vanguard, Twitter, 3/6/2020 7:59:47 AM, 222565


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vanguard Twitter NodeXL SNA Map and Report for Thursday, 05 March 2020 at 19:10 UTC
vanguard Twitter NodeXL SNA Map and Report for Thursday, 05 March 2020 at 19:10 UTC
From:
marc_smith
Uploaded on:
March 06, 2020
Short Description:
vanguard via NodeXL http://bit.ly/2IBenYx
@vanguard_zero_
@d4dj_gm
@cfvanguard_pr
@hina_vanguard
@aslan_vanguard
@nakaji_vanguard
@__the__vanguard
@vanguard_group
@livedoornews
@kirika_vanguard

Top hashtags:
#ヴァンガードzero
#グルミク
#d4dj
#in2it
#인투잇
#ヴァンガード
#週ヴァン
#인호
#家ヴァン

Description:
Description
The graph represents a network of 14,848 Twitter users whose recent tweets contained "vanguard", 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 Thursday, 05 March 2020 at 19:53 UTC.

The tweets in the network were tweeted over the 3-day, 9-hour, 11-minute period from Monday, 02 March 2020 at 09:58 UTC to Thursday, 05 March 2020 at 19:10 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 : 14992
Unique Edges : 20742
Edges With Duplicates : 20147
Total Edges : 40889
Number of Edge Types : 5
Tweet : 6561
Replies to : 9770
Mentions : 7542
Retweet : 4744
MentionsInRetweet : 12272
Self-Loops : 6626
Reciprocated Vertex Pair Ratio : 0.0411550268610898
Reciprocated Edge Ratio : 0.0790564820786879
Connected Components : 2103
Single-Vertex Connected Components : 969
Maximum Vertices in a Connected Component : 6005
Maximum Edges in a Connected Component : 12883
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 2.870423
Graph Density : 9.65805381485739E-05
Modularity : 0.490534
NodeXL Version : 1.0.1.426
Data Import : The graph represents a network of 14,848 Twitter users whose recent tweets contained "vanguard", 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 Thursday, 05 March 2020 at 19:53 UTC.

The tweets in the network were tweeted over the 3-day, 9-hour, 11-minute period from Monday, 02 March 2020 at 09:58 UTC to Thursday, 05 March 2020 at 19:10 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 : vanguard
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:
[405] https://cf-vanguard.com/todays-card/
[115] https://www.vanguardngr.com/2020/03/bandits-kill-over-50-in-fresh-attack-in-kaduna/
[69] https://www.village-v.co.jp/news/item/6393
[57] https://cf-vanguard.com/
[53] http://radio.nigeriainfo.fm
[26] https://www.nytimes.com/2015/11/28/us/politics/as-gay-rights-ally-bernie-sanders-wasnt-always-in-vanguard.html
[24] https://onalytica.com/banking/
[21] https://www.youtube.com/watch?v=yEYLY2UAZ0M&feature=youtu.be

[17] https://www.972mag.com/israel-third-election-joint-list-annexation/
[13] https://steamcommunity.com/sharedfiles/filedetails/?id=2012551328

Top URLs in Tweet in G1:
[375] https://cf-vanguard.com/todays-card/
[44] https://cf-vanguard.com/
[7] https://cf-vanguard.com/information/20200227_chrono/
[6] https://gamewith.jp/vanguard-zero/article/show/178104
[6] http://vanguard-gia.blog.jp/archives/1077023710.html
[3] https://www.youtube.com/watch?v=1TsP2UxNkNw

[3] https://live2.nicovideo.jp/watch/lv324520615
[2] https://cf-vanguard.com/products/trial/vss06/
[2] https://anime.cf-vanguard.com/story/cat/shinemon/
[2] https://www.youtube.com/watch?v=1TsP2UxNkNw&feature=youtu.be


Top URLs in Tweet in G2:
[11] https://cf-vanguard.com/todays-card/
[8] https://vvstore.jp/feature/detail/5993/
[8] https://twitter.com/colin_tatunagi/lists/vanguard-club
[4] https://investornews.vanguard/a-message-from-vanguards-ceo-on-the-coronavirus/
[4] https://mmpconnect.com/interview-the-future-of-cannabis-investing/
[4] https://www.youtube.com/watch?v=IKU4fvLUXAM&feature=youtu.be

[4] https://cf-vanguard.com/howto/g-cb04qa/
[4] http://9japickin.com/2020/03/05/fuwukari-matriculates-2000-students-vanguard-news/
[4] http://9japickin.com/2020/03/02/vanguard-news-how-to-start-a-property-cleaning-business/
[4] http://9japickin.com/2020/03/02/vanguard-news-investors-should-watch-out-for-red-flags/

Top URLs in Tweet in G3:
[1] https://twitter.com/WSJ/status/1235358133280792577

Top URLs in Tweet in G4:
[8] http://www.lawson.co.jp/service/loppi/coupon/
[6] https://www.family.co.jp/campaign/spot/2003_famichiki_cp.html?utm_source=twitter&utm_medium=promotweet&utm_campaign=20200303_famichiki_iw
[6] https://www.battlespirits.com/
[5] https://cf-vanguard.com/todays-card/
[5] https://www.patreon.com/nanoless
[4] http://battlespirits.com/
[3] https://news.livedoor.com/article/detail/17910321/
[3] https://anniv-bang-dream.bushimo.jp/morfonica/
[2] https://peing.net/ja/bandori_kai?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[2] https://anniv-bang-dream.bushimo.jp/3rd/campaign/chisato/

Top URLs in Tweet in G5:
[24] https://onalytica.com/banking/
[11] https://www.youtube.com/watch?v=UvXUlWbuQq4&sf230990582=1

[6] https://investornews.vanguard/3-mistakes-to-avoid-during-a-market-downturn/?cmpgn=RIG:OSM:TSM:RMTGTW:03022020:TXL:TXT:XX:XX:MECN:OTH:OTS:XX:XX::NW:sf230894236&sf230894236=1
[5] https://vanguardblog.com/2019/04/17/how-i-learned-to-stop-worrying-and-love-market-volatility/
[3] https://investor.vanguard.com/investing/market-volatility?cmpgn=RIG:OSM:TSM:RMTGTW:03032020:TXL:VID:XX:XX:MECN:PAS:OTS:XX:XX:POST:VG:sf230897392&sf230897392=1
[3] https://www.fidelity.com
[3] https://www.schwab.com/public/schwab/active_trader
[3] https://investor.vanguard.com/investing/
[2] https://personal.vanguard.com/us/funds/tools/marketsummary?cmpgn=RIG:OSM:TSM:RMTGTW:03042020:TXL:TXT:XX:XX:MECN:OTH:OTS:XX:XX::VG:sf230897969&sf230897969=1
[2] https://investornews.vanguard/3-mistakes-to-avoid-during-a-market-downturn/?cmpgn=RIG:OSM:TSM:RMTGTW:03042020:TXL:IFG:XX:XX:MECN:OTH:OTS:XX:XX::NW:sf230898812&sf230898812=1

Top URLs in Tweet in G6:
[1] https://twitter.com/JackPosobiec/status/1232303185341100038

Top URLs in Tweet in G7:
[8] https://www.nytimes.com/2015/11/28/us/politics/as-gay-rights-ally-bernie-sanders-wasnt-always-in-vanguard.html
[1] https://twitter.com/jcisnerostx/status/1235247809655451648
[1] https://www.vanguardngr.com/2020/03/uber-driver-must-be-considered-employee-court-rules/
[1] https://register.gotowebinar.com/register/4044029461068733709
[1] https://twitter.com/NYGovCuomo/status/1234634259912155137
[1] https://twitter.com/edlavaCNN/status/1235107988798488583
[1] https://twitter.com/edlavacnn/status/1235107988798488583
[1] https://twitter.com/jelani9/status/1235200265772556292
[1] https://twitter.com/esaagar/status/1234547554441945089
[1] https://twitter.com/cbsnews/status/1234671213927993347

Top URLs in Tweet in G8:
[114] https://www.vanguardngr.com/2020/03/bandits-kill-over-50-in-fresh-attack-in-kaduna/
[7] https://www.vanguardngr.com/2020/02/corporal-nwafor-and-weeping-souls/
[2] https://www.vanguardngr.com/2017/11/biafra-cannot-produce-kanu-trial-buratai-tells-court/
[1] https://www.vanguardngr.com/2012/11/boko-haram-names-buhari-5-others-as-mediators/

Top URLs in Tweet in G9:
[4] https://twitch.tv/glitteridiot
[3] https://onlyfans.com/Cryptid
[2] https://twitter.com/LanaBeeOfficial/status/1235283751187427329
[2] https://www.amazon.com/hz/wishlist/ls/1KEZC72JGHNBG?ref_=wl_share
[2] https://instagram.com/katecryptid
[1] https://twitter.com/vrtuaigx/status/1234079822202015750
[1] https://twitter.com/JamesOKCFAN/status/1233935699801333761
[1] https://twitter.com/DailyMirror/status/1234042060409319424
[1] https://twitter.com/tamagotchimilf/status/1234570058334121985
[1] https://twitter.com/neIIychillin/status/1234831951753875457

Top URLs in Tweet in G10:
[21] https://www.youtube.com/watch?v=yEYLY2UAZ0M&feature=youtu.be

[1] http://dareae.info/event/in2it-im-your-joker-release-event-31
[1] http://dareae.info/event/in2it-im-your-joker-release-event-33
[1] http://dareae.info/event/in2it-im-your-joker-release-event-21
[1] http://dareae.info/event/in2it-im-your-joker-release-event-27
[1] https://www.youtube.com/watch?v=sJ_e3tMSQlE&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[603] twitter.com
[510] cf-vanguard.com
[203] youtube.com
[164] vanguardngr.com
[142] co.jp
[81] com.ng
[65] blog.jp
[53] nigeriainfo.fm
[43] co.uk
[39] vanguard.com

Top Domains in Tweet in G1:
[434] cf-vanguard.com
[44] blog.jp
[9] twitter.com
[9] youtube.com
[8] gamewith.jp
[5] bushimo.jp
[4] nicovideo.jp
[3] co.jp
[2] tumblr.com
[1] peing.net

Top Domains in Tweet in G2:
[104] twitter.com
[81] com.ng
[38] youtube.com
[36] 9japickin.com
[24] instagram.com
[22] cf-vanguard.com
[21] blog.jp
[17] vanguardngr.com
[17] opennewswindow.com
[10] co.uk

Top Domains in Tweet in G3:
[1] twitter.com

Top Domains in Tweet in G4:
[46] twitter.com
[45] co.jp
[16] livedoor.com
[16] or.jp
[11] mirrativ.com
[11] sankei.com
[10] battlespirits.com
[7] bushimo.jp
[7] youtube.com
[6] nicovideo.jp

Top Domains in Tweet in G5:
[25] vanguard.com
[24] onalytica.com
[20] twitter.com
[12] youtube.com
[10] investornews.vanguard
[6] vanguardblog.com
[4] fuel50.com
[4] bloomberg.com
[4] 401kspecialistmag.com
[3] fidelity.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[14] twitter.com
[8] nytimes.com
[2] vanguard-pa.com
[1] vanguardngr.com
[1] gotowebinar.com
[1] washingtonpost.com
[1] google.com
[1] ampproject.org
[1] politifact.com
[1] huffpost.com

Top Domains in Tweet in G8:
[124] vanguardngr.com

Top Domains in Tweet in G9:
[44] twitter.com
[5] twitch.tv
[4] onlyfans.com
[3] youtube.com
[3] amazon.com
[2] instagram.com
[1] wizardmore.com
[1] hedonish.com

Top Domains in Tweet in G10:
[22] youtube.com
[4] dareae.info

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2509] ヴァンガードzero
[2297] グルミク
[2229] d4dj
[616] in2it
[592] 인투잇
[528] ヴァンガード
[223] 週ヴァン
[221] 인호
[212] 家ヴァン
[199] 연태



Top Hashtags in Tweet in G1:
[2474] ヴァンガードzero
[2268] グルミク
[2203] d4dj
[439] ヴァンガード
[215] 週ヴァン
[207] 家ヴァン
[44] 渕上舞
[32] ブシモ
[12] vgzero
[4] cfvanguard

Top Hashtags in Tweet in G2:
[68] the_crystal_vanguard
[53] vanguard
[25] cf_vanguard
[10] diamondvanguardawards
[9] existtrace
[8] cfvanguard
[8] ヴァンガード
[8] colinbot
[7] wwesupercard
[7] awards

Top Hashtags in Tweet in G3:
[1] womensday
[1] iwd2020
[1] eachforequal
[1] sheinspiresus

Top Hashtags in Tweet in G4:
[18] ローソン
[14] ウチカフェ
[14] バトスピ
[10] コトダマン
[10] ミラティブ
[9] どらもっち無料プレゼント
[9] ヴァンガード
[8] 仮面ライダー
[8] 魔法少女まどかマギカ
[7] 現場猫

Top Hashtags in Tweet in G5:
[26] fintech
[24] banking
[24] finance
[10] robinhood
[6] corpgov
[5] fuel50
[5] esg
[5] fondos
[4] vanguard
[4] iwd2020

Top Hashtags in Tweet in G6:
[5] lauraloomer
[1] coronavirus
[1] stopthebias

Top Hashtags in Tweet in G7:
[2] funfactfriday
[1] tx28
[1] hotvanusersforbernie
[1] teampete
[1] berniebros
[1] union
[1] ibew
[1] vanguard
[1] maddow
[1] mondaymotivation

Top Hashtags in Tweet in G8:
[20] nigeria
[2] rt

Top Hashtags in Tweet in G9:
[2] coronavirusseattle
[1] roommategoals
[1] internationalsexworkersrightsday
[1] bernie2020
[1] trumpviruscoverup
[1] supertuesday
[1] covid19
[1] 2birds1stone
[1] relationshipgoals

Top Hashtags in Tweet in G10:
[616] in2it
[592] 인투잇
[221] 인호
[199] 연태
[148] 현욱
[146] 정연태
[142] yeontae
[142] ヨンテ
[129] インホ
[128] eno

Top Words
Top Words in Tweet in Entire Graph:
[10230] Words in Sentiment List#1: Positive
[9577] Words in Sentiment List#2: Negative
[215] Words in Sentiment List#3: Angry/Violent
[452040] Non-categorized Words
[471847] Total Words
[7183] vanguard
[5547] #ヴァンガードzero
[4057] vanguard_zero_
[3656] amp
[3200] ヴァンガード

Top Words in Tweet in G1:
[5483] #ヴァンガードzero
[4009] vanguard_zero_
[3103] ヴァンガード
[3037] cfvanguard_pr
[2993] amp
[2989] ヴァンガード宣伝
[2988] 応募方法
[2985] クランピックアップガチャ開催記念wフォロー
[2985] rtキャンペーン開催
[2985] 抽選で10名様にamazonギフト5000円をプレゼント

Top Words in Tweet in G2:
[1174] vanguard
[145] more
[108] day
[92] read
[87] amp
[83] news
[81] 10
[74] etf
[73] one
[68] #the_crystal_vanguard

Top Words in Tweet in G3:
[640] vanguard
[629] steel
[629] mountains
[629] sqn
[629] ldr
[629] khushboo
[629] gupta
[629] first
[629] woman
[629] helicopter

Top Words in Tweet in G4:
[39] kaito_vanguard
[25] co
[22] と
[20] ヴァンガード
[19] フォロー
[19] #ヴァンガードzero
[18] #ローソン
[18] #ウチカフェ
[18] amp
[18] vanguard_zero_

Top Words in Tweet in G5:
[237] vanguard_group
[155] vanguard
[92] blackrock
[53] market
[51] robinhoodapp
[42] fidelity
[37] amp
[37] robinhood
[36] jpmorgan
[36] goldmansachs

Top Words in Tweet in G6:
[488] vanguard
[483] jackbrewerbsi
[483] think
[482] em
[482] unhinged
[482] actually
[482] calling
[482] bad
[482] names
[482] regurgitating

Top Words in Tweet in G7:
[76] vanguard
[48] berniesanders
[41] party
[38] people
[32] need
[32] bernie
[25] join
[25] cut
[23] another
[23] help

Top Words in Tweet in G8:
[175] vanguard
[175] news
[165] bandits
[165] kill
[165] over
[165] 50
[165] fresh
[165] attack
[165] kaduna
[96] facebook

Top Words in Tweet in G9:
[78] gun_vanguard
[65] nora_bones_
[42] blackr0se_x
[23] day
[21] know
[21] one
[21] good
[20] girldrawsghosts
[19] first
[19] think

Top Words in Tweet in G10:
[666] #in2it
[656] village
[636] #인투잇
[540] vanguard
[532] 200304
[339] shibuya
[231] #인호
[228] #연태
[217] 2部
[197] #yeontae

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3016] ヴァンガード宣伝,cfvanguard_pr
[3012] クランピックアップガチャ開催記念wフォロー,amp
[3012] amp,rtキャンペーン開催
[3012] rtキャンペーン開催,抽選で10名様にamazonギフト5000円をプレゼント
[3012] 抽選で10名様にamazonギフト5000円をプレゼント,応募方法
[3012] 応募方法,ヴァンガード
[3012] ヴァンガード,zero公式
[3012] zero公式,vanguard_zero_
[3012] vanguard_zero_,ヴァンガード宣伝
[3012] cfvanguard_pr,2アカウントをフォロー

Top Word Pairs in Tweet in G1:
[2989] ヴァンガード宣伝,cfvanguard_pr
[2985] クランピックアップガチャ開催記念wフォロー,amp
[2985] amp,rtキャンペーン開催
[2985] rtキャンペーン開催,抽選で10名様にamazonギフト5000円をプレゼント
[2985] 抽選で10名様にamazonギフト5000円をプレゼント,応募方法
[2985] 応募方法,ヴァンガード
[2985] ヴァンガード,zero公式
[2985] zero公式,vanguard_zero_
[2985] vanguard_zero_,ヴァンガード宣伝
[2985] cfvanguard_pr,2アカウントをフォロー

Top Word Pairs in Tweet in G2:
[83] read,more
[64] vanguard,news
[46] village,vanguard
[41] cardfight,vanguard
[33] stand,vanguard
[23] bond,etf
[23] etf,nysearca
[22] vanguard,party
[21] カードファイト,ヴァンガード
[20] dividend,announcement

Top Word Pairs in Tweet in G3:
[629] steel,vanguard
[629] vanguard,mountains
[629] mountains,sqn
[629] sqn,ldr
[629] ldr,khushboo
[629] khushboo,gupta
[629] gupta,first
[629] first,woman
[629] woman,helicopter
[629] helicopter,pilot

Top Word Pairs in Tweet in G4:
[18] #ローソン,#ウチカフェ
[12] クランピックアップガチャ開催記念wフォロー,amp
[12] amp,rtキャンペーン開催
[12] rtキャンペーン開催,抽選で10名様にamazonギフト5000円をプレゼント
[12] 抽選で10名様にamazonギフト5000円をプレゼント,応募方法
[12] 応募方法,ヴァンガード
[12] ヴァンガード,zero公式
[12] zero公式,vanguard_zero_
[12] vanguard_zero_,ヴァンガード宣伝
[12] ヴァンガード宣伝,cfvanguard_pr

Top Word Pairs in Tweet in G5:
[46] vanguard_group,blackrock
[28] hsbc,jpmorgan
[25] barclays,ubs
[25] ubs,creditsuisse
[25] creditsuisse,rabobank
[25] rabobank,deutschebank
[25] deutschebank,hsbc
[25] jpmorgan,goldmansachs
[25] goldmansachs,citi
[25] citi,vanguard_group

Top Word Pairs in Tweet in G6:
[482] jackbrewerbsi,em
[482] em,unhinged
[482] unhinged,actually
[482] actually,think
[482] think,calling
[482] calling,bad
[482] bad,names
[482] names,regurgitating
[482] regurgitating,negative
[482] negative,inaccurate

Top Word Pairs in Tweet in G7:
[23] berniesanders,vanguard
[22] experience,another
[22] another,crm
[22] crm,please
[22] please,join
[22] join,berniesanders
[22] vanguard,volunteer
[22] volunteer,team
[22] team,need
[22] need,help

Top Word Pairs in Tweet in G8:
[175] vanguard,news
[165] bandits,kill
[165] kill,over
[165] over,50
[165] 50,fresh
[165] fresh,attack
[165] attack,kaduna
[165] kaduna,vanguard
[32] killing,continue
[32] continue,facebook

Top Word Pairs in Tweet in G9:
[7] lovekraft6,blackr0se_x
[7] good,morning
[6] first,time
[6] pandarianssb,nora_bones_
[6] blackr0se_x,profanefeminist
[6] nora_bones_,neekolul
[6] gun_vanguard,blackr0se_x
[5] good,luck
[5] happy,birthday
[5] gun_vanguard,lovekraft6

Top Word Pairs in Tweet in G10:
[540] village,vanguard
[522] 200304,village
[339] vanguard,shibuya
[328] #in2it,#인투잇
[297] #인투잇,#in2it
[187] #yeontae,#ヨンテ
[178] vanguard,渋谷本店
[175] #연태,#정연태
[172] #인투잇,#연태
[165] #정연태,#yeontae

Top Replied-To
Top Replied-To in Entire Graph:
@1014taiga
@vanguard_aniki
@nytimes
@ban_gard
@0914wc
@vanguard_zero_
@gun_vanguard
@tennis_vanguard
@beat_vanguard
@nakisa_vanguard

Top Replied-To in G1:
@vanguard_zero_
@nakisa_vanguard
@duke_vg0213
@asuka_vanguard
@public_vfmz
@vf_re_geika
@d4dj_gm
@kage_routai
@kiyunao0625
@differentfight

Top Replied-To in G2:

Top Replied-To in G4:
@kaito_vanguard
@__the__vanguard
@aslan_vanguard
@nakaji_vanguard
@shojin_vanguard
@asana1226
@rinpa_ss
@ginrun_bgp
@fa_vanguard
@storm_vanguard_

Top Replied-To in G5:
@vanguard_group
@askrobinhood
@vanguard_uk
@goldmansachs
@robinhoodapp
@lawrence_tko
@gatorsofla
@gabrielaorille
@thewealthdad
@mcfarmerson

Top Replied-To in G6:
@cgasparino

Top Replied-To in G7:
@heathercampbell
@chembeaulit
@comradebernout
@whittomd
@g_rock73
@red_snow_36
@andyrichter
@tedjohnjacobs
@seanebeard
@kaimandante

Top Replied-To in G8:
@amaka_ekwo

Top Replied-To in G9:
@gun_vanguard
@nora_bones_
@blackr0se_x
@girldrawsghosts
@mandalaurien
@_slutty_spice
@lanabeeofficial
@unfunnyskank
@profanefeminist
@plantbasedslutt

Top Replied-To in G10:
@sv_supernova

Top Mentioned
Top Mentioned in Entire Graph:
@vanguard_zero_
@cfvanguard_pr
@d4dj_gm
@jackbrewerbsi
@rfi_tradcn
@gnews202064
@vanguard_group
@billboard
@glaad

Top Mentioned in G1:
@vanguard_zero_
@cfvanguard_pr
@d4dj_gm
@duke_vg0213
@nakisa_vanguard
@suisei_hosimati
@torecolo_vg
@k_r_r_l_l_
@bushi_cardinfo

Top Mentioned in G2:

Top Mentioned in G4:
@vanguard_zero_
@cfvanguard_pr
@famima_now
@d4dj_gm
@itm_nlab
@aslan_vanguard
@ddomhnaigh
@kochakaden_1992
@suzumetw
@ishryot

Top Mentioned in G5:
@vanguard_group
@blackrock
@robinhoodapp
@jpmorgan
@creditsuisse
@citi
@goldmansachs
@hsbc
@deutschebank
@rabobank

Top Mentioned in G6:
@jackbrewerbsi
@foxnews
@oann
@newsmax
@billhemmer
@melissaafrancis
@iwashington

Top Mentioned in G7:
@berniesanders
@joebiden
@aoc
@ewarren
@tulsigabbard
@petebuttigieg
@andrewyang
@marwilliamson
@chrislhayes
@jimbokenftw

Top Mentioned in G8:
@hrw
@statedept
@vp
@borisjohnson
@bbcafrica
@ajenglish
@un
@amaka_ekwo

Top Mentioned in G9:
@blackr0se_x
@nora_bones_
@profanefeminist
@_thalula_
@girldrawsghosts
@neekolul
@lanabeeofficial
@lovekraft6
@crmsfgc
@pandarianssb

Top Mentioned in G10:
@official_in2it
@in2it_jp
@minsu_lionflow
@greatguys_japan
@giam2012
@xst__official
@momoschool
@lu4usofficial
@dnt_jp_official
@otc_official_jp

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@japan_lawson
@famima_now
@subwayjp
@mos_burger
@alerttrade
@tickerreport
@market_screener
@amatimesale
@consumerfeed

Top Tweeters in G1:
@nontey
@kind0320
@apocalypse_side
@ch_mancho
@naranoabaresika
@takenokoyaroo
@shine_w1002
@atuun_atuun_
@nowa_ru7
@d_crusher

Top Tweeters in G2:
@tickerreport
@market_screener
@amatimesale
@consumerfeed
@scarfizal
@currentplaylist
@anime_abematv
@vendornaija
@dailypoliticaln
@dakotafinancial

Top Tweeters in G3:
@n2r3ndr2
@upma23
@pickooo
@vikas1689
@samir_patil
@desertfox61i
@snghap
@prameshjain12
@leopard212
@tejay29

Top Tweeters in G4:
@akiko_lawson
@japan_lawson
@famima_now
@kochakaden_1992
@ana_travel_info
@47news
@murrhauser
@jijicom
@sukemori_t
@konukopet

Top Tweeters in G5:
@marcodacostafx
@indiatoday
@zimei_no_ri
@globeandmail
@europapress
@rt_com
@wsj
@torontostar
@livesquawk
@amyharlib

Top Tweeters in G6:
@nascarnac
@rentonmagauk
@foxnews
@nancyl367
@calling12001
@wtpatty
@goldwaterkid65
@galloy_tammie
@evalb5
@alabamamangreg

Top Tweeters in G7:
@billm9
@n7irl
@shuboogie
@mashable
@jkfecke
@earwulf
@aacoek
@owillis
@cantcu
@phaedrus08

Top Tweeters in G8:
@diksmeks
@nwokolo_leo
@staintanthony
@nmmaduabuch
@ejie1enter
@chike_eze
@ekeneajero
@tonytonerro9
@fsundayluke
@ajenglish

Top Tweeters in G9:
@lexual__
@iseeyouugly
@airbagged
@waterdragon1995
@thekirbybot
@pandarianssb
@_thalula_
@omegaglodson
@aynrandpaulryan
@mandalaurien

Top Tweeters in G10:
@kyungritaes
@nanaazmi5
@aceslowdive
@maprangnumnum
@roppongi_vice_f
@minjlsoo
@sadwoojin
@that__girl__sam
@tinkerhyun1326
@ifngt7knkboys24


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