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#EduTwitter_2021-07-21_19-51-12.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
July 22, 2021
Short Description:
#EduTwitter via NodeXL https://bit.ly/36S6kT7
@karamballes
@mrts_nqts
@katejones_teach
@education_24x7
@jc_james_clark
@iammistermba
@unofficialoa
@e_sheninger
@tcea
@markj_ohnson

Top hashtags:
#edutwitter
#teachertwitter
#education
#edchat
#edtech
#clearthelists

Description:
Description
The graph represents a network of 10,879 Twitter users whose recent tweets contained "#EduTwitter", 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, 22 July 2021 at 03:36 UTC.

The tweets in the network were tweeted over the 8-day, 11-hour, 7-minute period from Tuesday, 13 July 2021 at 15:36 UTC to Thursday, 22 July 2021 at 02:44 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 : 10879
Unique Edges : 17861
Edges With Duplicates : 6052
Total Edges : 23913
Number of Edge Types : 5
Retweet : 9189
MentionsInRetweet : 6767
Replies to : 672
Tweet : 3604
Mentions : 3681
Self-Loops : 3771
Reciprocated Vertex Pair Ratio : 0.0398333919981227
Reciprocated Edge Ratio : 0.0766149506346968
Connected Components : 1610
Single-Vertex Connected Components : 992
Maximum Vertices in a Connected Component : 7638
Maximum Edges in a Connected Component : 19374
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.072083
Graph Density : 0.000149778063977111
Modularity : 0.683725
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 10,879 Twitter users whose recent tweets contained "#EduTwitter", 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, 22 July 2021 at 03:36 UTC.

The tweets in the network were tweeted over the 8-day, 11-hour, 7-minute period from Tuesday, 13 July 2021 at 15:36 UTC to Thursday, 22 July 2021 at 02:44 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 : #EduTwitter
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:
[179] http://esheninger.blogspot.com/2021/07/blending-with-station-rotation-model.html
[166] https://petition.parliament.uk/petitions/591735
[128] https://twitter.com/TigressEllie/status/1415697793881153545
[123] https://www.amazon.com/hz/wishlist/ls/1FU9OWYCLHMK1?ref_=wl_share
[119] https://twitter.com/karamballes/status/1417187577375957000?s=19
[83] https://www.screencastify.com/blog/new-screencastify-quizzes-analytics/
[83] https://blog.tcea.org/self-reported-grades/
[80] https://www.gov.uk/government/publications/royal-courts-of-justice-cause-list/royal-courts-of-justice-daily-cause-list
[77] https://twitter.com/karamballes/status/1414619945263108099?s=19
[72] https://www.amazon.com/hz/wishlist/ls/2QFTQV0HL2Q2?ref_=wl_share

Top URLs in Tweet in G1:
[17] https://www.cccpworkshops.co.uk/
[16] http://joshuaseigalpoet.blogspot.com/2021/07/poem-for-year-6-leavers-at-penn-wood.html
[14] https://docs.google.com/forms/d/e/1FAIpQLSdoTCYvu6-LlkyPF-2rRmJHg2gqzH8hLyoX1Bpjvu4o4w7L0g/viewform?usp=fb_send_twt
[13] https://www.joshuaseigal.co.uk/gifted
[10] https://learningheadteacher.school.blog/2021/07/21/ofsted-research-review-of-history-a-summary/
[10] https://twitter.com/SueHardyDawson/status/1415610315635630084
[10] https://www.reallyschool.com/2021/06/15/periodic-table-of-eyfs-educators-to-follow-today/
[7] https://fireflypress.co.uk/blog/the-ten-riddles-of-eartha-quicksmith-resources/
[7] https://ausearlycareerteachers.wordpress.com/
[7] https://www.facebook.com/groups/2778901942227281/

Top URLs in Tweet in G2:
[4] https://halsbury.com/sport/resources/halsbury-sports-covid-guarantee/
[3] http://www.servicesforeducation.co.uk/scitt
[3] https://www.guaranteedoutstanding.co.uk/
[3] https://play.google.com/store/apps/details?id=com.mwalimuplus
[3] https://medium.com/ipevo/top-5-ways-to-use-a-document-camera-in-a-classroom-10bb2fc77feb
[2] https://ww2.unipark.de/uc/makarovaprofdr_Universit__t_Base/7a77/
[2] https://twitter.com/wave_english/status/1414562835976314880
[2] https://virtueethicsfoundation.com/human-dignity-petition-tackle-homophobia-racism-sexism-islamophobia-gathers-momentum/
[2] https://twitter.com/nowthisnews/status/1415695958705418240
[2] https://www.bbc.co.uk/news/uk-57877373

Top URLs in Tweet in G3:
[82] https://www.screencastify.com/blog/new-screencastify-quizzes-analytics/
[82] https://blog.tcea.org/self-reported-grades/
[46] https://www.edutopia.org/blog/9-ways-plan-transformational-lessons-todd-finley?crlt.pid=camp.F1I2R1J9LsKq
[43] https://inservice.ascd.org/6-questions-to-ask-your-students-on-day-one/?utm_source=pinterest&utm_campaign=Social-Organic&utm_medium=social
[39] https://blog.tcea.org/choice-boards-2/
[31] http://www.litandtech.com/2017/06/differentiation-with-branching-google.html
[25] http://esheninger.blogspot.com/2021/07/blending-with-station-rotation-model.html
[23] https://docs.google.com/forms/d/e/1FAIpQLSedAmLwA2EYqIDGLX8QDenN0uGTuomFqOjb4xJlLRARUezehg/viewform
[22] https://blog.tcea.org/exploring-assessment-two-tools-for-educators/
[19] http://www.cvent.com/c/abstracts/7007b760-1730-4243-9c87-e83529e40483

Top URLs in Tweet in G4:
[122] https://twitter.com/TigressEllie/status/1415697793881153545
[115] https://twitter.com/karamballes/status/1417187577375957000?s=19
[74] https://twitter.com/karamballes/status/1414619945263108099?s=19
[36] https://twitter.com/Sakura509/status/1415090978747191299
[35] https://twitter.com/chrischirp/status/1415269691342393348
[27] https://twitter.com/SebastianEPayne/status/1415017181348253698
[24] https://twitter.com/ToryFibs/status/1415935509306687489
[24] https://twitter.com/SafeEdForAll_UK/status/1417017093376065536
[19] https://twitter.com/BBCNews/status/1417044122741972992
[18] https://twitter.com/ReicherStephen/status/1415614706530803712

Top URLs in Tweet in G5:
[123] https://www.amazon.com/hz/wishlist/ls/1FU9OWYCLHMK1?ref_=wl_share
[72] https://www.amazon.com/hz/wishlist/ls/2QFTQV0HL2Q2?ref_=wl_share
[65] https://www.amazon.com/hz/wishlist/ls/1SP31KXM3CI70?ref_=wl_share
[58] https://www.amazon.com/hz/wishlist/ls/2QKV4YXHHH9KL/ref=as_li_ss_tl?ref_=wl_share&linkCode=sl2&tag=thetickler0a-20&linkId=b4318886e67aa66f13048bfcca35b10b&language=en_US
[23] https://www.donorschoose.org/project/flexible-seating-for-bouncy-students-par/5625650/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_7247569&rf=twitter-dc-2021-07-teacherhub-teacher_7247569&challengeid=21600316&%24web_only=true&_branch_match_id=link-939619866397608134
[21] https://www.amazon.com/hz/wishlist/ls/3EC86IR1BNS99?ref_=wl_share
[16] https://www.amazon.com/hz/wishlist/ls/3CWRHI204MH2C?ref_=wl_share
[15] https://www.amazon.com/hz/wishlist/ls/3528D3WJ3WQOY/ref=as_li_ss_tl?ref_=wl_share&linkCode=sl2&tag=thetickler0a-20&linkId=7a7baa88f6d5ac85588e46db4bcc2a0e&language=en_US
[14] https://www.amazon.com/hz/wishlist/ls/DR94YLYFEYJ4?ref_=wl_share
[13] https://www.amazon.com/hz/wishlist/ls/2PY67W998YBJK?ref_=wl_share

Top URLs in Tweet in G6:
[30] https://www.ttradio.org/listenback
[8] https://www.ttradio.org/
[8] https://www.sapere.org.uk/home/projects-and-partners/thinking-together-in-science-and-re.aspx
[6] https://twitter.com/Kalil_R91/status/1416665702124171266
[5] https://www.tes.com/resource-detail/resource-12554111
[5] https://twitter.com/PenguinUKBooks/status/1413860811122962435
[4] https://twitter.com/ruthsinhal/status/1414871224186986501
[4] https://twitter.com/geekclubbooks/status/1415760087289942026
[3] https://twitter.com/IamMisterMba/status/1415911429182566401
[3] https://r4j68.app.goo.gl/?link=https%3A%2F%2Fwww.podbean.com%2Flive%2Fqw5vcxwuW9%3Faction%3DopenLiveRoom%26channel_id%3Dqw5vcxwuW9%26live_task_id%3DOYXvOIa6uz2%26lsid%3DOYXvOIa6uz2&utm_campaign=a_share_ls&utm_source=a_share&utm_medium=dlink&ct=a_share_ls&imv=670&amv=530&isi=973361050&ibi=com.podbean.app.podcast&ipbi=com.podbean.app.podcast&apn=com.podbean.app.podcast

Top URLs in Tweet in G7:
[20] https://thesixfivesummit.com/session/a-people-first-approach-to-ai/
[16] https://www.youtube.com/watch?v=2iPrFEC7Vhg&t=3s

[8] https://www.engineer-a-better-world.org/engineering-open-house-day/
[7] https://www.bell-foundation.org.uk/resources/?resource_audience_type[]=100&resource_language_level=&resource_context=
[6] https://www.tnmoc.org/events/2021/7/28/jn-25-the-imperial-japanese-navys-primary-world-war-ii-naval-cipher
[5] https://www.bbc.co.uk/teach/teacher-support/how-to-promote-an-inclusive-environment-in-your-school/zmwsp4j
[5] https://www.tnmoc.org/events/2021/7/25/ambassador-kids-programme
[5] https://www.globalschoolalliance.com/virtual-conference/
[4] https://www.youtube.com/playlist?list=PLoFvKa9dRKjeA9hLLGkWxO3zmAaK_vCF8

[4] https://www.theguardian.com/sport/2021/jul/18/jason-mohammad-i-was-spat-at-for-being-muslim-thats-just-how-it-was-bbc-sports?fbclid=IwAR1otxLWwzz0rDGPb3jL8_b-WbeixKggOb9Dr2YBq3no5ktKOXKVBbuDeMk

Top URLs in Tweet in G8:
[163] https://petition.parliament.uk/petitions/591735
[8] https://www.justlikeus.org/masterclasses
[5] https://www.justlikeus.org/schools
[2] https://safeschoolsallianceuk.net/2021/07/02/help-with-filling-in-the-welsh-rse-consultation/
[2] https://www.indy100.com/news/redbridge-library-monkey-custome-scandal-b1882666
[1] https://www.justlikeus.org/talksandworkshops
[1] https://twitter.com/karamballes/status/1417187577375957000?s=19
[1] https://twitter.com/TigressEllie/status/1415697793881153545

Top URLs in Tweet in G9:
[5] https://mybook.to/2021_Still_Together
[5] https://www.smashmaths.org/schools
[3] https://thinkingreadingwritings.wpcomstaging.com/2021/06/19/papering-over-the-reading-gap/
[2] https://twitter.com/IamMisterMba/status/1361276509965733894
[2] https://thinkingreadingwritings.wpcomstaging.com/?p=30592
[2] https://thinkingreadingwritings.wpcomstaging.com/2014/02/19/teaching-reading-is-rocket-science/
[2] https://thinkingreadingwritings.wpcomstaging.com/2021/01/24/your-key-to-catch-up-after-lockdown-reading/
[2] https://thinkingreadingwritings.wpcomstaging.com/2021/03/07/because-reading-was-never-just-phonics/
[2] https://thinkingreadingwritings.wpcomstaging.com/2020/10/24/life-after-school-diary-of-a-trainer/
[2] http://daisi.education/qla

Top URLs in Tweet in G10:
[149] http://esheninger.blogspot.com/2021/07/blending-with-station-rotation-model.html
[33] http://esheninger.blogspot.com/2021/07/pedagogical-leadership.html
[18] https://esheninger.blogspot.com/2021/04/learning-recovery-through-acceleration.html
[15] http://esheninger.blogspot.com/2018/09/5-strategies-to-create-culture-of.html
[11] https://esheninger.blogspot.com/2018/10/the-art-and-science-of-leadership.html
[9] https://twitter.com/MindShiftKQED/status/1416735754483470338
[8] http://esheninger.blogspot.com/2019/07/the-path-to-efficacy.html
[7] http://esheninger.blogspot.com/2019/03/to-follow-is-to-lead.html
[7] http://esheninger.blogspot.com/2018/07/great-leaders-surround-themselves-with.html
[5] https://static1.squarespace.com/static/5eb9b365d2446e64333aec15/t/60ed91aef67381323ef96b2a/1626182062517/Disruptive+Study+Guide.pdf

Top Domains
Top Domains in Tweet in Entire Graph:
[1792] twitter.com
[576] amazon.com
[541] co.uk
[363] blogspot.com
[232] org.uk
[208] google.com
[206] youtube.com
[170] parliament.uk
[167] tcea.org
[110] donorschoose.org

Top Domains in Tweet in G1:
[147] co.uk
[143] twitter.com
[37] google.com
[34] youtube.com
[17] blogspot.com
[17] ks2gems.com
[12] wordpress.com
[11] tes.com
[10] school.blog
[10] reallyschool.com

Top Domains in Tweet in G2:
[137] twitter.com
[31] co.uk
[14] halsbury.com
[13] amazon.com
[10] youtube.com
[7] enrichingstudents.com
[6] google.com
[5] medium.com
[5] org.uk
[4] linkedin.com

Top Domains in Tweet in G3:
[165] tcea.org
[141] twitter.com
[82] screencastify.com
[69] google.com
[56] edutopia.org
[44] ascd.org
[38] blogspot.com
[37] fetc.org
[35] cospaces.io
[31] litandtech.com

Top Domains in Tweet in G4:
[679] twitter.com
[9] tes.com
[9] co.uk
[9] edublogs.org
[5] gov.uk
[5] fabianeducation.com
[4] wordpress.com
[3] org.uk
[3] change.org
[2] politicsmeanspolitics.com

Top Domains in Tweet in G5:
[521] amazon.com
[104] donorschoose.org
[58] twitter.com
[7] google.com
[7] co.uk
[7] force.com
[4] usatoday.com
[3] pledgecents.com
[2] kinf.org
[1] kohls.com

Top Domains in Tweet in G6:
[42] twitter.com
[38] ttradio.org
[8] org.uk
[6] goo.gl
[5] tes.com
[3] co.uk
[3] justlikeus.org
[2] parliament.uk
[2] thechalkboardreview.com
[2] gov.uk

Top Domains in Tweet in G7:
[23] youtube.com
[20] co.uk
[20] thesixfivesummit.com
[18] org.uk
[11] tnmoc.org
[10] twitter.com
[8] engineer-a-better-world.org
[7] theguardian.com
[5] globalschoolalliance.com
[3] usatoday.com

Top Domains in Tweet in G8:
[163] parliament.uk
[14] justlikeus.org
[2] safeschoolsallianceuk.net
[2] indy100.com
[2] twitter.com

Top Domains in Tweet in G9:
[15] wpcomstaging.com
[8] twitter.com
[5] mybook.to
[5] smashmaths.org
[2] daisi.education
[2] spotify.com
[1] school.blog
[1] johncattbookshop.com
[1] co.uk
[1] ac.uk

Top Domains in Tweet in G10:
[264] blogspot.com
[15] twitter.com
[5] squarespace.com
[1] youtube.com
[1] intercom.help
[1] unfoldthesoul.com
[1] middleweb.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[14431] edutwitter
[2137] teachertwitter
[1788] education
[1365] edchat
[906] edtech
[635] clearthelists
[590] learning
[559] clearthelist
[525] teachers
[515] teacher



Top Hashtags in Tweet in G1:
[1809] edutwitter
[176] teachertwitter
[133] education
[132] nqt
[127] ect
[83] teachers
[70] edchat
[60] tvttagteam
[49] teacher5oclockclub
[48] primaryrocks

Top Hashtags in Tweet in G2:
[1249] edutwitter
[154] education
[135] teachertwitter
[60] edchat
[53] nqt
[52] teachers
[43] teaching
[42] teacher
[29] edtech
[28] ect

Top Hashtags in Tweet in G3:
[1350] edutwitter
[530] edtech
[361] edchat
[291] learning
[227] education
[192] k12
[168] teaching
[151] teachertwitter
[131] tosachat
[114] edutech

Top Hashtags in Tweet in G4:
[981] edutwitter
[166] r4today
[89] johnsonvariant
[42] tuesdayvibe
[27] makeschoolssafe
[26] teachertwitter
[25] longcovidkids
[23] education
[22] school
[19] homeschool

Top Hashtags in Tweet in G5:
[1138] edutwitter
[1000] teachertwitter
[627] clearthelists
[534] clearthelist
[250] education
[142] backtoschool2021
[140] teacherlift
[137] books
[133] specialeducation
[112] teachers

Top Hashtags in Tweet in G6:
[535] edutwitter
[103] racism
[100] euros
[100] saka
[100] eng
[68] ttradio
[30] teacher5oclockclub
[20] antiracism
[14] headteacherchat
[12] after5brigade

Top Hashtags in Tweet in G7:
[395] edutwitter
[42] sciencetwitter
[40] education
[33] learning
[30] stem
[27] sustainability
[24] nature
[24] savetheplanet
[24] climateaction
[23] recycling

Top Hashtags in Tweet in G8:
[332] edutwitter
[169] rse
[163] ofsted
[131] safeguarding
[14] womened
[14] pshe
[13] schooldiversityweek
[12] sltchat
[8] teachertwitter
[8] readinglist

Top Hashtags in Tweet in G9:
[360] edutwitter
[264] school
[236] iammistermba
[234] teacher
[232] schoollife
[230] student
[34] education
[27] teachers
[25] btbycb
[25] london

Top Hashtags in Tweet in G10:
[305] edutwitter
[274] edchat
[203] suptchat
[181] cpchat
[42] blendedlearning
[27] digilead
[25] edleaders
[24] edleader
[24] edleadership
[22] education

Top Words
Top Words in Tweet in Entire Graph:
[14785] #edutwitter
[2227] #teachertwitter
[1991] school
[1970] year
[1847] #education
[1388] #edchat
[1379] teachers
[1260] more
[1193] help
[1149] students

Top Words in Tweet in G1:
[1853] #edutwitter
[487] year
[262] school
[213] mrts_nqts
[197] love
[194] one
[190] anyone
[184] teachers
[182] #teachertwitter
[177] book

Top Words in Tweet in G2:
[1249] #edutwitter
[282] year
[176] school
[154] #education
[135] #teachertwitter
[110] more
[102] teachers
[95] summer
[90] class
[89] one

Top Words in Tweet in G3:
[1453] #edutwitter
[612] #edtech
[365] #edchat
[329] #learning
[327] students
[238] #education
[212] #k12
[192] #teachertwitter
[177] #teaching
[168] template

Top Words in Tweet in G4:
[983] #edutwitter
[383] children
[375] vaccination
[345] schools
[314] infection
[166] #r4today
[165] measures
[164] media
[163] gov
[163] mass

Top Words in Tweet in G5:
[1173] #edutwitter
[1032] #teachertwitter
[666] #clearthelists
[537] #clearthelist
[501] help
[424] amazon
[276] donorschoose
[254] year
[250] #education
[191] grateful

Top Words in Tweet in G6:
[535] #edutwitter
[130] one
[130] anyone
[130] history
[119] september
[119] break
[116] job
[114] hard
[114] working
[113] within

Top Words in Tweet in G7:
[414] #edutwitter
[108] everyone
[82] shout
[78] one
[76] school
[65] year
[52] schools
[45] thing
[45] left
[44] more

Top Words in Tweet in G8:
[332] #edutwitter
[238] failure
[184] more
[169] #rse
[167] materials
[164] education
[164] schools
[163] following
[163] #ofsted
[163] report

Top Words in Tweet in G9:
[360] #edutwitter
[264] #school
[241] teachers
[239] teaching
[236] according
[236] #iammistermba
[236] happy
[236] friday
[234] #teacher
[232] salute

Top Words in Tweet in G10:
[309] #edutwitter
[278] #edchat
[239] #suptchat
[200] #cpchat
[149] station
[149] rotation
[148] #disruptivethink
[142] #blendedlearning
[141] blending
[141] model

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[866] #teachertwitter,#edutwitter
[743] #edchat,#edutwitter
[590] #edutwitter,#teachertwitter
[552] #education,#edutwitter
[441] #edutwitter,#education
[361] young,people
[307] happy,friday
[284] gt,gt
[265] #school,#teacher
[264] #teacher,#student

Top Word Pairs in Tweet in G1:
[83] next,year
[74] #teachertwitter,#edutwitter
[66] #edutwitter,#tvttagteam
[66] retweet,love
[63] hi,everyone
[61] again,next
[60] one,follows
[60] follows,anyone
[60] anyone,retweet
[60] love,forever

Top Word Pairs in Tweet in G2:
[46] #education,#edutwitter
[45] #edutwitter,#education
[45] #edutwitter,#teachertwitter
[42] #teachertwitter,#edutwitter
[36] next,year
[23] end,term
[23] #edchat,#edutwitter
[18] school,year
[17] year,#edutwitter
[17] #edutwitter,#edchat

Top Word Pairs in Tweet in G3:
[224] #edchat,#edutwitter
[122] #edutwitter,#teachertwitter
[116] #edutech,#edutwitter
[113] #edtech,#edutech
[112] #edutwitter,#tosachat
[97] #teaching,#edutwitter
[89] #edtech,#edutwitter
[89] #learning,#teaching
[87] #tosachat,#eduducttape
[84] coming,soon

Top Word Pairs in Tweet in G4:
[163] mass,infection
[155] safety,measures
[151] infection,better
[151] better,vaccination
[151] 11,17
[135] 96,children
[135] children,hospitalised
[135] hospitalised,days
[124] choice,vaccination
[122] days,#edutwitter

Top Word Pairs in Tweet in G5:
[549] #teachertwitter,#edutwitter
[164] #clearthelist,#clearthelists
[156] #edutwitter,#education
[146] #edutwitter,#teachertwitter
[140] teachers,needs
[140] needs,#teacherlift
[140] #teacherlift,yout
[140] yout,#clearthelists
[140] #clearthelists,donorschoose
[140] donorschoose,fundraisers

Top Word Pairs in Tweet in G6:
[113] job,september
[112] one,last
[112] last,attempt
[112] attempt,lucky
[112] lucky,break
[112] break,passionate
[112] passionate,hard
[112] hard,working
[112] working,rqt
[112] rqt,anyone

Top Word Pairs in Tweet in G7:
[82] shout,everyone
[34] #education,#edutwitter
[30] #sciencetwitter,#edutwitter
[25] everyone,finished
[25] finished,difficult
[25] difficult,year
[25] year,career
[25] career,made
[25] made,#edutwitter
[25] happy,friday

Top Word Pairs in Tweet in G8:
[163] following,#ofsted
[163] #ofsted,#rse
[163] #rse,report
[163] report,more
[163] more,recent
[163] recent,incidents
[163] incidents,ve
[163] ve,lodged
[163] lodged,petition
[163] petition,seeking

Top Word Pairs in Tweet in G9:
[234] happy,friday
[232] teaching,according
[232] shape,future
[230] according,destiny
[230] destiny,child
[230] child,whenever
[230] whenever,finish
[230] finish,teachers
[230] teachers,salute
[230] salute,steered

Top Word Pairs in Tweet in G10:
[221] #edchat,#edutwitter
[170] #suptchat,#cpchat
[167] #edutwitter,#suptchat
[149] station,rotation
[141] blending,station
[141] rotation,model
[141] model,#edchat
[102] #cpchat,#disruptivethink
[101] #disruptivethink,#blendedlearning
[41] #edutwitter,#blendedlearning

Top Replied-To
Top Replied-To in Entire Graph:
@steelcityhelps
@amerz087
@travisakers
@jaclynt10
@mrmikemtl
@deputygrocott
@iteachfirsties1
@thinkzoneindia
@teachergal_ks
@karamballes

Top Replied-To in G1:
@deputygrocott
@toriaclaire
@thosethatcan
@mrlev
@i_teach_things
@rockkidzuk
@misscoley_ect
@adrianbethune
@greeborunner
@bunnison1

Top Replied-To in G3:
@fetc
@thorn_hayward
@n2teaching
@shakeuplearning
@cmsprincipal1
@thinkzoneindia
@nearpod
@johndeere
@unisonedu
@ap_korth

Top Replied-To in G4:
@karamballes
@halfon4harlowmp
@keir_starmer
@smithsmm
@gillditch55
@moremorrow
@gavinwilliamson
@sue_musiced
@tabitasurge
@kelsveil

Top Replied-To in G5:
@steelcityhelps
@amerz087
@travisakers
@jaclynt10
@mrmikemtl
@iteachfirsties1
@teachergal_ks
@marie_roberts2
@kmr_teacher
@gluegobs

Top Replied-To in G6:
@notanautismmom
@michael_merrick
@eliistender10
@beardynoise
@kknteachlearn
@misskayteaching
@tstarkey1212
@whatthetrigmath
@tabitasurge

Top Replied-To in G7:
@mikenashtech
@deputygrocott
@mrpfoodie
@friel_raymond
@thosethatcan

Top Replied-To in G9:
@teachertapp

Top Replied-To in G10:
@mdrechsler

Top Mentioned
Top Mentioned in Entire Graph:
@amazon
@donorschoose
@mrts_nqts
@brothersmcleod
@guppybooks
@siangriffiths6
@drbradjohnson
@england
@bukayosaka87
@diben

Top Mentioned in G1:
@mrts_nqts
@headteacherchat
@_reading_rocks_
@katejones_teach
@team_english1
@patronofreading
@troikabooks
@teacherhugradio
@youtube
@ffbteachers

Top Mentioned in G2:
@ridersspecial
@cubeforteachers
@thecuriousedu
@hepi_news

Top Mentioned in G3:
@diben
@screencastify
@thriveinedu
@edutopia
@finleyt
@ascd
@mguhlin
@rdene915
@jenroberts1
@googleforedu

Top Mentioned in G4:
@lbc
@gavinwilliamson
@stephennolan
@cyclingkev
@maryboustedneu
@halfon4harlowmp
@nasuwt
@educationgovuk
@kategreensu
@ceoodyssey

Top Mentioned in G5:
@amazon
@donorschoose
@support_a_teach
@helpateacher
@tmobile
@bwcdeals
@stanlevenson
@teacherscare101
@travisakers
@screamingoffer

Top Mentioned in G6:
@england
@bukayosaka87
@ttradio2021
@davisliam
@kalil_r91
@lessoncopy
@malcpd
@missngrace
@euro2020
@5naureen

Top Mentioned in G7:
@tnmoc
@douglasmerritt
@splunk
@theweekjunior
@bloomsburyed
@unofficialoa
@theiet
@umby
@balirai
@mindfulbydesign

Top Mentioned in G8:
@siangriffiths6
@thetimes
@timeslucy
@educationgovuk
@justlikeusuk
@redbridgelibs
@independenceedu

Top Mentioned in G9:
@davisonmiss
@leo_maths
@lgfl
@shareenadvice
@ali_rounce
@teachertapp
@paulgarvey
@getoutcharity
@paulgarvey4
@childrensociety

Top Mentioned in G10:
@connecteddbooks
@samssaintssoar
@richlandone
@thescea
@columbiacaps
@e_sheninger
@jmcognet
@jmattmiller
@educatoral

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@piyuanker12
@femtech_
@roblwilson
@britpoptarts
@codedailybot
@lesleygsmith3
@cnnnews18

Top Tweeters in G1:
@chidambara09
@birdwriter7
@andrewmorrisuk
@bbcnews
@golwgymor
@raesnape
@argyllseaglass
@_mattfoster2010
@grhluna24
@ajenglish

Top Tweeters in G2:
@tltp
@karachrome
@lollinski
@balmeras
@ksluiter
@shaundellenty
@capt_scarlett
@pravsw
@lauras95
@lunchtimelady

Top Tweeters in G3:
@femtech_
@janiecestaton
@devvibesbot
@fabriciosx
@jacobussystems
@alicekeeler
@100daysof2020
@flipgrid
@mediapython
@vrretweeter

Top Tweeters in G4:
@roblwilson
@sandradunn1955
@johnjoechad
@tighnacoille
@dingabelle
@christinejameis
@suegray834
@goddess1345
@littlemore20
@digitalmaverick

Top Tweeters in G5:
@tmobile
@1feralkat
@iamsophianelson
@lovenola4ever
@bwcdeals
@nplace1
@freiherrkvk
@kohls
@ginnywitt4
@craignewmark

Top Tweeters in G6:
@scientits
@5naureen
@buludoragon
@johnofleeswood
@finneyivan1963
@beardynoise
@eliistender10
@mickmcateer
@franannigansd
@sputniksteve

Top Tweeters in G7:
@guardian
@discovertech3
@djangobot_
@khalsir
@sustaintrends
@rmathematicus
@kuriharan
@hardistymark
@eco1start
@pythonexpertbot

Top Tweeters in G8:
@lesleygsmith3
@mrmalky
@socialism4jobs
@hullfair
@63_susan
@gencritgreen
@trumpstertrash
@thetimes
@clarefking
@rosiecat2

Top Tweeters in G9:
@quayster
@jesssfrankel
@laraoyedele
@tinymattresses
@iaindale
@raellelogan1
@blondebonce
@hrogerson
@illwriteitdown
@mango_bunkbed

Top Tweeters in G10:
@juandoming
@marcelamomberg
@mdrechsler
@newsneus
@mgcjusa
@thomascmurray
@clbear31
@tonysinanis
@jmattmiller
@e_sheninger


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