#AERA19, Twitter, 4/9/2019 4:15:55 AM, 193081


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#AERA19_2019-04-08_17-54-08.xlsx
#AERA19_2019-04-08_17-54-08.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 09, 2019
Short Description:
#AERA19 via NodeXL http://bit.ly/2KgxoD0
@aera_edresearch
@carolcampbell4
@oiseuoft
@brandonzoras
@its_serrano
@brownellcassie
@constanceiloh
@tokyobileti
@rebeccammerkley
@knezmom

Top hashtags:
#aera19
#aera2019
#rallyforeducation
#cutshurtkids
#toronto
#posttruth

Description:
Description
The graph represents a network of 7,124 Twitter users whose recent tweets contained "#AERA19", 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, 09 April 2019 at 01:29 UTC.

The tweets in the network were tweeted over the 5-day, 10-hour, 48-minute period from Wednesday, 03 April 2019 at 14:04 UTC to Tuesday, 09 April 2019 at 00:53 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 : 7124
Unique Edges : 15799
Edges With Duplicates : 13756
Total Edges : 29555
Self-Loops : 3793
Reciprocated Vertex Pair Ratio : 0.0975929456625357
Reciprocated Edge Ratio : 0.177830854413202
Connected Components : 277
Single-Vertex Connected Components : 209
Maximum Vertices in a Connected Component : 6724
Maximum Edges in a Connected Component : 29022
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.124593
Graph Density : 0.000363036191764143
Modularity : 0.421478
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[27] https://twitter.com/knezmom/status/1087102870934167553?s=21
[17] https://www.air.org/news/press-release/american-institutes-research-experts-featured-world-s-largest-meeting-education
[16] https://sites.google.com/edgepartners.org/democratizing-evidence-in-educ/statement-of-principles
[14] https://www.chronicle.com/article/Why-Conference-Book-Exhibits/233063
[11] https://www.routledge.com/Routledge-Leading-Change-Series/book-series/RLCS
[8] https://twitter.com/aera_edresearch/status/1114120697390010368
[8] https://twitter.com/janelletscott/status/1114177619451416578
[8] https://www.facebook.com/events/1955097714602570/?ti=ia
[8] https://www.tcpress.com/AERA2019
[8] https://www.swivl.com/wp-content/uploads/2019/03/K12HE-Swivl-for-Research-2019.pdf

Top URLs in Tweet in G1:
[27] https://twitter.com/knezmom/status/1087102870934167553?s=21
[15] https://sites.google.com/edgepartners.org/democratizing-evidence-in-educ/statement-of-principles
[8] https://www.air.org/news/press-release/american-institutes-research-experts-featured-world-s-largest-meeting-education
[7] http://teachingacademia.com
[7] http://ncrpp.org/blog/2019/ncrpp-at-aera-2018-1
[5] https://datavizforall.org
[5] http://convention2.allacademic.com/one/aera/aera19/index.php?program_focus=browse_by_sub_unit_submissions&selected_sub_unit_id=60848&cmd=online_program_direct_link&sub_action=online_program
[4] https://twitter.com/aeraqueersig/status/1104534524237537280
[4] https://twitter.com/janelletscott/status/1114177619451416578
[3] http://blogs.edweek.org/edweek/inside-school-research/2019/04/aera_2019.html?platform=hootsuite

Top URLs in Tweet in G2:
[8] https://www.tcpress.com/AERA2019
[6] https://education.ufl.edu/etc/files/2019/04/UFCOE_AERA19-040419.pdf
[5] https://www.researchgate.net/publication/327265082_Enhancing_teacher_educationwith_Twitter
[4] https://drive.google.com/file/d/1-edkdSsWftimLefaQFyOnuVRx9W23u93/view?usp=drive_open
[3] https://edwp.educ.msu.edu/event/aera-reception-2/
[2] https://twitter.com/dankrutka/status/1114194132103258113
[2] https://learningpolicyinstitute.org/product/supporting-principals-learning-key-features-effective-programs-report?utm_source=twitter&utm_medium=conference&utm_campaign=aera19_sr
[2] https://www.tc.columbia.edu/articles/2019/april/honors-for-tc-folk-at-this-years-aera-meeting/
[2] https://twitter.com/vlfei/status/1115318737442361344
[2] https://www.atlasobscura.com/places/the-monkey-s-paw-toronto-ontario

Top URLs in Tweet in G3:
[4] https://twitter.com/charassein/status/1114351114265219072
[3] https://twitter.com/aeradivjgradnet/status/1114909444918390786
[3] https://twitter.com/NaseemRdz/status/1113152836685193218
[3] https://twitter.com/ah_ra_cho/status/1113797351414456322
[3] https://twitter.com/janelletscott/status/1114177619451416578
[3] https://twitter.com/uscpullias/status/1114601163079294976
[2] https://twitter.com/uscpullias/status/1114543285224087554
[2] https://www.grad.ubc.ca/psi/about
[2] https://twitter.com/aeradivjgradnet/status/1114966068244516865
[2] https://twitter.com/aeradivjgradnet/status/1115215209277284353

Top URLs in Tweet in G4:
[7] https://www.facebook.com/events/1955097714602570/?ti=ia
[3] https://twitter.com/mssamsalem/status/1115057739275866119
[2] https://twitter.com/oiseuoft/status/1111647756492435462
[1] https://twitter.com/OISEUofT/status/1111647756492435462
[1] https://www.ola.org/en/visit-learn
[1] https://twitter.com/carolcampbell4/status/1114240888509743104
[1] https://twitter.com/carolcampbell4/status/1115203976876765185
[1] https://www.otffeo.on.ca/en/learning/teacher-learning-and-leadership-program/
[1] https://www.amazon.ca/Teacher-Learning-Leadership-Ann-Lieberman/dp/1138941883/ref=mp_s_a_1_1?keywords=carol+campbell&qid=1553966008&s=gateway&sr=8-1
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=192590

Top URLs in Tweet in G5:
[11] https://www.routledge.com/Routledge-Leading-Change-Series/book-series/RLCS
[6] http://www.jpccjournal.com/articles.htm
[4] https://twitter.com/UKnowHGSE/status/1114541514477252608
[4] https://www.routledge.com/Black-Appetite-White-Food-Issues-of-Race-Voice-and-Justice-Within/Lyiscott/p/book/9781138480667
[3] http://www.emeraldgrouppublishing.com/promo/aera.htm?utm_source=twitter&utm_medium=social&utm_campaign=ace_aera_conference_20190402
[3] https://emeraldopenresearch.com/?utm_source=Twitter&utm_medium=social&utm_campaign=ace_eor_gatewayslaunch_20190206
[3] https://twitter.com/drmwshealey/status/1114942837412573184
[3] https://www.aera.net/
[3] https://twitter.com/OISEUofT/status/1113108315557584897
[3] https://twitter.com/journaledchange/status/1114549963768324102

Top URLs in Tweet in G6:
[4] http://www.gynatrof.com/en/homescroll/
[3] https://www.fiverr.com/s2/c0add10132
[2] https://cards.twitter.com/cards/18ce54spnb6/6jwx2
[1] https://styluspub.presswarehouse.com/browse/book/9781620365175/Write-More-Publish-More-Stress-Less
[1] https://www.igi-global.com/book/social-justice-parent-partnerships-multicultural/181916
[1] https://twitter.com/theemilyhodge/status/1113793069680353280
[1] https://twitter.com/drdebtemkin/status/1114122539532472320
[1] https://twitter.com/aera_edresearch/status/1114120697390010368
[1] https://www.instagram.com/p/Bv4SeechHEfeM6TfiNI5ZNPu37gl08WT_DqlAo0/?utm_source=ig_twitter_share&igshid=dq26dtu2yivy
[1] https://www.instagram.com/p/Bv4SeechHEfeM6TfiNI5ZNPu37gl08WT_DqlAo0/?utm_source=ig_twitter_share&igshid=1adr9uf30bpom

Top URLs in Tweet in G7:
[9] https://www.air.org/news/press-release/american-institutes-research-experts-featured-world-s-largest-meeting-education
[4] https://learningpolicyinstitute.org/product/road-high-quality-early-learning-book?utm_source=twitter&utm_medium=conference&utm_campaign=aera19_sr
[3] https://learningpolicyinstitute.org/topic/deeper-learning?utm_source=twitter&utm_medium=conference&utm_campaign=aera19_sr
[3] https://twitter.com/chachke/status/1114564283113902080
[2] https://learningpolicyinstitute.org/mailing-list/register
[2] https://learningpolicyinstitute.org/product/essa-equity-promise-report
[2] http://convention2.allacademic.com/one/aera/aera19/index.php?program_focus=view_session&selected_session_id=1517385&cmd=online_program_direct_link&sub_action=online_program
[2] https://twitter.com/alyssahassan/status/1114876100931399680
[2] https://convention2.allacademic.com/one/aera/aera19/
[1] https://learningpolicyinstitute.org/topic/early-childhood-learning?utm_source=twitter&utm_medium=conference&utm_campaign=aera19_sr

Top URLs in Tweet in G8:
[6] http://www.ets.org/aerancme/aera-day2
[5] https://voicEd.ca
[4] https://www.iea.nl/registration-and-conference-program
[4] http://www.eqao.com/en/research_data/Research_Reports/DMA-docs/math-superpowers-2019.pdf
[4] http://www.ets.org/aerancme/aera-day1
[3] https://convention2.allacademic.com/one/aera/aera19/index.php?program_focus=view_session&selected_session_id=1551000&cmd=online_program_direct_link&sub_action=online_program
[3] https://twitter.com/ncrmuk/status/1114194800406872065
[2] https://www.iea.nl/icils
[2] https://sem-workshop.iea-hamburg.de/
[2] https://www.iea.nl/pre-conference-workshops

Top URLs in Tweet in G9:
[3] http://www.aera.net/SIG133/Meetings-Other-Events
[2] http://www.nationaldeafcenter.org/employmentreport2019
[2] https://twitter.com/AERA_EdResearch/status/1114120697390010368
[2] https://twitter.com/NCME38/status/1114926847022829568
[1] https://sdiprdwb.ku.edu/
[1] http://www.nationaldeafcenter.org/topics/data
[1] https://www.census.gov/programs-surveys/acs/
[1] http://www.nationaldeafcenter.org/POD
[1] https://chroniclevitae.com/news/2175-a-note-from-your-colleagues-with-hearing-loss-just-use-a-microphone-already?cid=VTEVPMSED1&fbclid=IwAR3_LTkL3MFZggBFfgp5AyMFJvOCYfcL6NGQM31Q9Oq_SAB7OMlynSweJpc
[1] http://convention2.allacademic.com/one/aera/aera19/index.php?program_focus=view_session&selected_session_id=1433637&cmd=online_program_direct_link&sub_action=online_program

Top URLs in Tweet in G10:
[8] https://pages2.act.org/ncme2019.html?cid=:twitter:ncme-k12-b2b:dc_2540-internal-organic-040119-mr08671-&utm_medium=&utm_source=twitter&utm_campaign=ncme-k12-b2b&utm_content=dc_2540-internal-organic-040119-mr08671-
[5] https://peabody.vanderbilt.edu/news/AERA-2019.php
[5] https://www.act.org/content/act/en/research/studies-and-partnerships/research-for-mission-driven-innovation.html?cid=:twitter:ncme-k12-b2b:dc_2540-internal-organic-040119-mr08671-&utm_medium=&utm_source=twitter&utm_campaign=ncme-k12-b2b&utm_content=dc_2540-internal-organic-040119-mr08671-
[2] https://convention2.allacademic.com/one/aera/aera19/
[2] https://twitter.com/rme_smu/status/1114596132070526977
[2] http://www.act.org/content/act/en/research/rural-students-technology-coursework-extracurriculars.html?cid=social:twitter:media-thought-leadership-and-advocacy--:dc_3040-internal-organic-021319-mr05812-&utm_medium=social&utm_source=twitter&utm_campaign=media-thought-leadership-and-advocacy--&utm_content=dc_3040-internal-organic-021319-mr05812-
[1] https://www.instagram.com/p/Bv8CWflAw2y/?utm_source=ig_twitter_share&igshid=px65prhk5tlp
[1] https://www.migrationpolicy.org/research/guide-finding-understanding-english-learner-data
[1] https://convention2.allacademic.com/one/aera/aera19/index.php?cmd=Online+Program+View+Paper&selected_paper_id=1435234&PHPSESSID=2g0rdp91nnjsdejjagft7bdnl2
[1] https://twitter.com/MathAnnieG/status/1114898619117842434

Top Domains
Top Domains in Tweet in Entire Graph:
[859] twitter.com
[394] allacademic.com
[70] instagram.com
[51] google.com
[31] learningpolicyinstitute.org
[23] radian6.com
[19] air.org
[18] aera.net
[17] chronicle.com
[17] act.org

Top Domains in Tweet in G1:
[303] twitter.com
[49] allacademic.com
[27] google.com
[17] instagram.com
[10] air.org
[10] teachingacademia.com
[9] youtube.com
[7] ncrpp.org
[6] aera.net
[6] nodexlgraphgallery.org

Top Domains in Tweet in G2:
[100] twitter.com
[84] allacademic.com
[26] instagram.com
[12] google.com
[10] researchgate.net
[8] tcpress.com
[7] ufl.edu
[6] learningpolicyinstitute.org
[5] amazon.com
[4] core-apps.com

Top Domains in Tweet in G3:
[134] twitter.com
[33] allacademic.com
[6] utorontopress.com
[5] wordpress.com
[4] instagram.com
[2] ubc.ca
[2] aera19.net
[2] amazon.com
[2] logiforms.com
[2] washington.edu

Top Domains in Tweet in G4:
[25] twitter.com
[7] facebook.com
[1] ola.org
[1] on.ca
[1] amazon.ca
[1] nodexlgraphgallery.org
[1] rsekn.ca
[1] blackburnnews.com
[1] k12sotn.ca
[1] cbc.ca

Top Domains in Tweet in G5:
[90] twitter.com
[16] routledge.com
[9] lnkd.in
[8] emeraldinsight.com
[6] allacademic.com
[6] jpccjournal.com
[5] harvard.edu
[3] emeraldgrouppublishing.com
[3] emeraldopenresearch.com
[3] utoronto.ca

Top Domains in Tweet in G6:
[35] twitter.com
[12] instagram.com
[11] fiverr.com
[6] lnkd.in
[4] allacademic.com
[4] gynatrof.com
[2] youtube.com
[1] presswarehouse.com
[1] igi-global.com
[1] flickr.com

Top Domains in Tweet in G7:
[21] learningpolicyinstitute.org
[14] twitter.com
[11] allacademic.com
[9] air.org
[3] spotify.com
[1] hepg.org
[1] instagram.com

Top Domains in Tweet in G8:
[16] ets.org
[11] twitter.com
[9] iea.nl
[8] ntiers.in
[7] allacademic.com
[6] voiced.ca
[4] eqao.com
[4] core-apps.com
[2] t.co
[2] iea-hamburg.de

Top Domains in Tweet in G9:
[102] allacademic.com
[8] twitter.com
[4] nationaldeafcenter.org
[3] aera.net
[1] ku.edu
[1] census.gov
[1] chroniclevitae.com
[1] google.com
[1] tinyurl.com

Top Domains in Tweet in G10:
[17] act.org
[14] allacademic.com
[12] twitter.com
[5] vanderbilt.edu
[2] instagram.com
[1] migrationpolicy.org
[1] rowman.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[12999] aera19
[1314] aera2019
[779] rallyforeducation
[243] cutshurtkids
[208] toronto
[190] posttruth
[136] democratizingevidence
[131] aerapres
[109] literacies
[108] urbanedaera



Top Hashtags in Tweet in G1:
[4392] aera19
[343] aera2019
[154] posttruth
[134] democratizingevidence
[93] aerapres
[82] aeradivkchat
[77] aera19sharktank
[64] teachered
[61] aeraopening
[50] aeraproblematicfaves

Top Hashtags in Tweet in G2:
[1934] aera19
[261] aera2019
[96] literacies
[31] aerafoodie
[25] toronto
[24] socialmediaed
[20] edtech
[20] untedu
[16] lpiataera
[16] earlyadvantage

Top Hashtags in Tweet in G3:
[1537] aera19
[260] aera2019
[51] aeraonsexualharassment
[46] unaera
[44] rfbe2019
[31] itsonusaera
[30] aeradivjes
[25] stem
[21] highered
[19] educationandsport

Top Hashtags in Tweet in G4:
[715] rallyforeducation
[224] cutshurtkids
[199] aera19
[62] osstf
[57] nocutstoeducation
[51] etfo
[47] oecta
[47] aefo
[45] onted
[38] cupe

Top Hashtags in Tweet in G5:
[1320] aera19
[135] aera2019
[59] oiseataera
[55] icseiataera
[41] harvardaera
[23] education
[22] toronto
[20] rallyforeducation
[19] routledgeauthors
[16] onted

Top Hashtags in Tweet in G6:
[304] aera19
[28] aera2019
[11] toronto
[6] aera
[6] canada
[5] saturdaymorning
[5] menopause
[5] cdnpoli
[4] fridayfeeling
[4] posttruth

Top Hashtags in Tweet in G7:
[272] aera19
[42] lpiataera
[20] edpolicy
[17] liftusup
[17] hiphoped
[14] aera2019
[12] hiphopedsig
[11] abolitionistteaching
[7] ece
[7] airataera

Top Hashtags in Tweet in G8:
[315] aera19
[24] ieairc
[22] icils
[20] onted
[19] education
[14] timss
[14] aera2019
[12] rally
[12] toronto
[11] cdned

Top Hashtags in Tweet in G9:
[266] aera19
[103] urbanedaera
[26] atlastakestoronto
[22] aera2019
[22] ncme19
[15] mixedmethods
[8] deaf
[6] aerapresidentialsession
[6] vocabulary
[4] certifieddeafinterpreters

Top Hashtags in Tweet in G10:
[251] aera19
[38] ncme19
[17] actresearch
[10] rfbe2019
[9] research
[9] sel
[9] acttessera
[9] testprep
[6] toronto
[4] patriarchy

Top Words
Top Words in Tweet in Entire Graph:
[14221] Words in Sentiment List#1: Positive
[4868] Words in Sentiment List#2: Negative
[46] Words in Sentiment List#3: Angry/Violent
[381125] Non-categorized Words
[400214] Total Words
[13000] #aera19
[1909] research
[1699] aera_edresearch
[1669] session
[1534] education

Top Words in Tweet in G1:
[4393] #aera19
[783] aera_edresearch
[726] research
[553] work
[535] education
[512] dr
[505] session
[426] students
[406] s
[354] toronto

Top Words in Tweet in G2:
[1933] #aera19
[307] session
[261] #aera2019
[230] research
[224] education
[211] s
[205] teacher
[193] learning
[192] aera_edresearch
[191] work

Top Words in Tweet in G3:
[1537] #aera19
[260] #aera2019
[253] session
[195] aera_edresearch
[184] students
[173] s
[169] research
[161] dr
[158] critical
[144] out

Top Words in Tweet in G4:
[715] #rallyforeducation
[581] carolcampbell4
[564] ontario
[482] 000
[480] people
[475] estimate
[475] 30
[475] participated
[475] 170
[475] buses

Top Words in Tweet in G5:
[1321] #aera19
[320] oiseuoft
[258] research
[233] education
[208] learning
[170] aera_edresearch
[169] s
[163] students
[149] prof
[143] session

Top Words in Tweet in G6:
[303] #aera19
[46] toronto
[29] conference
[28] #aera2019
[26] research
[22] education
[21] learning
[20] session
[19] work
[18] looking

Top Words in Tweet in G7:
[272] #aera19
[84] lpi_learning
[61] learning
[59] s
[46] black
[42] #lpiataera
[38] out
[37] school
[35] blovesoulpower
[31] ldh_ed

Top Words in Tweet in G8:
[315] #aera19
[56] math
[50] learning
[49] today
[46] researchedcan
[45] more
[45] education
[44] toronto
[40] s
[40] students

Top Words in Tweet in G9:
[266] #aera19
[135] 4
[103] #urbanedaera
[79] paper
[79] session
[74] presents
[66] research
[60] co
[57] 8
[51] authored

Top Words in Tweet in G10:
[252] #aera19
[47] more
[39] students
[39] learning
[38] research
[38] #ncme19
[35] presentation
[29] dr
[28] great
[26] aera_edresearch

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[829] #aera19,#aera2019
[532] carolcampbell4,#rallyforeducation
[492] 30,000
[491] #rallyforeducation,estimate
[491] estimate,30
[491] 000,people
[491] people,participated
[491] participated,170
[491] 170,buses
[491] buses,filled

Top Word Pairs in Tweet in G1:
[211] #aera19,#aera2019
[187] social,media
[165] aera_edresearch,#aera19
[114] check,out
[104] #aera2019,#aera19
[102] don,t
[98] looking,forward
[80] aera_edresearch,dr
[77] toronto,#aera19
[76] #democratizingevidence,#aera19

Top Word Pairs in Tweet in G2:
[192] #aera19,#aera2019
[90] teacher,education
[59] check,out
[51] don,t
[47] #aera2019,#aera19
[46] p,m
[45] level,room
[42] m,mtcc_events
[40] #aera19,session
[40] convention,centre

Top Word Pairs in Tweet in G3:
[181] #aera19,#aera2019
[118] studies,#aera19
[117] fam,whole
[117] whole,session
[117] session,titled
[117] titled,critical
[117] critical,becky
[117] becky,studies
[116] its_serrano,fam
[53] check,out

Top Word Pairs in Tweet in G4:
[510] carolcampbell4,#rallyforeducation
[475] #rallyforeducation,estimate
[475] estimate,30
[475] 30,000
[475] 000,people
[475] people,participated
[475] participated,170
[475] 170,buses
[475] buses,filled
[475] filled,ontario

Top Word Pairs in Tweet in G5:
[110] oiseuoft,prof
[58] #aera19,#aera2019
[56] lance,mccready
[48] prof,lance
[48] mccready,improve
[48] improve,educational
[48] educational,trajectories
[48] trajectories,black
[48] black,youth
[48] youth,currently

Top Word Pairs in Tweet in G6:
[18] #aera19,#aera2019
[11] convention,centre
[10] metro,toronto
[10] toronto,convention
[9] ms,13
[8] looking,forward
[8] check,out
[8] educational,research
[8] #aera2019,#aera19
[6] toronto,#aera19

Top Word Pairs in Tweet in G7:
[23] check,out
[21] learning,assessments
[20] much,know
[20] know,human
[20] human,potential
[20] potential,learning
[20] assessments,odds
[20] odds,doing
[20] doing,#edpolicy
[19] #aera19,#lpiataera

Top Word Pairs in Tweet in G8:
[19] stand,213
[19] ets,#aera19
[18] reception,roundtable
[18] april,7
[17] challenge,mathematics
[17] mathematics,ontario
[17] ontario,less
[17] less,students
[17] students,knowing
[17] knowing,math

Top Word Pairs in Tweet in G9:
[99] #aera19,#urbanedaera
[51] co,authored
[46] presents,co
[45] authored,paper
[27] 4,6
[26] sa,4
[25] 4,8
[24] presents,paper
[24] 4,7
[24] m,4

Top Word Pairs in Tweet in G10:
[24] #aera19,#ncme19
[19] rural,students
[15] headed,#aera19
[15] #ncme19,research
[15] research,foundational
[15] foundational,part
[15] part,help
[15] people,achieve
[13] learn,more
[13] ncme38,aera_edresearch

Top Replied-To
Top Replied-To in Entire Graph:
@aera_edresearch
@blovesoulpower
@jal_mehta
@reimagineedtc
@writinglit
@ruthlturley
@lpi_learning
@doktor_adi
@its_serrano
@meganbang3

Top Replied-To in G1:
@aera_edresearch
@ruthlturley
@douglas_watkins
@meganbang3
@doktor_adi
@blovesoulpower
@viviant88
@drshaunharper
@aeradivisionk
@johndiamondphd

Top Replied-To in G2:
@writinglit
@blovesoulpower
@katecowan
@chrisharrikings
@uf_coe
@dankrutka
@epictheatr
@aerasocialstud1
@bretsw
@wargojon

Top Replied-To in G3:
@its_serrano
@aera_rfessig
@tlstrayhorn
@eriqfelix
@aera_edresearch
@wmsoe
@reapa_sig
@realvara
@dajanaepalmer
@gema_zamarro

Top Replied-To in G4:
@carolcampbell4
@davedelgobbo
@warrengrafton
@henrygiroux
@stephen_hurley
@drjaimemalic

Top Replied-To in G5:
@jal_mehta
@reimagineedtc
@uchicago
@hargreavesbc
@aera_edresearch
@krisgu
@manhattanedu
@unisouthampton
@michaelfullan1
@ldh_ed

Top Replied-To in G7:
@lpi_learning
@blovesoulpower
@redjetta82
@_jmnoonan
@alisondover1
@losendan
@apsueddean
@aera_edresearch
@jolan_jolans
@zakiyachinyere

Top Replied-To in G8:
@iea_education
@danawanzer
@trivium21c
@greg_ashman
@dylanwiliam
@m_nind
@tdsb
@cbokhove
@stephen_hurley

Top Replied-To in G9:
@atlas4learning
@tanyaswright
@anterobot
@aera_div_d
@tcdeafed

Top Replied-To in G10:
@eddeanhernandez
@pampenngse
@vupeabody
@mtpoc
@bretgosselin
@mathannieg
@bakerdphd
@dm_woods
@eromerohall

Top Mentioned
Top Mentioned in Entire Graph:
@aera_edresearch
@carolcampbell4
@bayanya
@oiseuoft
@constanceiloh
@brandonzoras
@roman_bab
@lpi_learning
@its_serrano
@nelsonlflores

Top Mentioned in G1:
@aera_edresearch
@constanceiloh
@nelsonlflores
@diva_edlead
@aeradivc
@divisionagsc
@ucea
@viviant88
@aeradivisionk
@ncrpp

Top Mentioned in G2:
@aera_edresearch
@writinglit
@brownellcassie
@soutomanning
@mtcc_events
@trantempleton
@dankrutka
@uf_coe
@lpi_learning
@teacherscollege

Top Mentioned in G3:
@aera_edresearch
@its_serrano
@aeradiv_j
@aeradivjgradnet
@sapnaik
@rfbe_aera
@velocirobter
@julieposselt
@aliwatts13
@drbrooms7

Top Mentioned in G4:
@carolcampbell4
@bayanya
@brandonzoras
@roman_bab
@aera_edresearch
@oiseuoft
@osstf
@lisathompsonmpp
@fordnation
@uottawaedu

Top Mentioned in G5:
@oiseuoft
@aera_edresearch
@oiseataera
@edchangesig
@oisealumfriends
@icseiglobal
@carolcampbell4
@emeraldedu
@hargreavesbc
@uknowhgse

Top Mentioned in G6:
@umaine_coehd
@taishoffctr
@outonalim
@noyceprogram

Top Mentioned in G7:
@lpi_learning
@ldh_ed
@blovesoulpower
@zakiyachinyere
@hiphopedsig
@zansari8
@aera_edresearch
@beaconpressbks
@maddiegardner
@jg4justice

Top Mentioned in G8:
@researchedcan
@aera_edresearch
@iea_education
@eqao
@educhatter
@drkatinapollock
@treviner
@dylanwiliam
@stephen_hurley
@lauraeducacio

Top Mentioned in G9:
@atlas4learning
@aeradivisionk
@aera_edresearch
@aera_mmr_sig
@urbanedcuny
@aeradivg
@21glassesphotog
@gailtiemann
@chelseanehler
@drloriandersen

Top Mentioned in G10:
@aera_edresearch
@act
@ncme38
@vupeabody
@profnicolej
@smusimmons
@rebquintana
@ketterlingeller
@yuanrutan
@tinalfletcher

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@united
@delta
@feministajones
@chipotletweets
@edgametec
@kmontenegro
@stormhour
@aircanada
@moveprofphd

Top Tweeters in G1:
@edgametec
@kmontenegro
@aircanada
@moveprofphd
@lawgirl318
@mcgarrygirl78
@sfdirewolf
@nshrubs
@dileed
@renytay

Top Tweeters in G2:
@stormhour
@kixxonlee
@profmdwhite
@nathan_stevens
@jerryleads
@drvevanswinters
@moscarla
@giufuliafa
@brad_burgen
@jeremydbond

Top Tweeters in G3:
@chipotletweets
@icecoldjd1906
@positiveimagep
@think_phd
@saragoldrickrab
@academicchatter
@annaanthro
@sargoth
@zaranosaur
@dn_charles

Top Tweeters in G4:
@fuzzywuzzyto
@suestroud
@punnedit55
@meredithheron
@meeksvs
@dawnroseturner
@acdcjoanie
@dorothyk98
@queerthoughts
@andrewr_physics

Top Tweeters in G5:
@mitsawokett
@designthinkbot
@socialchangeaus
@raesnape
@raehanbobby
@tamraraven
@kwetoday
@zen_kamiji
@daroldcuba
@iiheartpolitics

Top Tweeters in G6:
@bigdatabatman
@holyblackgirl
@biblio_phile
@christin4potus
@divafeminist
@jmar116
@blackiusmaximus
@proudblackjedi
@dcsamantha
@bigtimcavanaugh

Top Tweeters in G7:
@feministajones
@dignity
@vievararosel
@charlenecac
@chlodubs
@neaarts
@nativeone
@aanngulyas
@zansari8
@timhortons

Top Tweeters in G8:
@tombennett71
@cbokhove
@owhnews
@dougpete
@courosa
@trivium21c
@reifedward
@joanvinallcox
@jelmerevers
@cecilia_bocking

Top Tweeters in G9:
@tressiemcphd
@scholastic
@robertprobinson
@kunews
@utaustin
@td_ny
@machtm
@mattel
@abilityanyware
@aud2526

Top Tweeters in G10:
@evidencerobot
@marriott
@cleardiff
@myprepacademy
@huskers
@reelartsy
@untsocial
@ualbany
@marriottintl
@mcgillu