Gymnasts, Twitter, 9/16/2021 4:32:09 AM, 262156


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Gymnasts_2021-09-15_20-12-20.xlsx
Gymnasts_2021-09-15_20-12-20.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
September 16, 2021
Short Description:
Gymnasts via NodeXL https://bit.ly/3Ckp37k
@reuters
@rudygiuliani
@smc429
@washingtonpost
@fbi
@tonic8
@ajplus
@abcpolitics
@nprpolitics
@nytimes

Top hashtags:
#biden
#fbi
#believewomen
#resignwray
#larrynassar
#gymnasts
#metoo
#kennedywatch
#gymnastics
#nassar

Description:
Description
The graph represents a network of 15,300 Twitter users whose recent tweets contained "Gymnasts", 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, 16 September 2021 at 04:12 UTC.

The tweets in the network were tweeted over the 7-hour, 8-minute period from Wednesday, 15 September 2021 at 20:04 UTC to Thursday, 16 September 2021 at 03:12 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 : 15300
Unique Edges : 19970
Edges With Duplicates : 2029
Total Edges : 21999
Number of Edge Types : 5
Retweet : 15820
Tweet : 1628
MentionsInRetweet : 2482
Replies to : 711
Mentions : 1358
Self-Loops : 1663
Reciprocated Vertex Pair Ratio : 0.00175919697832048
Reciprocated Edge Ratio : 0.00351221527813646
Connected Components : 1133
Single-Vertex Connected Components : 808
Maximum Vertices in a Connected Component : 13523
Maximum Edges in a Connected Component : 20145
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.721053
Graph Density : 8.27129117328784E-05
Modularity : 0.761178
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 15,300 Twitter users whose recent tweets contained "Gymnasts", 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, 16 September 2021 at 04:12 UTC.

The tweets in the network were tweeted over the 7-hour, 8-minute period from Wednesday, 15 September 2021 at 20:04 UTC to Thursday, 16 September 2021 at 03:12 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 : Gymnasts
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:
[2651] https://www.reuters.com/lifestyle/sports/gymnasts-simone-biles-aly-raisman-testify-us-senate-sex-abuse-probe-2021-09-15/
[421] https://trib.al/3LUxSed
[369] https://twitter.com/nprpolitics/status/1438248227246125059
[356] https://trib.al/dOvaAUH
[320] https://twitter.com/CNN/status/1438161159602032651
[289] https://www.cnn.com/2021/09/15/politics/gymnasts-senate-judiciary-committee-larry-nassar-hearing/index.html
[263] https://trib.al/septMrO
[237] https://trib.al/OPX44Ha
[236] https://trib.al/QvvKWA6
[221] https://trib.al/JvIe5sY

Top URLs in Tweet in G1:
[1902] https://www.reuters.com/lifestyle/sports/gymnasts-simone-biles-aly-raisman-testify-us-senate-sex-abuse-probe-2021-09-15/
[75] https://trib.al/niyKVdz
[5] https://www.pscp.tv/w/dBCi53R3LTE2NTI1NDF8MXJteFB6dnBNWGJHTjvoNGnZKVfQ0eiGuYA779yaOrgY3cbzT3G-zqPtc6ZD
[4] https://www.pscp.tv/w/dBDCHnR3LTE2NTI1NDF8MU1ueG5sUHlqTEVHT9BFitLaSABrEikpExlBlXV607NJG2jMEIchBWRViLMU
[4] https://19thnews.org/2021/09/gymnasts-tell-senators-how-the-fbi-failed-them/
[3] https://www.cnn.com/2021/09/15/politics/gymnasts-senate-judiciary-committee-larry-nassar-hearing/index.html
[3] https://www.washingtonpost.com/national-security/gymnasts-nassar-fbi-investigation-hearing/2021/09/14/de4832cc-159f-11ec-9589-31ac3173c2e5_story.html
[3] https://trib.al/PyNR4xQ
[2] https://www.reuters.com/lifestyle/sports/gymnasts-simone-biles-aly-raisman-testify-us-senate-sex-abuse-probe-2021-09-15/?taid=614212a58673f2000160c6c5&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.npr.org/2021/09/15/1036968966/gymnasts-nassar-fbi-senate-hearing-simone-biles-aly-raisman-wray

Top URLs in Tweet in G2:
[24] https://www.reuters.com/lifestyle/sports/gymnasts-simone-biles-aly-raisman-testify-us-senate-sex-abuse-probe-2021-09-15/
[24] https://www.foxnews.com/politics/us-gymnasts-biles-maroney-raisman-nichols-nassar-investigation-fbi-testimony
[5] https://justthenews.com/government/congress/simone-biles-aly-raisman-testify-senate-hearing-botched-fbi-investigation-larry
[4] https://trib.al/OPX44Ha
[3] https://trib.al/dOvaAUH
[2] https://www.washingtonpost.com/national-security/gymnasts-nassar-fbi-investigation-hearing/2021/09/14/de4832cc-159f-11ec-9589-31ac3173c2e5_story.html
[2] https://trib.al/3LUxSed
[2] https://www.politicususa.com/2021/09/15/fbi-larry-nassar-cover-up.html
[2] https://www.zerohedge.com/political/fbi-apologizes-molested-gymnasts-after-botched-investigation-simone-biles-says-agency
[2] https://19thnews.org/2021/09/gymnasts-tell-senators-how-the-fbi-failed-them/

Top URLs in Tweet in G3:
[134] https://www.npr.org/2021/09/15/1036968966/gymnasts-nassar-fbi-senate-hearing-simone-biles-aly-raisman-wray
[97] https://www.usatoday.com/story/sports/columnist/nancy-armour/2021/09/15/gymnasts-abused-larry-nassar-again-bare-their-souls-lawmakers/8353112002/
[50] https://www.houstonpublicmedia.org/articles/news/criminal-justice/2021/09/15/408558/gymnasts-recount-fbi-mishandling-of-their-allegations-about-larry-nasser/
[49] https://trib.al/PyNR4xQ
[44] https://www.reuters.com/lifestyle/sports/gymnasts-simone-biles-aly-raisman-testify-us-senate-sex-abuse-probe-2021-09-15/
[34] https://www.cnn.com/2021/09/15/politics/gymnasts-senate-judiciary-committee-larry-nassar-hearing/index.html
[31] https://www.washingtonpost.com/national-security/gymnasts-nassar-fbi-investigation-hearing/2021/09/14/de4832cc-159f-11ec-9589-31ac3173c2e5_story.html
[27] https://www.pbs.org/newshour/show/simone-biles-aly-raisman-and-other-gymnasts-on-how-fbi-betrayed-them-enabled-nassar
[23] https://19thnews.org/2021/09/gymnasts-tell-senators-how-the-fbi-failed-them/
[18] https://twitter.com/nprpolitics/status/1438248227246125059

Top URLs in Tweet in G4:
[15] https://www.reuters.com/lifestyle/sports/gymnasts-simone-biles-aly-raisman-testify-us-senate-sex-abuse-probe-2021-09-15/
[14] https://twitter.com/madeleinelengle/status/1433036024431710216
[13] https://www.washingtonpost.com/national-security/gymnasts-nassar-fbi-investigation-hearing/2021/09/14/de4832cc-159f-11ec-9589-31ac3173c2e5_story.html
[7] https://twitter.com/nprpolitics/status/1438248227246125059
[5] http://www.msn.com/en-us/news/us/star-gymnasts-give-senators-an-unsparing-account-of-fbis-failures-in-nassar-investigation/ar-AAOtCAz?ocid=st
[4] https://twitter.com/joelockhart/status/1438282997179031555
[4] https://michiganadvance.com/2021/09/15/gymnasts-urge-u-s-senate-to-investigate-larry-nassar-sexual-abuse-after-botched-fbi-inquiry/
[3] https://twitter.com/girlsreallyrule/status/1438158372189130752
[3] https://www.cbsnews.com/news/larry-nassar-usa-gymnastics-simone-biles-aly-raisman/
[3] https://www.c-span.org/video/?514546-1/gymnasts-fbi-director-testify-larry-nassar-sexual-assault-investigation

Top URLs in Tweet in G5:
[26] https://www.cnn.com/2021/09/15/politics/gymnasts-senate-judiciary-committee-larry-nassar-hearing/index.html
[20] https://www.npr.org/2021/09/15/1036968966/gymnasts-nassar-fbi-senate-hearing-simone-biles-aly-raisman-wray
[19] https://thehill.com/homenews/state-watch/572452-us-gymnasts-offer-scathing-assessment-of-fbi
[18] https://apple.news/AcKBTmMgURi-7bjIOtoPE5A
[17] https://www.washingtonpost.com/national-security/gymnasts-nassar-fbi-investigation-hearing/2021/09/14/de4832cc-159f-11ec-9589-31ac3173c2e5_story.html
[17] https://www.reuters.com/lifestyle/sports/gymnasts-simone-biles-aly-raisman-testify-us-senate-sex-abuse-probe-2021-09-15/
[17] https://www.cnn.com/2021/09/15/politics/gymnasts-senate-judiciary-committee-larry-nassar-hearing/index.html?utm_source=dlvr.it&utm_medium=twitter
[14] https://www.washingtonpost.com/national-security/gymnasts-nassar-fbi-investigation-hearing/2021/09/14/de4832cc-159f-11ec-9589-31ac3173c2e5_story.html?tid=ss_tw
[12] https://twitter.com/i/events/1438163482906542080
[11] https://news.yahoo.com/fbi-director-wray-nassar-monster-gymnasts-biles-maroney-hearing-174019967.html

Top URLs in Tweet in G6:
[391] https://trib.al/3LUxSed
[234] https://trib.al/septMrO
[184] https://www.reuters.com/lifestyle/sports/gymnasts-simone-biles-aly-raisman-testify-us-senate-sex-abuse-probe-2021-09-15/
[49] https://trib.al/AUkRGYd
[33] https://sports.yahoo.com/us-gymnasts-slam-fbi-usa-163841677.html?fr=sycsrp_catchall
[28] https://trib.al/tIDkXrS
[26] https://trib.al/JvIe5sY
[25] https://trib.al/dOvaAUH
[18] https://trib.al/TjlhbYE
[10] https://trib.al/KXe5bSl

Top URLs in Tweet in G7:
[265] https://trib.al/dOvaAUH
[190] https://trib.al/QvvKWA6
[157] https://www.reuters.com/lifestyle/sports/gymnasts-simone-biles-aly-raisman-testify-us-senate-sex-abuse-probe-2021-09-15/
[83] https://trib.al/TAVrPYm
[50] https://trib.al/mizvn53
[49] https://www.washingtonpost.com/national-security/gymnasts-nassar-fbi-investigation-hearing/2021/09/14/de4832cc-159f-11ec-9589-31ac3173c2e5_story.html
[33] https://trib.al/3ELkM3l
[18] https://trib.al/OPX44Ha
[16] https://trib.al/RUwSJVl
[10] https://newrepublic.com/article/163677/simone-biles-fbi-larry-nassar

Top URLs in Tweet in G8:
[8] https://thehill.com/homenews/state-watch/572452-us-gymnasts-offer-scathing-assessment-of-fbi
[7] https://www.reuters.com/lifestyle/sports/gymnasts-simone-biles-aly-raisman-testify-us-senate-sex-abuse-probe-2021-09-15/
[5] https://trib.al/dOvaAUH
[4] https://www.mcclatchydc.com/news/nation-world/national/article254259093.html
[3] https://www.npr.org/2021/09/15/1036968966/gymnasts-nassar-fbi-senate-hearing-simone-biles-aly-raisman-wray?utm_medium=social&utm_source=twitter.com&utm_campaign=politics&utm_term=nprnews
[3] https://kion546.com/news/2021/09/15/fbis-failures-in-larry-nassar-probe-on-display-as-senate-hears-testimony-from-top-gymnasts/
[2] https://www.click2houston.com/news/local/2021/09/15/we-suffered-and-continue-to-suffer-during-senate-hearing-gymnasts-recount-how-fbi-mishandled-their-allegations-against-nassar/
[2] https://bleacherreport.com/articles/10012467-simone-biles-us-gymnasts-testify-at-hearing-over-fbis-handling-of-larry-nassar
[2] https://www.washingtonpost.com/national-security/gymnasts-nassar-fbi-investigation-hearing/2021/09/14/de4832cc-159f-11ec-9589-31ac3173c2e5_story.html
[2] https://www.rollcall.com/2021/07/15/judiciary-panel-plans-hearing-on-fbi-failure-to-investigate-abuse-of-olympic-gymnasts/

Top URLs in Tweet in G9:
[11] https://www.reuters.com/lifestyle/sports/gymnasts-simone-biles-aly-raisman-testify-us-senate-sex-abuse-probe-2021-09-15/
[7] https://www.buzzfeednews.com/article/ellievhall/simone-biles-gymnastics-testimony-larry-nassar-fbi
[5] https://www.nbcnews.com/news/us-news/msu-abuse-scandal-coach-had-gymnasts-sign-card-dr-larry-n731781
[5] https://www.usatoday.com/story/news/politics/2021/09/15/fbi-director-apologizes-elite-gymnasts-over-larry-nassar-case/8351996002/?utm_campaign=snd-autopilot
[4] https://www.usatoday.com/videos/news/politics/2021/09/15/fbi-director-apologizes-us-gymnasts-mishandling-nassar-case/8356201002/?utm_campaign=snd-autopilot
[3] https://trib.al/dOvaAUH
[2] https://www.espn.com/olympics/gymnastics/story/_/id/29322878/gymnasts-call-release-federal-investigation-larry-nassar
[2] https://www.usatoday.com/story/news/politics/2021/09/15/simone-biles-aly-raisman-testify-larry-nassar-investigation/8333349002/?utm_campaign=snd-autopilot
[1] https://trib.al/niyKVdz
[1] https://twitter.com/CNN/status/1438161159602032651

Top URLs in Tweet in G10:
[84] https://trib.al/v5lfLAk
[81] https://www.politicususa.com/2021/09/15/fbi-larry-nassar-cover-up.html
[51] https://www.cnn.com/2021/09/15/politics/gymnasts-senate-judiciary-committee-larry-nassar-hearing/index.html
[47] https://www.cnn.com/videos/tv/2021/09/15/lead-jean-casarez.cnn
[32] https://trib.al/AhhhPjW
[31] https://www.theguardian.com/sport/video/2021/sep/15/simone-biles-and-mckayla-maroney-among-us-gymnasts-calling-for-accountability-in-nassar-case-video?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1631747195
[24] https://www.reuters.com/lifestyle/sports/gymnasts-simone-biles-aly-raisman-testify-us-senate-sex-abuse-probe-2021-09-15/
[22] https://www.nytimes.com/2021/09/15/sports/olympics/fbi-hearing-larry-nassar-biles-maroney.html?smid=tw-share
[14] https://www.independent.co.uk/news/world/americas/us-politics/larry-nasser-hearing-justice-department-b1920990.html?utm_content=Echobox&utm_medium=Social&utm_source=Twitter#Echobox=1631744901
[12] https://trib.al/QvvKWA6

Top Domains
Top Domains in Tweet in Entire Graph:
[3023] trib.al
[2724] reuters.com
[1162] twitter.com
[457] npr.org
[457] cnn.com
[269] washingtonpost.com
[255] apple.news
[193] google.com
[167] pjmedia.com
[157] usatoday.com

Top Domains in Tweet in G1:
[1906] reuters.com
[78] trib.al
[9] pscp.tv
[4] 19thnews.org
[3] cnn.com
[3] washingtonpost.com
[2] npr.org
[1] twitter.com
[1] usatoday.com

Top Domains in Tweet in G2:
[25] foxnews.com
[24] reuters.com
[15] trib.al
[5] justthenews.com
[3] politicususa.com
[2] washingtonpost.com
[2] yahoo.com
[2] twitchy.com
[2] zerohedge.com
[2] bloom.bg

Top Domains in Tweet in G3:
[152] npr.org
[117] usatoday.com
[99] trib.al
[75] twitter.com
[50] houstonpublicmedia.org
[46] pbs.org
[45] cnn.com
[44] reuters.com
[37] washingtonpost.com
[25] 19thnews.org

Top Domains in Tweet in G4:
[33] twitter.com
[15] reuters.com
[13] washingtonpost.com
[5] trib.al
[5] msn.com
[4] michiganadvance.com
[3] cbsnews.com
[3] c-span.org
[3] cnn.com
[3] huffpost.com

Top Domains in Tweet in G5:
[82] twitter.com
[55] cnn.com
[35] npr.org
[34] washingtonpost.com
[25] apple.news
[24] espn.com
[22] thehill.com
[20] reuters.com
[19] yahoo.com
[16] co.uk

Top Domains in Tweet in G6:
[821] trib.al
[184] reuters.com
[33] yahoo.com
[7] twitter.com
[6] huffpost.com
[5] nytimes.com
[4] washingtonpost.com
[4] wsmv.com
[3] politicususa.com
[3] cnn.com

Top Domains in Tweet in G7:
[694] trib.al
[157] reuters.com
[57] washingtonpost.com
[10] newrepublic.com
[5] cnn.com
[5] twitter.com
[5] suntimes.com
[4] msnbc.com
[3] goodmorningamerica.com
[2] thedenverchannel.com

Top Domains in Tweet in G8:
[9] trib.al
[8] reuters.com
[8] thehill.com
[6] npr.org
[4] mcclatchydc.com
[3] kion546.com
[2] click2houston.com
[2] bleacherreport.com
[2] washingtonpost.com
[2] rollcall.com

Top Domains in Tweet in G9:
[11] reuters.com
[11] usatoday.com
[7] buzzfeednews.com
[6] trib.al
[5] nbcnews.com
[2] twitter.com
[2] espn.com
[1] theguardian.com
[1] washingtonpost.com

Top Domains in Tweet in G10:
[159] trib.al
[100] cnn.com
[83] politicususa.com
[31] theguardian.com
[24] reuters.com
[22] nytimes.com
[14] co.uk
[11] espn.com
[8] msnbc.com
[7] stripes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[94] biden
[89] fbi
[58] believewomen
[58] resignwray
[55] larrynassar
[38] gymnasts
[36] metoo
[32] kennedywatch
[29] gymnastics
[27] nassar



Top Hashtags in Tweet in G1:
[1] nassarhearing
[1] komonews

Top Hashtags in Tweet in G2:
[6] resignwray
[5] itsnotyourfault
[1] fakedossier
[1] donaldtrump
[1] prestrump
[1] dirwray
[1] wakeupamerica
[1] gymnasts
[1] arrestcomey
[1] larrynassar

Top Hashtags in Tweet in G3:
[57] believewomen
[21] metoo
[9] gymnasts
[8] fbi
[8] firewray
[7] standup
[7] doyourjob
[7] larrynassar
[7] resignwray
[4] usa

Top Hashtags in Tweet in G4:
[36] resignwray
[1] votethemout

Top Hashtags in Tweet in G5:
[28] fbi
[16] gymnasts
[12] larrynassar
[7] simonebiles
[6] gymnastics
[5] usa
[5] nassar
[5] studentstweetpolitics
[4] foxnews
[4] news

Top Hashtags in Tweet in G6:
[1] gymnasts

Top Hashtags in Tweet in G7:
[2] usrc
[1] simonebiles
[1] fbi
[1] fallen
[1] soldiers
[1] fail
[1] academia
[1] abuse
[1] mapoli

Top Hashtags in Tweet in G8:
[9] resignwray
[1] standup
[1] doyourjob

Top Hashtags in Tweet in G10:
[10] weremember
[8] brettkavanaugh
[8] larrynassar
[8] kavanaugh
[8] mog
[2] votethemallout
[2] voteblue2022
[2] fbi
[2] veterans
[2] latino

Top Words
Top Words in Tweet in Entire Graph:
[13077] fbi
[12662] gymnasts
[9436] abuse
[7970] nassar
[7574] larry
[5070] biles
[4353] olympic
[4307] simone
[3400] sexual
[3278] gymnastics

Top Words in Tweet in G1:
[2020] olympic
[1787] abuse
[1613] gymnast
[1436] report
[1411] fbi
[1279] told
[1261] larry
[1255] lawmakers
[1191] gymnastics
[1056] mckayla

Top Words in Tweet in G2:
[2316] fbi
[1381] gymnasts
[1103] comey
[1066] biden
[754] james
[721] director
[649] abuse
[586] covered
[585] those
[585] trump

Top Words in Tweet in G3:
[824] gymnasts
[725] fbi
[662] larry
[653] abuse
[629] nassar
[311] simone_biles
[282] sexual
[273] biles
[255] hearing
[250] women

Top Words in Tweet in G4:
[1026] fbi
[825] gymnasts
[532] tips
[525] abuse
[453] sexual
[433] same
[418] straight
[405] mishandled
[405] find
[405] thousands

Top Words in Tweet in G5:
[656] gymnasts
[465] fbi
[348] nassar
[289] abuse
[245] larry
[182] biles
[138] simone
[120] sexual
[99] senate
[94] olympic

Top Words in Tweet in G6:
[918] fbi
[855] gymnasts
[835] biles
[818] simone
[805] testimony
[729] wednesday
[700] abuse
[686] larry
[673] nassar
[526] told

Top Words in Tweet in G7:
[762] nassar
[526] abuse
[488] larry
[454] gymnasts
[429] fbi
[423] biles
[331] gymnastics
[317] senate
[312] maroney
[311] mckayla

Top Words in Tweet in G8:
[1238] chris
[1234] women
[1233] problem
[713] gymnasts
[641] wray
[631] investigation
[630] today
[623] many
[623] trust
[623] kavanaugh

Top Words in Tweet in G9:
[873] fbi
[873] nassar
[533] gymnasts
[494] abuse
[490] larry
[479] biles
[477] simone
[473] usa
[473] gymnastics
[404] failed

Top Words in Tweet in G10:
[528] gymnasts
[417] abuse
[369] larry
[345] fbi
[326] nassar
[235] biles
[231] simone
[186] blame
[144] team
[144] testimony

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6448] larry,nassar
[4280] simone,biles
[2897] mckayla,maroney
[2823] usa,gymnastics
[2429] olympic,gymnast
[2416] sexual,abuse
[1819] told,lawmakers
[1707] fbi,director
[1395] gymnast,mckayla
[1385] aly,raisman

Top Word Pairs in Tweet in G1:
[1613] olympic,gymnast
[1246] told,lawmakers
[1054] mckayla,maroney
[1042] gymnast,mckayla
[1040] maroney,told
[1008] warning,graphic
[1008] graphic,content
[983] usa,gymnastics
[901] larry,nassar
[720] false,claims

Top Word Pairs in Tweet in G2:
[719] fbi,director
[583] donald,trump
[582] gymnasts,whose
[582] whose,abuse
[582] abuse,covered
[582] covered,fbi
[582] fbi,indicates
[582] indicates,fbi
[582] fbi,systemic
[582] systemic,violation

Top Word Pairs in Tweet in G3:
[534] larry,nassar
[234] simone,biles
[183] usa,gymnastics
[181] maggie,nichols
[158] sexual,abuse
[148] doctor,larry
[127] mckayla,maroney
[126] former,usa
[126] gymnastics,doctor
[123] nassar,investigation

Top Word Pairs in Tweet in G4:
[424] sexual,abuse
[404] straight,fbi
[404] fbi,mishandled
[404] mishandled,numerous
[404] numerous,gymnasts
[404] gymnasts,sexual
[404] abuse,buried
[404] buried,draw
[404] draw,week
[404] week,find

Top Word Pairs in Tweet in G5:
[217] larry,nassar
[132] simone,biles
[89] sexual,abuse
[70] gymnasts,testify
[59] star,gymnasts
[54] olympic,gymnasts
[52] nassar,abuse
[51] mckayla,maroney
[50] nassar,investigation
[46] nassar,case

Top Word Pairs in Tweet in G6:
[817] simone,biles
[674] testimony,wednesday
[642] larry,nassar
[450] sexual,abuse
[440] mckayla,maroney
[419] system,enabled
[418] enabled,perpetrated
[406] elite,gymnasts
[402] nassar,sexual
[397] fbi,director

Top Word Pairs in Tweet in G7:
[471] larry,nassar
[310] mckayla,maroney
[279] usa,gymnastics
[270] simone,biles
[203] senate,hearing
[192] four,gymnasts
[191] made,sure
[190] perspective,quiet
[190] quiet,senate
[190] hearing,four

Top Word Pairs in Tweet in G8:
[616] way,gymnasts
[616] gymnasts,being
[616] being,assaulted
[615] going,christopher
[615] christopher,wray
[615] wray,many
[615] many,women
[615] women,trust
[615] trust,today
[615] today,run

Top Word Pairs in Tweet in G9:
[487] larry,nassar
[477] simone,biles
[473] usa,gymnastics
[390] gymnasts,testified
[379] fbi,agents
[379] agents,failed
[377] biles,retired
[377] retired,gymnasts
[377] testified,failings
[377] failings,fbi

Top Word Pairs in Tweet in G10:
[248] larry,nassar
[230] simone,biles
[120] biles,gymnasts
[97] fbi,lied
[96] system,enabled
[96] mckayla,maroney
[94] enabled,perpetrated
[93] blame,larry
[93] blame,entire
[93] entire,system

Top Replied-To
Top Replied-To in Entire Graph:
@mmpadellan
@jim_jordan
@nprpolitics
@nycsouthpaw
@msnbc
@joycewhitevance
@smc429
@rexchapman
@asharangappa_
@joncoopertweets

Top Replied-To in G1:
@reuters
@danieltobin
@geointel2
@bsapag

Top Replied-To in G2:
@comey
@fbi
@rudygiuliani
@julie_kelly2

Top Replied-To in G3:
@b52malmet
@dailycaller
@fbi
@simone_biles
@nrarmour
@maziehirono
@npr
@therecount
@cnn
@aly_raisman

Top Replied-To in G4:
@medicvet68
@lau56
@steelsnowflake1
@shelbykstewart
@mysterysolvent
@debtrixi
@ejeancarroll
@reportsdanews
@tonic8
@nycsouthpaw

Top Replied-To in G6:
@cnn
@mjeksun

Top Replied-To in G7:
@abc
@washingtonpost
@melarita

Top Replied-To in G8:
@smc429
@blitzkriegbauer

Top Replied-To in G9:
@_whitneywebb
@janecoaston

Top Replied-To in G10:
@msnbc
@politicussarah
@occupydemocrats
@fab4screamie
@cnn
@mmpadellan
@nprpolitics
@jim_jordan
@theleadcnn

Top Mentioned
Top Mentioned in Entire Graph:
@fbi
@simone_biles
@mckaylamaroney
@potus
@aly_raisman
@comey
@jim_jordan
@politicususa
@acosta
@cnnsitroom

Top Mentioned in G1:
@reuters
@skyler4149
@eleezimmerman
@devlinbarrett

Top Mentioned in G2:
@comey
@fbi
@annenbcnews
@__sassafras_

Top Mentioned in G3:
@simone_biles
@aly_raisman
@mckaylamaroney
@fbi
@npr
@cnnsitroom
@acosta
@magsgotswag12
@usagym
@usatoday

Top Mentioned in G4:
@fbi
@michiganadvance
@mckaylamaroney
@reportsdanews
@kaplanrobbie
@joshuamatz8
@iampatricialong
@mysterysolvent
@janetreitman
@ioncorruption

Top Mentioned in G5:
@usa_feeds
@insidernews

Top Mentioned in G6:
@fbi
@cnn
@sallyqyates
@chriscillizza
@usagym
@cspan

Top Mentioned in G7:
@abc
@msnbc
@thehill
@thelilynews
@washingtonpost
@grace_segers
@realdailywire
@fbi
@uoft

Top Mentioned in G8:
@msdixiediva8253
@fbi

Top Mentioned in G9:
@ellievhall

Top Mentioned in G10:
@politicususa
@jeancasarezcnn
@thereidout
@annenbcnews
@msnbc
@danmurphyespn
@cbrennansports
@mznikkinew
@googlenews
@rosiem1919

Top Tweeters
Top Tweeters in Entire Graph:
@pulpnews
@dogandwinelover
@missb62
@jornalistavitor
@oldlady12345
@dichristine
@berkleybearnews
@robinsnewswire
@zyiteblog
@chris_1791

Top Tweeters in G1:
@jornalistavitor
@robinsnewswire
@billm9
@chrisbrey1
@backstorymom1
@unlewis
@reuters
@yathinkn
@nerdy_ian
@fieryreddragon

Top Tweeters in G2:
@patriotmarie
@debrammason1
@starcoreone02
@z_chrissie
@tallyannae
@multijo1
@turntablekittah
@monicarivpin
@upuouo
@nitenitemelissa

Top Tweeters in G3:
@solutioneer72
@7b73f39b85e1415
@sddphoto
@lizditz
@micjojd
@all435reps
@b140tweet
@bethsinniresist
@skepmi
@squirrel1110

Top Tweeters in G4:
@onahunttoday
@marthalynneowe1
@morgfair
@geegeebythesea
@pushandpulljlm
@smilan317
@lorisums
@betseybess
@michelejeanson1
@cheryl_marlin

Top Tweeters in G5:
@pulpnews
@berkleybearnews
@zyiteblog
@andyvermaut
@robinlynnemabin
@minelka_xo
@foggybottomgal
@denniskoch10
@ancalerts
@jamestoupin

Top Tweeters in G6:
@teshawnedmonds
@quintero_funes
@1loriking
@roylmurry425
@betterw05759703
@tossin_o
@slimchick1900
@billieo2
@straitarrow10
@the_lady_red

Top Tweeters in G7:
@insdatainter
@joleonbusby
@thehill
@usrealitycheck
@patricklee6669
@alaskarebel
@anthropic
@granny_st
@jimboazil
@belladonamodels

Top Tweeters in G8:
@kak089
@awelab1956
@debrob1947
@mstepczyk
@pppatticake
@netbacker
@cathymcrorie
@msdixiediva8253
@chloepoliticat
@mrtachilles

Top Tweeters in G9:
@zeinobia
@temistansstuff
@saintwalker98
@mainneli_
@cool_mintz
@joseperojapones
@krakenstein
@sparkleshines
@purrmonsta
@subzero_winz

Top Tweeters in G10:
@independent
@wildwillow65
@talkintou
@mog7546
@jjj5819
@govkhan
@guardian
@bmangh
@gstuedler
@rosiem1919