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papi Twitter NodeXL SNA Map and Report for Tuesday, 11 June 2019 at 11:38 UTC
papi Twitter NodeXL SNA Map and Report for Tuesday, 11 June 2019 at 11:38 UTC
From:
docassar
Uploaded on:
June 12, 2019
Short Description:
papi via NodeXL http://bit.ly/2Xa5qxS
@barackobama
@liltunechi
@davidortiz
@redsox
@mlb
@barstoolsports
@tombrady
@miguegranados
@victor_pena10pc
@marywcvb

Top hashtags:
#wcvb
#bigpapi
#boston
#bigpapistrong
#redsox
#bostonstrong
#davidortiz
#breaking
#wbz

Description:
Description
The graph represents a network of 18,736 Twitter users whose recent tweets contained "papi", 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 June 2019 at 12:05 UTC.

The tweets in the network were tweeted over the 9-hour, 11-minute period from Tuesday, 11 June 2019 at 02:25 UTC to Tuesday, 11 June 2019 at 11:37 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 : 18736
Unique Edges : 21818
Edges With Duplicates : 2787
Total Edges : 24605
Number of Edge Types : 4
Retweet : 11931
Replies to : 3168
Mentions : 5731
Tweet : 3775
Self-Loops : 3800
Reciprocated Vertex Pair Ratio : 0.0134020618556701
Reciprocated Edge Ratio : 0.0264496439471007
Connected Components : 3842
Single-Vertex Connected Components : 1772
Maximum Vertices in a Connected Component : 10405
Maximum Edges in a Connected Component : 15593
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 4.520258
Graph Density : 5.60083706019755E-05
Modularity : 0.745554
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[22] https://www.foxnews.com/sports/david-big-papi-ortiz-arrives-to-boston-for-treatment-after-being-shot-in-a-bar-in-the-dominican-republic
[21] https://twitter.com/mlb/status/1138224592068255749
[20] https://twitter.com/espn/status/1138279661962780677
[18] https://www.dailymail.co.uk/news/article-7124467/Crowd-attacks-suspect-accused-shooting-David-Big-Papi-Ortiz.html
[18] https://twitter.com/cordovaelita/status/1138288484739878914
[18] https://trib.al/PT1B5zT
[17] https://twitter.com/mlbnetwork/status/1138294489234235394
[16] https://www.wcvb.com/article/big-papi-david-ortiz-to-be-flown-to-boston-for-treatment-after-being-shot/27888844
[15] https://twitter.com/jared_carrabis/status/1138312276967116801
[14] https://twitter.com/barstoolsports/status/1138271890802388992

Top URLs in Tweet in G1:
[17] https://trib.al/PT1B5zT
[7] https://trib.al/LzrcMCl
[6] https://trib.al/6nQSA5O
[6] https://trib.al/NVb5wk2
[5] https://trib.al/8fzOsnu
[5] https://twitter.com/mlbnetwork/status/1138294489234235394
[4] https://trib.al/2YVZB6n
[3] https://trib.al/ITg8PLD
[3] https://twitter.com/MLBNetwork/status/1138294489234235394
[3] https://twitter.com/barackobama/status/1138111627063169025

Top URLs in Tweet in G2:
[3] https://twitter.com/petefrates3/status/1138098874135076864
[2] https://www.lastampa.it/2019/06/10/vaticaninsider/vigan-su-mccarrick-il-papa-mente-anche-benedetto-xvi-e-giovanni-paolo-ii-hanno-commesso-errori-xiKZtSlNQ2tLHbBxlJPcxO/pagina.html?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.dw.com/p/3KADW
[1] https://www.instagram.com/p/BykU5vVgZ4Y/?igshid=1tok4w8kzh5mr
[1] https://twitter.com/barackobama/status/1138111627063169025
[1] https://www.yahoo.com/article/news/2019/06/10/barack-obama-reacts-to-david-ortiz-shooting-get-well-soon-papi/23746215/
[1] https://theobamadiary.com/2019/06/10/get-well-soon-big-papi/
[1] https://twitter.com/MLBNetwork/status/1138294489234235394
[1] https://www.youtube.com/watch?v=nRzQc1HhqmQ&app=desktop

[1] https://twitter.com/michael7news/status/1138275524839706629

Top URLs in Tweet in G3:
[19] https://www.foxnews.com/sports/david-big-papi-ortiz-arrives-to-boston-for-treatment-after-being-shot-in-a-bar-in-the-dominican-republic
[11] https://twitter.com/mlb/status/1138224592068255749
[9] http://www.enlaraya.com/baseball/big-papi-recibio-disparo-espalda/
[8] https://www.wcvb.com/article/big-papi-david-ortiz-lands-in-boston-on-medical-flight-from-dominican-escorted-to-mass-general/27888844
[8] https://twitter.com/ivonnelago/status/1137909886623334400
[7] https://twitter.com/barstoolsports/status/1138271890802388992
[7] https://twitter.com/baseballbros/status/1138106323349004289
[7] https://twitter.com/mlbnetwork/status/1138294489234235394
[6] https://twitter.com/barackobama/status/1138111627063169025
[6] https://twitter.com/jared_carrabis/status/1138272915659657216

Top URLs in Tweet in G4:
[1] https://twitter.com/jared_carrabis/status/1138312276967116801
[1] https://twitter.com/mlb/status/1137923963252891648

Top URLs in Tweet in G5:
[1] https://twitter.com/mlbnetwork/status/1138294489234235394
[1] https://twitter.com/thefreerifleman/status/1138146450691350529
[1] https://twitter.com/bullshitpress/status/1137926669262622720
[1] https://twitter.com/dailymail/status/1138139237625335808
[1] https://www.basementbarstool.com/2019/06/a-gunman-shpt-big-papi-but-he-killed.html
[1] https://twitter.com/nick_du4/status/1138272859728547842

Top URLs in Tweet in G6:
[16] https://www.wcvb.com/article/big-papi-david-ortiz-to-be-flown-to-boston-for-treatment-after-being-shot/27888844
[5] https://boston.cbslocal.com/2019/06/10/david-ortiz-shot-big-papi-shooting-boston-red-sox-dominican-republic-eddy-feliz-garcia/
[4] https://www.wcvb.com/article/david-ortiz-s-dad-big-papi-will-be-around-for-a-long-time-yet/27888486?utm_campaign=WCVB&utm_content=5cff23e6ba8a6c00014d0c13&utm_medium=twitter&utm_source=trueAnthem%3A+Trending+Content
[3] https://www.wcvb.com/article/big-papi-s-big-impact-on-children-s-healthcare-through-his-own-charity/27900999?utm_campaign=WCVB&utm_content=5cff1dfc41a25300014f0b5e&utm_medium=twitter&utm_source=trueAnthem%3A+New+Content+%28Feed%29
[3] https://whdh.com/sports/red-sox-big-papi-fans-rally-around-ortiz-after-shooting/
[2] https://www.wcvb.com/article/david-ortiz-s-dad-big-papi-will-be-around-for-a-long-time-yet/27888486?utm_campaign=WCVB&utm_content=5cff657dfe86c30001b465bc&utm_medium=twitter&utm_source=trueAnthem%3A+Trending+Content
[1] https://www.wcvb.com/article/big-papi-david-ortiz-to-be-flown-to-boston-for-treatment-after-being-shot/27888844?utm_campaign=WCVB&utm_content=5cfe99845bfd3900012c0204&utm_medium=twitter&utm_source=trueAnthem%3A+New+Content+%28Feed%29
[1] https://www.wcvb.com/article/players-fans-react-to-former-red-sox-slugger-david-ortiz-big-papi-shooting/27872949
[1] https://www.wmtw.com/article/big-papi-david-ortiz-to-be-flown-to-boston-for-treatment-after-being-shot/27893628
[1] https://www.dailymail.co.uk/news/article-7124467/Crowd-attacks-suspect-accused-shooting-David-Big-Papi-Ortiz.html

Top URLs in Tweet in G7:
[2] https://www.si.com/mlb/2019/06/10/david-ortiz-shot-dominican-republic-boston-red-sox-player-reactions?utm_campaign=sinow&utm_source=twitter.com&xid=socialflow_twitter_si&utm_medium=social
[2] https://twitter.com/sportscenter/status/1137907918462959616

Top URLs in Tweet in G8:
[1] https://trib.al/PT1B5zT

Top URLs in Tweet in G9:
[5] https://twitter.com/MaryWCVB/status/1138263584717332486
[4] https://twitter.com/xhosa_goddess/status/1138067920960073728
[3] https://twitter.com/aclrecoveryclub/status/1138268211378450432
[3] https://twitter.com/pagesix/status/1138068837658705920
[3] https://twitter.com/slimrel__/status/1135737302301511680
[2] https://twitter.com/thatguyamil/status/1138290108434698246
[2] https://twitter.com/ScottStrazzante/status/1138293172080193536
[2] https://twitter.com/dell_city/status/1138298755982266368
[2] https://twitter.com/neezlouize/status/1137909931372359681
[2] https://twitter.com/am5nda/status/1137834532663697411

Top URLs in Tweet in G10:
[9] https://twitter.com/jared_carrabis/status/1138312276967116801
[2] https://twitter.com/dSoldevila/status/1137942181229027328
[1] https://podcasts.apple.com/us/podcast/section-10/id976803232?mt=2
[1] https://twitter.com/marywcvb/status/1138270991145152513
[1] https://twitter.com/barackobama/status/1138111627063169025
[1] https://twitter.com/jared_carrabis/status/1138272915659657216
[1] https://twitter.com/steve_perrault/status/1137933136287997953
[1] https://twitter.com/jared_carrabis/status/1138275859142516736

Top Domains
Top Domains in Tweet in Entire Graph:
[953] twitter.com
[66] trib.al
[44] instagram.com
[41] wcvb.com
[39] facebook.com
[38] youtube.com
[36] co.uk
[25] noticias24.com
[25] foxnews.com
[23] curiouscat.me

Top Domains in Tweet in G1:
[61] twitter.com
[61] trib.al
[11] instagram.com
[9] com.do
[7] tweetedtimes.com
[6] com.mx
[3] wcvb.com
[2] youtube.com
[2] cnn.com
[1] listindiario.com

Top Domains in Tweet in G2:
[6] twitter.com
[2] lastampa.it
[1] dw.com
[1] instagram.com
[1] yahoo.com
[1] theobamadiary.com
[1] youtube.com

Top Domains in Tweet in G3:
[379] twitter.com
[38] facebook.com
[21] instagram.com
[21] foxnews.com
[20] curiouscat.me
[9] wcvb.com
[9] enlaraya.com
[7] co.uk
[5] cnn.com
[5] youtube.com

Top Domains in Tweet in G4:
[2] twitter.com

Top Domains in Tweet in G5:
[5] twitter.com
[1] basementbarstool.com

Top Domains in Tweet in G6:
[27] wcvb.com
[5] cbslocal.com
[3] whdh.com
[3] twitter.com
[1] wmtw.com
[1] co.uk
[1] instagram.com

Top Domains in Tweet in G7:
[2] si.com
[2] twitter.com

Top Domains in Tweet in G8:
[1] trib.al

Top Domains in Tweet in G9:
[82] twitter.com
[2] nbcsandiego.com
[2] espn.com
[1] listindiario.com
[1] iheartradio.ca
[1] facebook.com
[1] traxsource.com

Top Domains in Tweet in G10:
[16] twitter.com
[1] apple.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[477] wcvb
[130] bigpapi
[90] boston
[74] bigpapistrong
[74] redsox
[57] bostonstrong
[57] davidortiz
[36] breaking
[23] wbz
[22] laalternativaesurtubey



Top Hashtags in Tweet in G1:
[53] wcvb
[24] bigpapistrong
[18] bostonstrong
[18] bigpapi
[15] redsox
[14] davidortiz
[12] lasmayores
[9] boston
[8] minutocnn
[8] redsoxnation

Top Hashtags in Tweet in G2:
[9] bigpapi
[3] bostonstrong
[2] bigpapistrong
[1] insidersexchange
[1] davidortizstrong
[1] get
[1] lvbyoutube
[1] prayforpapi

Top Hashtags in Tweet in G3:
[24] bigpapistrong
[23] davidortiz
[20] bigpapi
[15] bostonstrong
[11] redsox
[9] papi
[5] papistrong
[5] boston
[5] noticias
[4] mlb

Top Hashtags in Tweet in G5:
[3] prayforpapi
[2] davidortizstrong
[2] wcvb
[1] prayersforpapi
[1] stanleycupfinal
[1] bigpapistrong
[1] bostonredsox
[1] papi
[1] papistrong
[1] davidortiz

Top Hashtags in Tweet in G6:
[401] wcvb
[72] boston
[68] bigpapi
[22] redsox
[19] wbz
[11] legend
[9] breaking
[3] bigpapistrong
[2] davidortiz
[2] bostonstrong

Top Hashtags in Tweet in G7:
[3] wcvb
[1] getbetter
[1] bigpapíforever
[1] wbz

Top Hashtags in Tweet in G9:
[6] nbafinals
[6] redsox
[4] disguting
[4] wethenorth
[3] strengthinnumbers
[3] dubnation
[2] e32019
[2] mondaymotivation
[1] mlb
[1] rt

Top Hashtags in Tweet in G10:
[2] wcvb
[1] unleón
[1] respect
[1] bostonstrong
[1] yikes
[1] nationalbaseballjournalist

Top Words
Top Words in Tweet in Entire Graph:
[21148] Words in Sentiment List#1: Positive
[3097] Words in Sentiment List#2: Negative
[144] Words in Sentiment List#3: Angry/Violent
[326466] Non-categorized Words
[350741] Total Words
[15954] papi
[7845] big
[4757] well
[4232] boston
[3156] david

Top Words in Tweet in G1:
[3533] papi
[2707] big
[1244] davidortiz
[1241] moment
[1239] reflection
[1132] redsox
[887] hold
[836] recovery
[765] wishing
[542] boston

Top Words in Tweet in G2:
[1934] papi
[1880] well
[1869] soon
[1867] boston
[1866] david
[1862] recovery
[1857] speedy
[1856] today
[1853] wishing
[1852] six

Top Words in Tweet in G3:
[1690] papi
[577] big
[178] ortiz
[175] boston
[166] david
[97] sox
[95] shot
[95] s
[93] red
[81] well

Top Words in Tweet in G4:
[1413] papi
[1407] big
[1406] well
[1403] kd
[1401] bro
[9] liltunechi
[4] six
[4] years
[4] ago
[4] david

Top Words in Tweet in G5:
[828] papi
[708] big
[671] boston
[667] back
[105] shot
[103] david
[100] ortiz
[99] apparently
[99] happens
[99] mess

Top Words in Tweet in G6:
[599] papi
[552] big
[414] #wcvb
[296] god
[294] speed
[157] being
[146] davidortiz
[143] shot
[116] hospital
[115] mass

Top Words in Tweet in G7:
[643] papi
[596] boston
[585] soon
[584] well
[536] defines
[536] strong
[534] friend
[58] big
[51] david
[47] six

Top Words in Tweet in G8:
[1518] durant
[1012] ud
[1012] señor
[512] papi
[506] pones
[506] pilas
[506] pago
[506] nba
[506] league
[506] pass

Top Words in Tweet in G9:
[97] papi
[77] big
[63] s
[59] t
[53] game
[46] lowry
[39] kyle
[38] up
[36] bro
[30] warriors

Top Words in Tweet in G10:
[320] papi
[116] big
[110] s
[92] ortiz
[89] david
[71] baseball
[60] game
[60] love
[55] world
[54] one

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[7622] big,papi
[3061] well,soon
[2517] speedy,recovery
[2356] wishing,speedy
[2279] soon,papi
[2094] recovery,well
[2040] david,ortiz's
[2033] years,ago
[2029] boston,marathon
[2029] marathon,bombing

Top Word Pairs in Tweet in G1:
[2647] big,papi
[1237] moment,reflection
[1237] reflection,big
[886] redsox,hold
[886] hold,moment
[586] recovery,davidortiz
[511] speedy,recovery
[457] well,soon
[404] wishing,speedy
[347] papi,wishing

Top Word Pairs in Tweet in G2:
[1869] well,soon
[1857] speedy,recovery
[1853] wishing,speedy
[1853] soon,papi
[1852] six,years
[1852] years,ago
[1852] ago,david
[1852] david,ortiz's
[1852] ortiz's,spirit
[1852] spirit,resolve

Top Word Pairs in Tweet in G3:
[550] big,papi
[137] david,ortiz
[90] red,sox
[42] well,soon
[37] dominican,republic
[27] ortiz,big
[27] back,boston
[25] mass,general
[25] papi,shot
[23] coca,papi

Top Word Pairs in Tweet in G4:
[1407] big,papi
[1402] papi,well
[1401] kd,bro
[1401] bro,big
[4] six,years
[4] years,ago
[4] ago,david
[4] david,ortiz's
[4] ortiz's,spirit
[4] spirit,resolve

Top Word Pairs in Tweet in G5:
[707] big,papi
[664] papi,back
[664] back,boston
[100] david,ortiz
[99] apparently,shot
[99] shot,david
[99] ortiz,happens
[99] happens,mess
[99] mess,papi
[99] papi,dominican

Top Word Pairs in Tweet in G6:
[541] big,papi
[294] god,speed
[293] speed,big
[293] papi,#wcvb
[139] being,shot
[115] mass,general
[108] general,hospital
[98] arrived,mass
[94] papi,davidortiz
[81] davidortiz,arrived

Top Word Pairs in Tweet in G7:
[581] well,soon
[535] boston,strong
[534] papi,defines
[534] defines,boston
[534] strong,well
[534] soon,friend
[56] big,papi
[47] six,years
[47] years,ago
[47] ago,david

Top Word Pairs in Tweet in G8:
[1012] señor,durant
[506] durant,pones
[506] pones,pilas
[506] pilas,papi
[506] papi,pago
[506] pago,nba
[506] nba,league
[506] league,pass
[506] pass,verlo
[506] verlo,ud

Top Word Pairs in Tweet in G9:
[75] big,papi
[36] kyle,lowry
[21] david,ortiz
[17] don,t
[15] game,6
[14] players,send
[12] send,love
[12] love,big
[12] papi,recovers
[12] kevin,durant

Top Word Pairs in Tweet in G10:
[114] big,papi
[83] david,ortiz
[52] baseball,world
[52] world,anxiously
[52] anxiously,awaits
[52] awaits,update
[52] update,one
[52] one,beloved
[52] beloved,players
[52] players,play

Top Replied-To
Top Replied-To in Entire Graph:
@barackobama
@davidortiz
@papi_potassium
@jared_carrabis
@papi_ilegal
@redsox
@kokoa_papi
@papi_kokopi
@papi_1130ika
@papi_skreech

Top Replied-To in G1:
@davidortiz
@redsox
@mlb
@mlbnetwork
@gfstarr1
@45pedromartinez
@nhlbruins
@elgarysanchez
@allttv2015
@speakerpelosi

Top Replied-To in G2:
@barackobama
@breakingnews
@rvh95
@jared_carrabis
@laf3mm3nikita

Top Replied-To in G3:

Top Replied-To in G4:
@liltunechi
@antwanblack_

Top Replied-To in G5:
@barstoolsports
@stoolpresidente
@dodgers
@mchooyah
@jcscrew
@jrod629

Top Replied-To in G6:
@peteabe
@wcvb
@marywcvb
@mikelacrossewbz
@redsox
@wbzsports
@sliceofsully
@b_murph1021
@breakngnewsphtg
@conor_gillis

Top Replied-To in G7:
@tombrady
@sinow
@larrygantz8
@redsoxfan426

Top Replied-To in G9:
@papi_skreech
@pjd_00
@marlyriveraespn
@kenneth_dunson
@papi_trulo
@versace_papi_
@sportscenter
@papi_loza21
@marzette700
@_therealkeno

Top Replied-To in G10:
@jared_carrabis
@masslivenews
@hairy_mcdowell
@bjlynam9
@deflategator
@barstoolsports

Top Mentioned
Top Mentioned in Entire Graph:
@davidortiz
@redsox
@davidortizfund
@steve_perrault
@nhlbruins
@massgeneralnews
@bostonlogan
@bostonpolice
@massstatepolice
@mlbnetwork

Top Mentioned in G1:
@davidortiz
@redsox
@davidortizfund
@nhlbruins
@mlbnetwork
@intentionaltalk
@45pedromartinez
@mlb
@enrique_rojas1
@cnnee

Top Mentioned in G2:
@barackobama
@davidortiz
@lastampa
@tomcaron
@anaridis
@jared_carrabis
@matiasgarciard

Top Mentioned in G3:
@lanoticiacaribe
@surestesur

Top Mentioned in G4:
@liltunechi

Top Mentioned in G5:
@redsox
@barstoolsports
@davidortiz
@stoolpresidente
@spittinchiclets
@nhlbruins
@section10pod
@damn_dru
@jjod103
@oskarina_ortiz

Top Mentioned in G6:
@davidortiz
@massgeneralnews
@bostonlogan
@bostonpolice
@massstatepolice
@massgeneral
@redsox
@nbc10boston
@wbz
@anaridis

Top Mentioned in G7:
@redsox
@tombrady
@nhlbruins
@bangr0nknandez

Top Mentioned in G8:
@redsox

Top Mentioned in G9:
@warriors
@kdtrey5
@klaythompson
@pjd_00
@kenneth_dunson
@raptors
@nba
@marlyriveraespn
@papi_loza21
@stephencurry30

Top Mentioned in G10:
@section10pod
@redsox
@davidortiz
@jared_carrabis
@dross8989

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@caraotadigital
@gusto_official
@la_patilla
@noticiasvenezue
@periodicovzlano
@pulpnews
@noticias24
@vaporware
@the_news_diva

Top Tweeters in G1:
@robinsnewswire
@huffpost
@davidwon4206
@allttv2015
@hockeyfangirl12
@sin24horas
@arnaldopacheco_
@squirrely007
@canteiro_hugo
@complex

Top Tweeters in G2:
@the_news_diva
@ladivinadiva
@mharvey816
@sherrilee7
@only4rm
@hijcp
@79topper
@therezafontoura
@lastampa
@linda_de_romeo

Top Tweeters in G3:
@caraotadigital
@noticiasvenezue
@periodicovzlano
@pulpnews
@vaporware
@allthenewsisnow
@medicinehelp
@informe21
@_sound_around_
@joefreedomlove

Top Tweeters in G4:
@garcia_daniel30
@rpmsports18
@hisstankness
@jahmoosie
@slypayne
@graham_telenoza
@mrselfmade80
@nader723
@officialstann1
@marcelsheik

Top Tweeters in G5:
@the_truthness
@maxinerunner
@dodgers
@jclyde21
@joannunez05
@kyle_brown____
@oskarina_ortiz
@elsammy_15
@jweezy_504
@ry_best

Top Tweeters in G6:
@theejamieson
@fasttimesatrf
@wcvb
@cece_23spalding
@pronkville08
@boston25
@7news
@apat246
@krisketzkmbc
@jose3030

Top Tweeters in G7:
@liverpotlian
@sinow
@imnotmadtho
@snacheraoshima
@keepingupwitkis
@jacobg88
@ne_thatguy
@kidkicks23
@ihateyanks27
@giannajax

Top Tweeters in G8:
@_lencina_
@lauotalora
@pancho_boca
@juanmafrancica
@thobossolasco
@facunicolass_
@fedesosamolina
@emi_cole
@mariamarpegan
@xaviermitjavila

Top Tweeters in G9:
@iam_rodwill
@valaafshar
@neezlouize
@hgomez27
@callmehuie
@papi_trulo
@nba
@thescore
@joe_telometo
@xxl

Top Tweeters in G10:
@mvwinall
@awsom_1
@jared_carrabis
@bostonsportsbr
@mark_clinton
@masslivenews
@rembostonsports
@thusisam
@elmiliojimenez
@grunge_girl7