MLB, Twitter, 4/8/2021 3:48:45 AM, 252285


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MLB_2021-04-07_18-54-31.xlsx
MLB_2021-04-07_18-54-31.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 08, 2021
Short Description:
MLB via NodeXL https://bit.ly/3s0UuhJ
@mlb
@brentbozell
@jojofromjerz
@kylegriffin1
@foxnews
@phillies
@briankempga
@breitbartnews
@fairfightaction
@twolee73623460

Top hashtags:
#mlb
#nhl
#gapol
#ringthebell
#sports
#giveaway
#money
#bitcoin
#ethereum
#bnb

Description:
Description
The graph represents a network of 17,458 Twitter users whose recent tweets contained "MLB", 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, 08 April 2021 at 02:47 UTC.

The tweets in the network were tweeted over the 2-hour, 43-minute period from Wednesday, 07 April 2021 at 23:10 UTC to Thursday, 08 April 2021 at 01:54 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 : 17458
Unique Edges : 25906
Edges With Duplicates : 10888
Total Edges : 36794
Number of Edge Types : 5
Replies to : 5079
Mentions : 11737
Retweet : 9995
MentionsInRetweet : 6486
Tweet : 3497
Self-Loops : 3611
Reciprocated Vertex Pair Ratio : 0.0152366921257706
Reciprocated Edge Ratio : 0.0300160391048652
Connected Components : 2610
Single-Vertex Connected Components : 1590
Maximum Vertices in a Connected Component : 12265
Maximum Edges in a Connected Component : 30531
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.118243
Graph Density : 8.59221355141242E-05
Modularity : 0.58945
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 17,458 Twitter users whose recent tweets contained "MLB", 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, 08 April 2021 at 02:47 UTC.

The tweets in the network were tweeted over the 2-hour, 43-minute period from Wednesday, 07 April 2021 at 23:10 UTC to Thursday, 08 April 2021 at 01:54 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 : MLB
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:
[39] https://www.breitbart.com/sports/2021/04/07/former-mlb-commish-rob-manfred-made-a-serious-mistake-by-pulling-out-of-georgia/?utm_source=facebook&utm_medium=social&fbclid=IwAR2RBykJ8-xvfZcxJOTdnhXUgVyKv9yuUkafO9oLLJCIpUOBiJjlZWk8ocA
[14] https://trib.al/8o8Exds
[8] https://www.mlb.com/gameday/braves-vs-nationals/2021/04/07/634595#game_state=final,game_tab=wrap,game=634595
[7] https://www.mlb.com/gameday/pirates-vs-reds/2021/04/07/634570?partnerId=sf141905494&sf141905494=1#game_state=final,lock_state=final,game_tab=wrap,game=634570
[6] https://www.dailywire.com/news/exclusive-new-daily-wire-poll-shows-woke-politics-could-hurt-mlbs-bottom-line?utm_campaign=Press&utm_medium=email&_hsmi=120102844&_hsenc=p2ANqtz--Wpjr61B8buMnuKjErBacv-uNBwBYGTCaQKmRlb0BDl2tjV4fclX4mxP2Zg9lHAXfrR3xU5Mo4PErTlaGr7ArWWZn_9A&utm_content=120102844&utm_source=hs_email
[6] https://twitchy.com/sarahd-313035/2021/04/07/informed-source-who-told-jake-tapper-that-mlb-had-no-choice-but-to-cave-to-fake-jim-crow-narrative-apparently-forgot-to-remind-him-where-cnns-hqd/
[5] https://rover.ebay.com/rover/1/711-127632-2357-0/16?swd=3&itm=284249533686&mpre=https%3A%2F%2Fwww.ebay.com%2Fitm%2F-%2F284249533686&user_name=marychick46&spid=2047675&mplxParams=user_name%2Citm%2Cswd%2Cmpre%2C&sojTags=swd%3Dswd%2Cdu%3Dmpre%2Citm%3Ditm%2Cuser_name%3Duser_name%2Cspid%3Dspid%2Csuri%3Dsuri%2C
[4] https://twitter.com/MLB/status/1379933208653991939
[4] https://www.mlb.com/gameday/rays-vs-red-sox/2021/04/07/634641?sf141907907=1#game_state=final,game_tab=boxscore,game=634641
[4] https://www.kuer.org/podcast/news-briefs/2021-04-07/pm-news-brief-vaccination-landmark-kane-county-poop-mlb-all-star-game-move

Top URLs in Tweet in G1:
[7] https://www.mlb.com/gameday/pirates-vs-reds/2021/04/07/634570?partnerId=sf141905494&sf141905494=1#game_state=final,lock_state=final,game_tab=wrap,game=634570
[2] https://www.nytimes.com/2021/04/02/us/politics/mlb-all-star-game-moved-atlanta-georgia.html
[2] https://twitter.com/cov19treatments/status/1379900986270044163
[2] https://twitter.com/pinetar_1/status/1379893049929699328
[2] https://twitter.com/CityCastDenver/status/1379896278818033665
[1] https://www.mlb.com/sponsorship/official-rules/scotts-opening-week-in-the-yard-sweepstakes
[1] https://twitter.com/DanScavino/status/1379150877668352000?s=20
[1] https://twitter.com/gitrdonelarry/status/1379910883653062658
[1] https://www.mlb.com/news/joc-pederson-gets-waffle-maker-for-home-run
[1] https://twitter.com/BrentBozell/status/1379801713440403458

Top URLs in Tweet in G2:
[4] https://www.kuer.org/podcast/news-briefs/2021-04-07/pm-news-brief-vaccination-landmark-kane-county-poop-mlb-all-star-game-move
[3] https://twitter.com/mlb/status/1379933208653991939
[3] https://spoantenna-neo.biz/beisbol/245078/
[2] https://twitter.com/MLB/status/1379933208653991939
[2] https://infiniteunknown.net/2021/04/07/wef-says-businesses-have-a-right-and-responsibility-to-dictate-what-elected-leaders-of-states-can-and-cannot-do-if-this-doesnt-tell-you-exactly-how-fascist-wef-great-reset-and-4ir-is-nothing-will/
[2] https://www.vippshop.com.br/MLB-1432729332-bracadeira-suporte-de-celular-resistente-agua-_JM
[2] https://www.mlb.com/video/dylan-carlson-s-grand-slam
[1] https://www.youtube.com/watch?v=YMwGl-GCgrc&feature=youtu.be

[1] https://hotair.com/allahpundit/2021/04/07/report-mlb-commissioner-yanked-star-game-speaking-stacey-abrams/
[1] https://www.breitbart.com/clips/2021/04/07/kennedy-mlb-decision-to-turn-baseball-into-a-blue-sport-makes-me-want-to-heave/

Top URLs in Tweet in G3:
[4] https://www.mlb.com/gameday/rays-vs-red-sox/2021/04/07/634641?sf141907907=1#game_state=final,game_tab=boxscore,game=634641
[3] https://www.mlb.com/twins/ballpark/information/2021-health-safety-guidelines?partnerID=redirect-min-playitsafe
[1] http://theshow.com/?utm_source=twitter&utm_medium=all&utm_campaign=42affinity
[1] https://bleacherreport.com/post/mlb/5d7b2387-4bb7-4691-9ec4-e69ab304ae24
[1] https://nesn.com/?p=1275906
[1] https://youtube.com/mlb
[1] https://twitter.com/BreitbartNews/status/1379934798861500422
[1] https://twitter.com/MLB/status/1379609181150400515
[1] https://twitter.com/Brewers/status/1377311041307172867
[1] https://www.mlb.com/gameday/twins-vs-tigers/2021/04/07/634598?sf141893541=1#game_state=preview,game_tab=box,game=634598

Top URLs in Tweet in G5:
[2] https://www.cnbc.com/2021/03/14/georgia-activists-pressure-big-corporations-to-oppose-voting-restrictions-.html
[1] https://www.dailywire.com/news/exclusive-new-daily-wire-poll-shows-woke-politics-could-hurt-mlbs-bottom-line?utm_campaign=Press&utm_medium=email&_hsmi=120102844&_hsenc=p2ANqtz--Wpjr61B8buMnuKjErBacv-uNBwBYGTCaQKmRlb0BDl2tjV4fclX4mxP2Zg9lHAXfrR3xU5Mo4PErTlaGr7ArWWZn_9A&utm_content=120102844&utm_source=hs_email
[1] https://twitter.com/CGasparino/status/1379845340795392002
[1] https://twitter.com/bluestein/status/1379896376125972480

Top URLs in Tweet in G6:
[2] https://www.nationalreview.com/2021/04/moving-the-mlb-all-star-game-to-denver-makes-zero-sense/?itm_campaign=headline-testing-moving-the-mlb-all-star-game-to-denver-makes-zero-sense&itm_medium=headline&itm_source=nationalreview&itm_content=The%20All-Star%20Game%E2%80%99s%20Move%20to%20Denver%20Is%20Completely%20Pointless&itm_term=The%20All-Star%20Game%E2%80%99s%20Move%20to%20Denver%20Is%20Completely%20Pointless
[2] http://www.mlb.com/yankees/sponsorship/official-rules/delta-round-tripper-sweepstakes
[1] https://freeroots.com/go/gowoke-gobroke-act
[1] https://legiscan.com/GA/text/SB202/id/2348602/Georgia-2021-SB202-Enrolled.pdf

Top URLs in Tweet in G8:
[5] https://twitchy.com/sarahd-313035/2021/04/07/informed-source-who-told-jake-tapper-that-mlb-had-no-choice-but-to-cave-to-fake-jim-crow-narrative-apparently-forgot-to-remind-him-where-cnns-hqd/
[2] https://amp.washingtontimes.com/news/2021/apr/6/woke-mlb-relocates-all-star-game-majority-black-ma/?utm_source=GeorgiaLogCabin
[1] https://dailycaller.com/2021/04/07/it-just-really-makes-me-want-to-heave-sen-kennedy-says-commissioner-has-turned-mlb-into-a-blue-sport/

Top URLs in Tweet in G9:
[1] https://www.youtube.com/watch?v=3JGmKHrWKMQ&feature=youtu.be


Top URLs in Tweet in G10:
[8] https://www.mlb.com/gameday/braves-vs-nationals/2021/04/07/634595#game_state=final,game_tab=wrap,game=634595
[3] https://www.foxbusiness.com/sports/georgia-restaurant-owner-mlb-moving-all-star-game-devastating-for-businesses

Top Domains
Top Domains in Tweet in Entire Graph:
[1322] twitter.com
[651] mlb.com
[368] foxnews.com
[228] youtube.com
[211] breitbart.com
[182] foxbusiness.com
[153] newsmax.com
[118] co.jp
[99] trib.al
[90] thefederalist.com

Top Domains in Tweet in G1:
[194] twitter.com
[120] mlb.com
[23] youtube.com
[14] wsj.com
[13] cincinnati.com
[8] foxnews.com
[7] com.mx
[7] nytimes.com
[5] aol.com
[4] co.us

Top Domains in Tweet in G2:
[464] twitter.com
[75] mlb.com
[61] youtube.com
[58] foxnews.com
[50] hoops227.tv
[47] linestarapp.com
[28] nike.com
[28] bankofamerica.com
[25] tacobell.com
[24] espn.com

Top Domains in Tweet in G3:
[137] mlb.com
[135] newsmax.com
[61] youtube.com
[54] twitter.com
[21] com.mx
[15] pickscity.com
[15] theshow.com
[13] sportsnet.ca
[13] espn.com
[9] lastwordonsports.com

Top Domains in Tweet in G4:
[12] thedcpatriot.com
[10] wsj.com
[6] gellerreport.com
[3] billoreilly.com
[2] amgreatness.com
[2] breitbart.com
[2] dailywire.com
[1] twitter.com
[1] washingtontimes.com
[1] freeroots.com

Top Domains in Tweet in G5:
[77] twitter.com
[18] foxnews.com
[12] thefirsttv.com
[11] cnbc.com
[10] foxbusiness.com
[6] usatoday.com
[6] twitchy.com
[5] cnn.com
[5] breitbart.com
[5] hotair.com

Top Domains in Tweet in G6:
[46] twitter.com
[38] substack.com
[35] mlb.com
[15] westernjournal.com
[11] foxnews.com
[10] breitbart.com
[5] nationalreview.com
[4] dailywire.com
[4] co.jp
[3] thefederalist.com

Top Domains in Tweet in G7:
[9] twitter.com
[7] apple.com
[1] abovethelaw.com

Top Domains in Tweet in G8:
[198] foxnews.com
[76] twitter.com
[36] twitchy.com
[29] washingtontimes.com
[13] miamiherald.com
[5] nationalcenter.org
[5] saraacarter.com
[5] eastcobbnews.com
[3] breitbart.com
[3] cnsnews.com

Top Domains in Tweet in G9:
[18] twitter.com
[8] foxnews.com
[7] wsj.com
[7] hannity.com
[5] youtube.com
[5] 9news.com
[4] mlb.com
[3] facebook.com
[3] apple.com
[2] theleoterrell.com

Top Domains in Tweet in G10:
[157] foxbusiness.com
[60] mlb.com
[14] mlbshop.com
[13] outkick.com
[12] yahoo.com
[9] foxnews.com
[9] twitter.com
[7] youtube.com
[2] townhall.com
[1] dailycaller.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2055] mlb
[321] nhl
[294] gapol
[283] ringthebell
[259] sports
[235] giveaway
[233] money
[230] bitcoin
[230] ethereum
[230] bnb



Top Hashtags in Tweet in G1:
[132] mlb
[78] datavisualization
[46] reds
[38] mlballstargame
[26] ringthebell
[20] boycottmlb
[15] straightuptx
[15] yankees
[14] baseball
[11] fortheh

Top Hashtags in Tweet in G2:
[421] mlb
[53] yankees
[47] dfs
[41] gamblingtwitter
[41] news
[40] baseball
[29] dodgers
[27] nba
[19] squadup
[18] bluejays

Top Hashtags in Tweet in G3:
[272] mlb
[33] baseball
[30] mntwins
[21] ringthebell
[17] whitesox
[17] dodgers
[16] mlbtheshow
[15] juntosmiami
[14] yankees
[14] redsox

Top Hashtags in Tweet in G4:
[2] joebiden
[2] mlb
[2] noballs
[2] boycottmlb
[1] gowokegobroke
[1] gqpcancelculture

Top Hashtags in Tweet in G5:
[141] gapol
[15] mlb
[8] georgia
[6] mlballstargame
[6] gopvotersuppression
[6] gop
[5] votersuppression
[4] allstargame
[4] kkkemp
[4] jimcrow2

Top Hashtags in Tweet in G6:
[46] mlb
[23] voterid
[17] sweepstakes
[13] boycottmlb
[12] yankees
[11] stopvotersuppression
[10] coke
[10] mlbtwitter
[9] mcconnell
[9] delta

Top Hashtags in Tweet in G7:
[7] baseball
[7] boycottmlb
[7] mitchmcconnell
[1] gapol
[1] smartnews

Top Hashtags in Tweet in G8:
[22] mlb
[13] china
[6] georgia
[5] atlanta
[5] delta
[3] baseball
[3] mlbtwitter
[3] allstargame
[3] allstars
[2] waittosee

Top Hashtags in Tweet in G9:
[20] mlb
[12] georgia
[11] bidensamerica
[11] voterfraudvirus
[7] cancelculture
[6] foxnews
[6] allstargame
[4] boycottmlb
[3] rolandmartinunfiltered
[3] 9sports

Top Hashtags in Tweet in G10:
[61] braves
[58] forthea
[23] mlb
[14] ad
[6] boycottmlb
[4] mets
[3] cardinals
[3] allstargame
[3] colorado
[2] shoheiohtani

Top Words
Top Words in Tweet in Entire Graph:
[15175] mlb
[3520] game
[2757] georgia
[2677] star
[2068] #mlb
[1499] colorado
[1239] voting
[1168] city
[1082] decision
[1078] baseball

Top Words in Tweet in G1:
[3105] mlb
[272] reds
[270] game
[194] runs
[191] more
[174] georgia
[172] voting
[167] first
[162] time
[156] graphic

Top Words in Tweet in G2:
[1020] mlb
[420] #mlb
[248] game
[127] star
[101] baseball
[93] georgia
[93] more
[87] first
[85] season
[83] ml

Top Words in Tweet in G3:
[951] mlb
[276] #mlb
[246] mariners
[196] athletics
[184] game
[176] inning
[170] runs
[153] scored
[153] 6th
[147] complete

Top Words in Tweet in G4:
[1103] mlb
[813] georgia
[753] beijing
[706] colorado
[705] city
[704] find
[704] really
[703] needs
[703] leave
[703] feel

Top Words in Tweet in G5:
[1391] mlb
[727] staceyabrams
[523] decision
[472] game
[437] star
[381] usatoday
[379] ajc
[312] boycott
[301] atlanta
[294] against

Top Words in Tweet in G6:
[905] mlb
[444] delta
[412] fuck
[386] cocacola
[305] georgia
[254] biden
[221] support
[216] woke
[204] consumers
[184] political

Top Words in Tweet in G7:
[899] mlb
[542] american
[344] people
[337] game
[328] star
[278] re
[275] republicans
[272] think
[272] coca
[272] cola

Top Words in Tweet in G8:
[520] mlb
[292] star
[246] game
[236] pressure
[213] stacey
[207] move
[202] abrams
[199] commissioner
[198] voting
[191] biden

Top Words in Tweet in G9:
[407] mlb
[198] game
[178] star
[137] georgia
[135] black
[112] move
[102] atlanta
[101] 000
[77] people
[76] more

Top Words in Tweet in G10:
[177] mlb
[166] abrams
[163] stacey
[163] biden
[162] consequences
[160] world
[159] disinformation
[158] joe
[157] campaign
[61] #braves

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2512] star,game
[817] mlb,needs
[817] leave,georgia
[808] georgia,colorado
[795] needs,leave
[795] colorado,find
[795] find,city
[795] city,really
[795] really,feel
[795] feel,home

Top Word Pairs in Tweet in G1:
[110] leaders,1871
[109] runs,reds
[109] 24,hours
[108] star,game
[107] 25,runs
[106] last,24
[88] reds,last
[84] voter,id
[82] mlb,fans
[79] time,hits

Top Word Pairs in Tweet in G2:
[119] star,game
[59] mlb,show
[43] mlb,commissioner
[39] more,#dfs
[39] #dfs,#mlb
[39] #mlb,#news
[38] extra,innings
[34] stacey,abrams
[33] white,sox
[32] show,21

Top Word Pairs in Tweet in G3:
[153] scored,runs
[152] mariners,scored
[152] runs,6th
[152] 6th,inning
[108] mitch,moreland
[101] comeback,complete
[101] complete,mitch
[101] moreland,walks
[101] walks,athletics
[75] grand,slam

Top Word Pairs in Tweet in G4:
[703] mlb,needs
[703] needs,leave
[703] leave,georgia
[703] georgia,colorado
[703] colorado,find
[703] find,city
[703] city,really
[703] really,feel
[703] feel,home
[703] home,beijing

Top Word Pairs in Tweet in G5:
[417] star,game
[317] staceyabrams,mlb
[272] mlb,usatoday
[272] usatoday,ajc
[272] game,atlanta
[261] against,boycott
[256] bluestein,staceyabrams
[165] scoop,mlb
[165] robmanfred's,decision
[160] owners,blindsided

Top Word Pairs in Tweet in G6:
[166] 64,americans
[166] americans,including
[166] including,majority
[166] majority,mlb
[166] mlb,fans
[166] fans,delta
[166] delta,air
[166] air,lines
[166] lines,customers
[166] customers,cocacola

Top Word Pairs in Tweet in G7:
[328] star,game
[272] coca,cola
[271] dear,republicans
[271] republicans,think
[271] think,mlb
[271] mlb,coca
[271] cola,overstepped
[271] overstepped,terrorists
[271] terrorists,attacked
[271] attacked,capitol

Top Word Pairs in Tweet in G8:
[236] star,game
[202] move,star
[197] stacey,abrams
[196] mlb,commissioner
[189] commissioner,decided
[189] decided,move
[189] game,pressure
[189] pressure,stacey
[189] abrams,voting
[189] voting,issues

Top Word Pairs in Tweet in G9:
[175] star,game
[101] move,star
[89] mlb,move
[78] game,atlanta
[63] people,color
[60] black,pop
[57] more,restrictive
[54] black,businesses
[50] businesses,workers
[49] 000,000

Top Word Pairs in Tweet in G10:
[163] stacey,abrams
[159] world,consequences
[158] joe,biden
[157] consequences,stacey
[157] abrams,joe
[157] biden,disinformation
[157] disinformation,campaign
[42] recap,ynoa
[42] ynoa,panda
[42] panda,lift

Top Replied-To
Top Replied-To in Entire Graph:
@mlb
@bluestein
@seanspicer
@cgasparino
@jaketapper
@senatortimscott
@staceyabrams
@foxnews
@randpaul
@dennisvaldes

Top Replied-To in G1:
@mlb
@seanspicer
@senatortimscott
@scottforflorida
@bryanhoch
@cincyfever15
@reds
@marcorubio
@jackstros2
@adamcopes

Top Replied-To in G3:
@mlb
@orioles
@minneso00991
@markyancey4
@mexicanos_mlb
@lovesthetruth8
@2021democracy
@mlbstats
@chris_cap07
@espn

Top Replied-To in G4:
@gitrdonelarry
@wsj
@kamvtv
@billoreilly
@brentbozell
@america52096996
@themasters
@xcpb
@lancegooden
@bobbyjeffriespa

Top Replied-To in G5:
@bluestein
@cgasparino
@jaketapper
@staceyabrams
@dennisvaldes
@timcameron
@bwh85
@govkemp
@player_alliance
@optionyout

Top Replied-To in G6:
@guypbenson
@100froglegs
@mlb
@thorsson_john
@bhg70
@righteousbabe4
@yankees
@realmichaelkay
@hawleymo
@mubazieric

Top Replied-To in G7:
@imkarendammit
@dotheri30432667
@volinxx
@randpaul
@jojofromjerz
@bluestein
@kylegriffin1

Top Replied-To in G8:
@foxnews
@timmurtaugh
@senjohnkennedy
@r0ckadile
@jk717
@dudeschnitzel
@profhinkley
@mlb
@realamvoice
@amy21123

Top Replied-To in G9:
@lisamarieboothe
@senmikelee
@tedcruz
@mlb
@cvpayne
@bulltra38093782
@lgillon2
@rolandsmartin
@mayorhancock
@aspenaidan

Top Replied-To in G10:
@briankempga
@kloeffler
@mlb
@ormehoes
@bigjesus09
@braves
@smilingmallard2
@mridgwayjones
@govkemp
@southsidesteve

Top Mentioned
Top Mentioned in Entire Graph:
@mlb
@staceyabrams
@delta
@cocacola
@usatoday
@ajc
@robmanfred
@mariners
@pardonmypick
@athletics

Top Mentioned in G1:
@mlb
@reds
@joebiden
@senatortimscott
@betweenthenums
@reverendwarnock
@astros
@athletics
@ratiodbylebron
@abreg_1

Top Mentioned in G2:
@tmtwmoney
@_shanespicks
@onepickwinner
@politic_talks
@gopdisgraced
@clutchhitterdfs

Top Mentioned in G3:
@mlb
@mariners
@athletics
@dcarls_06
@youtube
@mlbnetwork
@yungjoc650
@orioles
@redsox
@shanebieber19

Top Mentioned in G4:
@wsjopinion
@mlb
@nba
@lancegooden
@ryanafournier
@gitrdonelarry
@nospinnews

Top Mentioned in G5:
@mlb
@staceyabrams
@usatoday
@ajc
@robmanfred
@bluestein
@jaketapper
@cgasparino
@delta
@govkemp

Top Mentioned in G6:
@mlb
@delta
@cocacola
@girlscouts
@patagonia
@yankees
@united
@guypbenson
@americanair
@homedepot

Top Mentioned in G7:
@bradleywhitford
@mlb
@themasters

Top Mentioned in G8:
@mlb
@foxnews
@realdrgina
@jrzyjoepiscopo
@joepiscoposhow
@twitchyteam
@ingrahamangle
@project21news
@nationalcenter
@allamericanjen

Top Mentioned in G9:
@mlb
@nba
@nfl
@allstargame
@rockies
@potus
@nascar
@nhl
@mayorhancock
@rolandsmartin

Top Mentioned in G10:
@mlb
@braves
@claytravis
@briankempga
@mlb_players
@hokiemike
@yahoo
@willcain
@kloeffler
@wsj

Top Tweeters
Top Tweeters in Entire Graph:
@caraotadigital
@xboxsupport
@missb62
@americanair
@tmobilehelp
@aochin_net
@robinsnewswire
@dynamocooligan
@eazeee2004
@zyiteblog

Top Tweeters in G1:
@ladivinadiva
@1catherinesiena
@shirfire218
@utzaake
@arriadna
@ihitcurves
@dianachic1
@crystal4obama
@billsmafia178
@bassaces1

Top Tweeters in G2:
@aochin_net
@robinsnewswire
@jcc_news
@venezuelaaldia
@2001online
@lado_mx
@rachelgriesmer
@latestscore
@starrick1
@thereal_kdubb

Top Tweeters in G3:
@eazeee2004
@hrblock_21
@richslate
@freddy13perez
@famouspixs
@spencz1997
@davidwon4206
@mrhan730
@thomasmarinojr
@queensicez

Top Tweeters in G4:
@patriotmarie
@andreinilla
@k_dubb_80
@jimboazil
@twittachicca
@eclectelectric
@realmattcouch
@wsj
@sherrardsebooks
@digino69

Top Tweeters in G5:
@patriot_girl_tx
@prime_bee
@roripierpont1
@wsbtv
@blackrepublican
@real_stephanie
@shareitarie10
@monicarivpin
@mightymouth5413
@deejay90192

Top Tweeters in G6:
@americanair
@aprinc3ss88
@united
@delta
@thereal_rebel
@southwestair
@thehill
@docwashburn
@cotey_mary
@biggles14

Top Tweeters in G7:
@rachel_mcrea
@kak089
@enrico056
@reneevoicebrand
@sylviaz1913
@girlzinger
@sallyagale
@alaskarebel
@jameskthompson1
@jcr914

Top Tweeters in G8:
@manchuriandevil
@fl85
@oldsalz
@yakohsei
@bikerbd
@mefbama
@ldga123456
@foxnews
@tevet
@hrothenb

Top Tweeters in G9:
@jmramos1701d
@rolandsmartin
@9news
@ae4ca
@appsame
@catlady628
@xeni
@tblackwe85
@ap
@wwe

Top Tweeters in G10:
@bigtimefootball
@uscgamecockboy
@mcarsonaos
@anthonyabides
@eazilynunu
@rk55mk
@baseballcrank
@johnschreiber8
@hairlinevegetas
@thetybeetimes