#nativeamerican OR #nativetwitter, Twitter, 8/12/2021 7:11:34 PM, 260011


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#nativeamerican OR #nativetwitter_2021-08-11_18-33-40.xlsx
#nativeamerican OR #nativetwitter_2021-08-11_18-33-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 12, 2021
Short Description:
#nativeamerican OR #nativetwitter via NodeXL https://bit.ly/3jSSRQY
@peyoterecords
@odetomedusa
@sarenth
@maplewozapi
@foprr
@katiemettner
@jennjermaine
@beauxbeautyblog
@susanneleist
@etupylly

Top hashtags:
#nativeamerican
#nativetwitter
#indigenous
#mlp
#native

Description:
Description
The graph represents a network of 4,862 Twitter users whose tweets in the requested range contained "#nativeamerican OR #nativetwitter", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 12 August 2021 at 01:40 UTC.

The requested start date was Thursday, 12 August 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 11-hour, 22-minute period from Thursday, 29 July 2021 at 20:54 UTC to Wednesday, 11 August 2021 at 08:16 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 : 4862
Unique Edges : 1696
Edges With Duplicates : 12644
Total Edges : 14340
Number of Edge Types : 5
Retweet : 5599
MentionsInRetweet : 6116
Tweet : 1632
Replies to : 176
Mentions : 817
Self-Loops : 1761
Reciprocated Vertex Pair Ratio : 0.0115211521152115
Reciprocated Edge Ratio : 0.0227798540665599
Connected Components : 268
Single-Vertex Connected Components : 131
Maximum Vertices in a Connected Component : 4236
Maximum Edges in a Connected Component : 13338
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.645534
Graph Density : 0.000237748867297375
Modularity : 0.374307
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 4,862 Twitter users whose tweets in the requested range contained "#nativeamerican OR #nativetwitter", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 12 August 2021 at 01:40 UTC.

The requested start date was Thursday, 12 August 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 11-hour, 22-minute period from Thursday, 29 July 2021 at 20:54 UTC to Wednesday, 11 August 2021 at 08:16 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : #nativeamerican OR #nativetwitter
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:
[116] https://mybook.to/WintersRain
[107] https://www.etsy.com/shop/lovealaskadesign?awc=6220_1627105764_9c8e685fab5b3ec9ceebdeac4be0f555&source=aw&utm_source=affiliate_window&utm_medium=affiliate&utm_campaign=us_location_buyer&utm_content=449241
[78] https://blazingowlpress.blogspot.com/2021/07/book-review-for-meet-me-in-maine-by.html
[78] https://www.amazon.com/Meet-Me-Maine-Book-Harbor-ebook/dp/B0972C155B/ref=sr_1_1?crid=3D4BVN3SYD2TD&dchild=1&keywords=meet+me+in+maine+susanne+leist&qid=1626735832&s=books&sprefix=meet+me+in+maine%2Caps%2C149&sr=1-1
[71] https://www.etsy.com/shop/lovealaskadesign?awc=6220_1620453141_8590dacce0390abaad7e0a69aa483c6e&source=aw&utm_source=affiliate_window&utm_medium=affiliate&utm_campaign=us_location_buyer&utm_content=449241
[58] https://www.etsy.com/shop/lovealaskadesign?awc=6220_1621058471_dee21aaddfd491d0667f6164e9393155&source=aw&utm_source=affiliate_window&utm_medium=affiliate&utm_campaign=us_location_buyer&utm_content=449241
[53] https://iuic.tv/
[52] https://www.instagram.com/accounts/login/
[50] http://radiohistoria.nositio.eu/
[42] https://mar73.redbubble.com/

Top URLs in Tweet in G1:
[41] https://www.instagram.com/accounts/login/
[16] https://csfuqua.bandcamp.com/album/different-direction
[14] https://iuic.tv/
[13] https://redirect.viglink.com?u=https%3A%2F%2Fwww.barnesandnoble.com%2Fw%2Fbooks%2F1130849102%3Fean%3D9781939844620&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[12] http://radiohistoria.nositio.eu/
[11] https://www.etsy.com/listing/1004570346/blue-paua-shell-sterling-silver-ring?ref=listings_manager_grid
[11] https://www.etsy.com/listing/1002418607/navajo-old-pawn-turquoise-ring-sterling?ref=listings_manager_grid
[8] https://www.youtube.com/IUICAustinCamp
[8] https://redirect.viglink.com?u=https%3A%2F%2Fwww.kobo.com%2Fus%2Fen%2Febook%2Fstone-man-and-the-trail-of-tears&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[8] http://www.dancinglemurpressllc.com/new-adultyoung-adultmiddle-grade

Top URLs in Tweet in G2:
[1] https://twitter.com/NDNJOESTAR/status/1424023928633057291
[1] https://www.washingtonpost.com/outlook/2021/06/27/deadly-battle-over-control-yaqui-river-will-affect-us-all/?outputType=amp
[1] https://twitter.com/boone_arbuckle/status/1423446459219730433

Top URLs in Tweet in G4:
[110] https://mybook.to/WintersRain
[73] https://blazingowlpress.blogspot.com/2021/07/book-review-for-meet-me-in-maine-by.html
[73] https://www.amazon.com/Meet-Me-Maine-Book-Harbor-ebook/dp/B0972C155B/ref=sr_1_1?crid=3D4BVN3SYD2TD&dchild=1&keywords=meet+me+in+maine+susanne+leist&qid=1626735832&s=books&sprefix=meet+me+in+maine%2Caps%2C149&sr=1-1
[42] https://mar73.redbubble.com/
[31] https://mybook.to/ForeverPhoenix
[23] https://www.amazon.com/Girl-Who-Loved-Cayo-Bradley/dp/1796751960/ref=tmm_pap_swatch_0?_encoding=UTF8&qid=1567631780&sr=1-1
[11] https://www.redbubble.com/i/mask/Turquoise-Pattern-Native-American-Style-by-mar73/51434187.9G0D8?asc=u
[5] http://redirect.booklinker.net/Proxy.ashx?TSID=5764&GR_URL=https%3A%2F%2Fwww.amazon.com%2FOctober-Winds-Raven-Ranch-Mysteries-ebook%2Fdp%2FB074512VNX&TRACK=6932
[4] https://www.barnesandnoble.com/w/meet-me-in-maine-susanne-leist/1139666941?ean=2940162547068
[4] https://www.kobo.com/us/en/ebook/meet-me-in-maine-book-one-of-the-blue-harbor-series

Top URLs in Tweet in G5:
[21] https://friendsofpineridgereservation.org/a-school-supplies-donation-drive-for-lakota-children/
[10] https://friendsofpineridgereservation.org/a-childrens-outreach-supplies-drive-for-the-oglala-lakota-college-library/
[9] https://friendsofpineridgereservation.org/a-fans-donation-drive-for-lakota-families/
[7] https://friendsofpineridgereservation.org/a-school-supplies-drive-for-oglala-lakota-college-nursing-students/
[2] https://friendsofpineridgereservation.org/a-food-drive-for-navajo-and-hopi-families/
[1] https://friendsofpineridgereservation.org/a-school-supplies-drive-for-little-singer-community-school-navajo-nation/
[1] https://twitter.com/FoPRR/status/1421698521338572800
[1] https://twitter.com/FoPRR/status/1424083685674950656
[1] https://mikebonemedia.com/audio
[1] https://search.google.com/local/posts?q=Tatanka+Story+of+Bison&ludocid=6023413435331714794&lpsid=1676785399992905679&source=sh/x/localposts&lsig=AB86z5UfaXuIouy-n_nDPn7gK5hB

Top URLs in Tweet in G6:
[106] https://www.etsy.com/shop/lovealaskadesign?awc=6220_1627105764_9c8e685fab5b3ec9ceebdeac4be0f555&source=aw&utm_source=affiliate_window&utm_medium=affiliate&utm_campaign=us_location_buyer&utm_content=449241
[66] https://www.etsy.com/shop/lovealaskadesign?awc=6220_1620453141_8590dacce0390abaad7e0a69aa483c6e&source=aw&utm_source=affiliate_window&utm_medium=affiliate&utm_campaign=us_location_buyer&utm_content=449241
[54] https://www.etsy.com/shop/lovealaskadesign?awc=6220_1621058471_dee21aaddfd491d0667f6164e9393155&source=aw&utm_source=affiliate_window&utm_medium=affiliate&utm_campaign=us_location_buyer&utm_content=449241
[32] https://www.etsy.com/shop/lovealaskadesign?awc=6220_1624686727_213d3a51a551da9f34d4a75ee037a67c&source=aw&utm_source=affiliate_window&utm_medium=affiliate&utm_campaign=us_location_buyer&utm_content=449241
[22] https://www.etsy.com/shop/lovealaskadesign?awc=6220_1626927091_4a5e0bcd82086e12ecf82f4569cafdc1&source=aw&utm_source=affiliate_window&utm_medium=affiliate&utm_campaign=us_location_buyer&utm_content=449241
[12] https://twitter.com/beauxbeautyblog/status/1411154372772483072/photo/1
[11] https://www.gofundme.com/f/loosinghope?member=12723139&sharetype=teams&utm_campaign=p_na+share-sheet&utm_medium=copy_link&utm_source=customer
[6] https://www.awin1.com/cread.php?awinmid=6220&awinaffid=449241&clickref=&platform=sl&ued=https%3A%2F%2Fwww.etsy.com%2Fshop%2Flovealaskadesign
[5] https://www.gofundme.com/f/5y4tw-emergency-housing-needed?member=12723139&sharetype=teams&utm_campaign=p_na+share-sheet&utm_medium=copy_link&utm_source=customer
[3] https://www.thedailybeast.com/outrage-grows-after-deputies-beat-native-american-man-kill-his-dog

Top URLs in Tweet in G7:
[37] http://radiohistoria.nositio.eu/
[26] https://mikebonemedia.com/audio
[12] https://www.youtube.com/watch?v=DWRSAeSZbgc&feature=youtu.be

[12] https://mikebonemedia.com/
[11] https://mikebonemedia.com/store
[7] https://www.youtube.com/watch?v=rKVGqR1Y7XI&feature=youtu.be

[6] https://www.youtube.com/watch?v=cI_4QCQ22ZM&feature=youtu.be

[6] https://www.youtube.com/watch?v=3GrIkRppjNg&feature=youtu.be

[5] https://www.youtube.com/watch?v=vmvCwO6MYU4&feature=youtu.be

[5] https://poweredbyigo.com/igo/TSA1328509601

Top URLs in Tweet in G8:
[1] https://twitter.com/WiteSpider/status/1423066376340590593
[1] https://twitter.com/IndianCountry/status/1418360214042988544
[1] https://twitter.com/azcentral/status/1421999189718937603
[1] https://newmexiconomad.com/the-pueblo-revolt-of-1680/
[1] https://twitter.com/jennjermaine/status/1422703143670874112
[1] https://mikebonemedia.com/audio

Top URLs in Tweet in G9:
[10] https://www.instagram.com/accounts/login/
[3] https://www.youtube.com/watch?v=oJICQqmb9mE

[3] http://www.matawa.on.ca/recruitment/career-opportunities/
[2] https://www.gq.com/story/wes-studi-tommy-orange-profile
[2] https://iuic.tv/
[2] https://twitter.com/SenateBanking/status/1422973716334534667
[2] https://www.youtube.com/watch?v=20kI4sanAJw

[1] https://www.cbc.ca/news/canada/saskatoon/residential-school-survivors-catholic-church-millions-1.6121678?__vfz=medium%3Dsharebar
[1] https://www.youtube.com/watch?v=MGZyb-aE4W0&feature=youtu.be

[1] https://www.etsy.com/thecamdenfox/listing/982393886/native-american-zuni-channel-inlay?ref=shop_home_active_34

Top URLs in Tweet in G10:
[1] https://www.charlesbridge.com/products/we-are-still-here
[1] https://twitter.com/Dreamscapeaudio/status/1424812254676103173
[1] https://nativeamericacalling.com/wednesday-july-28-2021-book-of-the-month-healer-of-the-water-monster-by-brian-young/
[1] https://cynthialeitichsmith.com/lit-resources/read/diversity/native-am/native_resources/
[1] https://twitter.com/aisforum/status/1424577255544524811
[1] https://mcldaz.org/es-US/podcasts/shelflogic/ep-49/?fbclid=IwAR1YkcVJYVp2qqJeq6MRChvOeV11NPyt9uK-lIn3CRJUvvkpqy0Ch8pzDXc
[1] https://zoom.us/join
[1] https://www.facebook.com/event_invite/VctpD2JX/
[1] https://www.youtube.com/watch?v=rokYTR1sf_o&feature=youtu.be

[1] https://bitcoin.org/en/

Top Domains
Top Domains in Tweet in Entire Graph:
[478] etsy.com
[244] twitter.com
[161] mybook.to
[159] youtube.com
[146] amazon.com
[117] redbubble.com
[81] blogspot.com
[59] instagram.com
[54] iuic.tv
[52] friendsofpineridgereservation.org

Top Domains in Tweet in G1:
[141] etsy.com
[57] twitter.com
[55] redbubble.com
[43] instagram.com
[42] youtube.com
[28] ebay.com
[21] viglink.com
[21] bandcamp.com
[15] tiktok.com
[15] iuic.tv

Top Domains in Tweet in G2:
[2] twitter.com
[1] washingtonpost.com

Top Domains in Tweet in G4:
[142] mybook.to
[104] amazon.com
[73] blogspot.com
[60] redbubble.com
[5] booklinker.net
[5] etsy.com
[5] etsy.me
[4] barnesandnoble.com
[4] kobo.com
[2] bandcamp.com

Top Domains in Tweet in G5:
[50] friendsofpineridgereservation.org
[2] twitter.com
[1] mikebonemedia.com
[1] google.com

Top Domains in Tweet in G6:
[280] etsy.com
[18] twitter.com
[16] gofundme.com
[6] awin1.com
[3] thedailybeast.com
[1] myshopify.com
[1] tiktok.com
[1] greatfallstribune.com
[1] medcitynews.com
[1] civileats.com

Top Domains in Tweet in G7:
[49] mikebonemedia.com
[38] youtube.com
[37] nositio.eu
[29] twitter.com
[8] teechip.com
[5] powwows.com
[5] poweredbyigo.com
[4] amazon.com
[3] spotify.com
[2] si.edu

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

Top Domains in Tweet in G9:
[23] twitter.com
[10] youtube.com
[10] instagram.com
[5] tiktok.com
[4] etsy.com
[3] on.ca
[2] gq.com
[2] iuic.tv
[2] gofundme.com
[1] cbc.ca

Top Domains in Tweet in G10:
[2] twitter.com
[1] charlesbridge.com
[1] nativeamericacalling.com
[1] cynthialeitichsmith.com
[1] mcldaz.org
[1] zoom.us
[1] facebook.com
[1] youtube.com
[1] bitcoin.org
[1] litecoin.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2803] nativeamerican
[1786] nativetwitter
[965] indigenous
[477] mlp
[284] native
[187] firstnations
[178] lakota
[170] help
[158] ku
[155] navajo



Top Hashtags in Tweet in G1:
[1185] nativeamerican
[156] indigenous
[142] native
[133] nativetwitter
[59] americanindian
[52] vintage
[48] wisdom
[48] history
[47] art
[47] music

Top Hashtags in Tweet in G2:
[4] nativetwitter
[1] waterislife
[1] settlercollector
[1] cherokee
[1] language

Top Hashtags in Tweet in G3:
[478] nativetwitter
[474] mlp
[474] indigenous
[3] nativeart
[2] interpvscanon
[2] princesspeach
[2] mikusonamonday
[1] settlersaturday
[1] twospirit
[1] mikumonday

Top Hashtags in Tweet in G4:
[223] nativeamerican
[147] ku
[93] suspense
[44] music
[43] abstract
[42] designs
[42] patternz
[42] literature
[42] portraits
[35] romanticsuspense

Top Hashtags in Tweet in G5:
[157] help
[96] lakota
[83] library
[58] nativeamerican
[38] nursing
[34] school
[27] children
[24] navajo
[22] hopi
[22] food

Top Hashtags in Tweet in G6:
[302] nativetwitter
[133] beadwork
[118] firstnations
[115] buynative
[114] nativemade
[104] alaskanative
[90] statimc
[90] unangax
[78] aleut
[38] tipanative

Top Hashtags in Tweet in G7:
[116] nativeamerican
[113] reservationdogs
[103] nativetwitter
[86] indigenous
[53] fxonhulu
[30] entertainment
[30] entrepreneur
[22] hiphop
[20] native
[20] mikebone

Top Hashtags in Tweet in G8:
[98] boardingschool
[33] nativetwitter
[28] pueblorevolt
[23] navajo
[22] hopi
[18] whitemountainapache
[6] htwcea
[4] indigenous
[2] rutherfordfalls
[2] hubbahubba

Top Hashtags in Tweet in G9:
[91] nativeamerican
[71] nativetwitter
[20] indigenous
[10] native
[8] americans
[8] wakeup
[8] america
[7] firstnations
[7] anchorfm
[7] podcast

Top Hashtags in Tweet in G10:
[70] kidlit
[16] navajo
[15] audiobook
[12] nativetwitter
[7] nativeamerican
[7] medicare
[6] indigenouspeoplesday
[6] medicaid
[5] picturebook
[3] 56covered

Top Words
Top Words in Tweet in Entire Graph:
[2801] #nativeamerican
[1792] #nativetwitter
[1150] native
[980] #indigenous
[887] please
[725] love
[695] water
[631] give
[627] genocide
[626] protectors

Top Words in Tweet in G1:
[1187] #nativeamerican
[260] native
[220] american
[166] #indigenous
[147] #native
[134] #nativetwitter
[129] people
[101] more
[92] silver
[73] one

Top Words in Tweet in G2:
[556] water
[553] yaqui
[553] protectors
[552] love
[552] odetomedusa
[551] please
[551] genocide
[550] ignore
[550] currrent
[550] give

Top Words in Tweet in G3:
[478] #nativetwitter
[475] maplewozapi
[474] oh
[474] shit
[474] native
[474] twilight
[474] #mlp
[474] #indigenous
[461] itâ
[21] odetomedusa

Top Words in Tweet in G4:
[219] #nativeamerican
[193] susanneleist
[170] katiemettner
[158] maine
[146] #ku
[124] curse
[120] meet
[109] winter
[103] cheyne
[102] name

Top Words in Tweet in G5:
[407] foprr
[327] rez
[318] pine
[318] ridge
[294] need
[273] lakota
[238] supplies
[198] school
[171] thx
[167] paper

Top Words in Tweet in G6:
[302] #nativetwitter
[286] shop
[220] beauxbeautyblog
[181] earrings
[180] free
[173] please
[159] shipping
[149] available
[141] check
[133] #beadwork

Top Words in Tweet in G7:
[162] mikebonemusic
[117] #nativeamerican
[113] #reservationdogs
[104] #nativetwitter
[87] #indigenous
[79] good
[62] music
[60] native
[53] #fxonhulu
[46] american

Top Words in Tweet in G8:
[114] jennjermaine
[103] children
[100] indian
[99] last
[98] #boardingschool
[98] former
[98] sites
[97] 296
[97] found
[97] unmarked

Top Words in Tweet in G9:
[91] #nativeamerican
[71] #nativetwitter
[20] #indigenous
[11] native
[10] #native
[8] #americans
[8] #wakeup
[8] one
[8] #america
[7] american

Top Words in Tweet in G10:
[86] native
[83] cynleitichsmith
[72] indigenous
[70] #kidlit
[69] updated
[69] added
[69] list
[69] owned
[69] publishers
[69] teacher

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[626] water,protectors
[602] yaqui,water
[600] please,ignore
[599] ignore,currrent
[599] currrent,genocide
[599] genocide,yaqui
[599] protectors,give
[599] give,relatives
[599] relatives,love
[599] love,attention

Top Word Pairs in Tweet in G1:
[171] native,american
[63] sterling,silver
[57] #nativeamerican,#native
[54] #nativeamerican,#indigenous
[48] #nativetwitter,#nativeamerican
[46] long,deceased
[46] deceased,forever
[46] forever,looking
[46] looking,horizon
[41] horizon,people

Top Word Pairs in Tweet in G2:
[553] yaqui,water
[553] water,protectors
[550] please,ignore
[550] ignore,currrent
[550] currrent,genocide
[550] genocide,yaqui
[550] protectors,give
[550] give,relatives
[550] relatives,love
[550] love,attention

Top Word Pairs in Tweet in G3:
[474] oh,shit
[474] native,twilight
[474] twilight,#mlp
[474] #mlp,#nativetwitter
[474] #nativetwitter,#indigenous
[473] maplewozapi,oh
[461] shit,itâ
[461] itâ,native
[21] odetomedusa,please
[21] please,ignore

Top Word Pairs in Tweet in G4:
[103] winter,cheyne
[93] name,winter
[93] cheyne,eight
[93] eight,hours
[93] hours,ago
[93] ago,killed
[93] killed,man
[93] man,turning
[93] turning,#suspense
[93] #suspense,#ku

Top Word Pairs in Tweet in G5:
[318] pine,ridge
[316] ridge,rez
[206] rez,need
[148] kids,pine
[143] foprr,lakota
[131] filler,paper
[130] thx,#help
[125] lakota,kids
[125] need,binders
[125] binders,filler

Top Word Pairs in Tweet in G6:
[159] free,shipping
[148] shop,free
[147] available,shop
[140] please,check
[123] hoop,earrings
[113] earrings,available
[106] check,shop
[101] shipping,#nativetwitter
[99] shop,qagaasakuq
[95] beadwork,sales

Top Word Pairs in Tweet in G7:
[45] native,american
[37] american,music
[37] until,12
[37] 12,pm
[37] pm,utc
[37] utc,good
[37] good,morning
[30] #entertainment,#indigenous
[30] #indigenous,#entrepreneur
[28] music,rádio

Top Word Pairs in Tweet in G8:
[98] indian,#boardingschool
[97] 296,children
[97] children,found
[97] found,unmarked
[97] unmarked,graves
[97] graves,former
[97] former,indian
[97] #boardingschool,sites
[97] sites,canada
[97] canada,last

Top Word Pairs in Tweet in G9:
[9] #nativeamerican,#indigenous
[7] #knowthyself,#wakeup
[7] #wakeup,#staywoke2021
[7] #staywoke2021,#awakening
[7] #awakening,#indiginous
[7] #indiginous,#americans
[7] #americans,#america
[7] #america,#nativeamerican
[7] #nativeamerican,#superheroes
[7] #superheroes,#giants

Top Word Pairs in Tweet in G10:
[69] updated,added
[69] added,list
[69] list,indigenous
[69] indigenous,owned
[69] owned,publishers
[69] publishers,native
[69] native,#kidlit
[69] #kidlit,teacher
[69] teacher,librarian
[69] librarian,resources

Top Replied-To
Top Replied-To in Entire Graph:
@brettachapman
@nativetatanka
@navajotweets
@_illuminatives
@cute_history
@mikebonemusic
@roknrob121
@nolesbelson
@shazbennett
@poc_culture

Top Replied-To in G1:
@_illuminatives
@senhawleypress
@jacob_oharra
@linguisticssoas
@johnnylocal
@alecstapp
@ancestry
@quiiroi
@astrologyvibez

Top Replied-To in G4:
@neilyoung

Top Replied-To in G6:
@aburrimiento97
@writercmichaels
@juliefrancella
@creeation72

Top Replied-To in G7:
@poc_culture
@nolesbelson
@roknrob121
@mikebonemusic
@shazbennett
@okcthunder
@aliseonlife
@tpcreepinhumor
@youranoncentral
@rjohn3827

Top Replied-To in G8:
@aican_art

Top Mentioned
Top Mentioned in Entire Graph:
@odetomedusa
@maplewozapi
@foprr
@beauxbeautyblog
@susanneleist
@katiemettner
@mikebonemusic
@jennjermaine
@mhall55nine
@cynleitichsmith

Top Mentioned in G1:
@turquoiseseller
@renaissancefai
@foprr
@nativepathways
@the_rezdog
@csfuqua
@dakotakalasa
@katiemettner
@galaxyfaraway00
@casaareyto

Top Mentioned in G2:
@odetomedusa
@kananeski

Top Mentioned in G3:
@maplewozapi
@odetomedusa

Top Mentioned in G4:
@susanneleist
@katiemettner
@mar73_designs
@ken_weene
@grandmasdowry
@brokenf8
@heartofsteelbo1
@twitrpartner
@raymond_norman
@ingrida11065959

Top Mentioned in G5:
@foprr
@krosen_nw
@888jc
@dboop4
@mikebonemusic
@tatankaof

Top Mentioned in G6:
@beauxbeautyblog
@darewokicunzeg1
@calisalmon
@auntiemakawee
@alethea_aggiuq
@odetomedusa
@cpscorruptionn
@charmainexgw
@otsitsakowa
@rockabillybabi

Top Mentioned in G7:
@mikebonemusic
@rezdogsfxonhulu
@roknrob121
@taikawaititi
@jotinhajss
@fxnetworks
@sydneyfreeland
@variety
@hulu
@thr

Top Mentioned in G8:
@jennjermaine
@witespider
@dgarlidtempe
@vinceschilling
@jourdanbb
@carinad7
@tomaskarmelo
@michaelgreyeyes
@secretarypete
@gric_official

Top Mentioned in G9:
@corneliaamiri
@seatonni
@traumaalchemy
@nocturnedream
@ramielhasfallen
@olcracker
@_giichi_
@sarahgraysaid
@realshepower
@kamlesm

Top Mentioned in G10:
@cynleitichsmith
@tracisorell
@delan
@debreese
@thesihb
@leibythesea
@mathbrix
@cherokeenation
@odetomedusa
@charlesbridge

Top Tweeters
Top Tweeters in Entire Graph:
@kayemenner
@dichristine
@streamerwall
@alhanda
@johnroseputnam
@nblackthorne
@akpolyme
@edinburghwatch
@bridgittelesley
@ejlazar

Top Tweeters in G1:
@edinburghwatch
@cipherequality
@rhinestonediva
@russelltim151
@discovertech3
@johngermaine
@hardknoxfirst
@bethpaintings
@amsmadwoman
@nytimes

Top Tweeters in G2:
@starrybutch
@morbid_elation
@writtenbyhanna
@hornedbride
@socostx
@rae__rae23
@sirloinofice1
@kyayigirl
@hereticglory
@jamesmason108

Top Tweeters in G3:
@dulcepanquecp
@tiernomuffin
@christopher_lry
@05bih
@krystaihuntress
@ffxivsage
@benderodrlguez
@heartamity
@healercrepe
@moosekababs

Top Tweeters in G4:
@alhanda
@johnroseputnam
@bridgittelesley
@ejlazar
@raymond_norman
@susanneleist
@w_angels_wings
@joepranaitis
@janromes
@hirogallery

Top Tweeters in G5:
@blueflower1096
@mstepczyk
@sandykalano
@charlenegapeach
@orchidlady303
@taritac
@anne_tappe
@b_sputnik
@lovenola4ever
@jowilso99859694

Top Tweeters in G6:
@mvgal92691
@inoru42
@bfitzinar
@daniellegembala
@mitsawokett_uk
@crawlieswithcri
@answerallman
@mitsawokett
@ilarose
@asbinvancity

Top Tweeters in G7:
@dichristine
@streamerwall
@streamer_boost
@stream_caster
@huffpost
@growurstream
@thr
@ken_ragsdale
@jamesisaak2
@roknrob121

Top Tweeters in G8:
@homegypsy
@marthalynneowe1
@cherokeenative3
@jeannie_hartley
@artis_elemental
@clayreinabq
@mijomojo1
@dianneathome
@education_24x7
@feralartist

Top Tweeters in G9:
@jdsgiftshack
@kamlesm
@annmarie309
@olcracker
@ebaya
@_giichi_
@nanxox2_woke
@sarahjreports
@smk_anand
@kushibo

Top Tweeters in G10:
@femtech_
@moniselseward
@debraj112
@jane__eden
@botfemale
@perylenebleu
@theshenners
@timethief
@feministlib
@princessfwrites


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