeandclear1
@softgrasswalker
@nshrubs
@momrovin
@egeogh
@alisonborealis
@misskylie77


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