#TeacherTwitter, Twitter, 9/19/2023 3:45:39 AM, 292600


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#TeacherTwitter Twitter NodeXL SNA Map and Report for Tuesday, 19 September 2023 at 01:48 UTC
#TeacherTwitter Twitter NodeXL SNA Map and Report for Tuesday, 19 September 2023 at 01:48 UTC
From:
marc_smith
Uploaded on:
September 19, 2023
Short Description:
#TeacherTwitter via NodeXL https://bit.ly/3EQ43Zr
@tcea
@principal_h
@kyleniemis
@prodigygame
@quizizz
@teacher2teacher
@ed_admn
@tomtolkien
@michaelrosenyes
@eatrottenapples

Top hashtags:
#teachertwitter
#clearthelist
#edtech
#edutwitter
#edchat
#education
#teachers

Description:
Description
The graph represents a network of 4,407 Twitter users whose recent tweets contained "#TeacherTwitter", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 9/11/2023 12:00:00 AM and 9/18/2023 6:48:40 PM. The network was obtained from Twitter on Tuesday, 19 September 2023 at 03:36 UTC.

The tweets in the network were tweeted over the 783-day, 0-hour, 3-minute period from Wednesday, 28 July 2021 at 01:41 UTC to Tuesday, 19 September 2023 at 01:45 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 4407
Unique Edges : 6528
Edges With Duplicates : 4384
Total Edges : 10912
Number of Edge Types : 9
Replies to : 207
Retweet : 5665
MentionsInRetweet : 1903
Mentions : 1211
Tweet : 1317
MentionsInQuote : 166
Quote : 184
MentionsInReplyTo : 254
MentionsInQuoteReply : 5
Self-Loops : 1753
Reciprocated Vertex Pair Ratio : 0.0395864106351551
Reciprocated Edge Ratio : 0.0761579994316567
Connected Components : 550
Single-Vertex Connected Components : 307
Maximum Vertices in a Connected Component : 3137
Maximum Edges in a Connected Component : 8989
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 5.647312
Graph Density : 0.000362461362947426
Modularity : 0.567368
NodeXL Version : 1.0.1.521
Data Import : The graph represents a network of 4,407 Twitter users whose recent tweets contained "#TeacherTwitter", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 9/11/2023 12:00:00 AM and 9/18/2023 6:48:40 PM. The network was obtained from Twitter on Tuesday, 19 September 2023 at 03:36 UTC.

The tweets in the network were tweeted over the 783-day, 0-hour, 3-minute period from Wednesday, 28 July 2021 at 01:41 UTC to Tuesday, 19 September 2023 at 01:45 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch3
Graph Term : #TeacherTwitter
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:
[70] https://sbee.link/69qwxmnf7e
[44] https://sbee.link/fwd4mbt9xq
[38] https://sbee.link/rf8unadmqe
[31] https://www.amazon.com/hz/wishlist/ls/1HGKAE0Z7RL8J?ref_=wl_share
[24] https://www.amazon.com/hz/wishlist/ls/1WQSLZ7FV0DDW?ref_=wl_share
[22] https://woobox.com/neqqzq?source=hearsaytw
[21] https://www.amazon.com/hz/wishlist/ls/6ELG34H1H2JJ?ref_=wl_share
[20] https://esheninger.blogspot.com/2023/09/making-learning-personal-5-steps-for.html
[18] https://www.amazon.ca/hz/wishlist/ls/2A2AR555WKP94?ref_=wl_share
[16] http://cccpworkshops.co.uk

Top URLs in Tweet in G1:
[31] https://www.amazon.com/hz/wishlist/ls/1HGKAE0Z7RL8J?ref_=wl_share
[24] https://www.amazon.com/hz/wishlist/ls/1WQSLZ7FV0DDW?ref_=wl_share
[21] https://www.amazon.com/hz/wishlist/ls/6ELG34H1H2JJ?ref_=wl_share
[18] https://www.amazon.ca/hz/wishlist/ls/2A2AR555WKP94?ref_=wl_share
[12] https://www.amazon.com/wedding/share/Jmills
[12] https://amazon.com/hz/wishlist/ls
[11] https://www.amazon.com/wedding/share/Kindergartenkalist
[11] https://www.amazon.com/hz/wishlist/ls/29Z28X5BQ76PC?ref_=wl_share
[10] https://www.amazon.com/hz/wishlist/ls/BZ3HYLTZ99T7?ref_=wl_share
[9] https://www.amazon.com/hz/wishlist/ls/ZLXLOGYRGTV9?ref_=wl_share

Top URLs in Tweet in G2:
[70] https://sbee.link/69qwxmnf7e
[41] https://sbee.link/fwd4mbt9xq
[37] https://sbee.link/rf8unadmqe
[8] https://sbee.link/8epbtd3mr6
[8] https://sbee.link/xft9pmcug7
[8] https://sbee.link/6xcnpbtw4g
[6] https://sbee.link/n8ycqmahrk
[6] https://sbee.link/97cvt6ghwe
[4] https://sbee.link/m3yk7nr8xq
[4] https://sbee.link/7dt6jcfmbx

Top URLs in Tweet in G3:
[2] http://bit.ly/CartooningSep2023
[2] http://www.edified.com
[1] https://quizizz.com/join?gc=80014018
[1] http://chrm.tech/podcast?utm_source=twitter&utm_medium=social&utm_campaign=jrsowash&utm_content=edtechposts
[1] https://chrome.google.com/webstore/detail/screenpal-desktop-app-lau/eefedolmcildfckjamddopaplfiiankl?utm_source=twitter&utm_medium=social&utm_campaign=jrsowash&utm_content=edtechposts
[1] https://originality.ai/?lmref=4tIDrQ%2F&utm_source=twitter&utm_medium=social&utm_campaign=jrsowash&utm_content=edtechposts
[1] https://www.chrmbook.com/slides-drawing/?utm_source=twitter&utm_medium=social&utm_campaign=jrsowash&utm_content=edtechposts
[1] https://sbee.link/xft9pmcug7
[1] https://sbee.link/8epbtd3mr6
[1] http://edified.com

Top URLs in Tweet in G4:
[22] https://woobox.com/neqqzq?source=hearsaytw
[7] https://linktr.ee/hoddered
[6] https://amazon.com/dp/B0BHLHVDW6
[5] http://game.brainracers.gg
[3] https://www.abcabetterme.com/mrs-king-s-toolbox-series-store/i-don-t-want-to-go-to-kindergarten-store/
[3] https://tinyurl.com/4tvvawmf
[3] https://tinyurl.com/3mp5t6e8
[3] https://tinyurl.com/28fcmwe9
[3] https://tinyurl.com/4hc4avrh
[3] https://tinyurl.com/2s3n2ccu

Top URLs in Tweet in G5:
[3] http://rb.gy/invtd
[2] http://sbee.link/acdbgw4e3q
[2] http://www.magicschool.ai
[2] https://sbee.link/fwd4mbt9xq
[1] https://docs.google.com/document/d/1GEwNYBmFJ_5YK20iPQq3WUM4rJNM8cSfqm-K7zjkzv8/edit?usp=sharing
[1] https://www.independentthinking.co.uk/resources/posts/2023/september/chatgpt/
[1] https://englishgcse.co.uk/search?type=product&q=poetry+free
[1] https://blog.edshed.com/how-to-teach-spelling/
[1] https://sbee.link/7dt6jcfmbx
[1] https://sbee.link/m3yk7nr8xq

Top URLs in Tweet in G6:
[1] https://www.healthequitynorth.co.uk/app/uploads/APPG-REPORT-SEPT-23.pdf
[1] https://www.longcovidkids.org/post/how-does-long-covid-impact-attendance-and-educational-experiences
[1] https://www.science.org/doi/10.1126/science.abd9149

Top URLs in Tweet in G7:
[19] https://esheninger.blogspot.com/2023/09/making-learning-personal-5-steps-for.html
[2] https://leadinclusion.thinkific.com/courses/masteryfacilitated
[2] https://esheninger.blogspot.com/2023/09/the-role-of-content-in-classrooms-today.html
[1] https://teachergoals.com/sel-strategies-for-the-start-of-the-school-year/?v=7516fd43adaa

Top URLs in Tweet in G8:
[4] https://www.authorsabroad.com/search-authors/kate-williams
[3] https://tinyurl.com/5357y7ae
[3] https://tinyurl.com/2y6hk44d
[2] https://tinyurl.com/26w9anac
[2] https://www.theguardian.com/environment/2021/aug/27/nature-lovers-guardian-young-country-diary-writers
[2] https://bit.ly/dlowtweet
[2] https://twinkl.co.uk/l/jvlz9
[1] https://www.twinkl.co.uk/l/15pdkv
[1] https://www.twinkl.co.uk/l/vy3qp
[1] https://www.twinkl.co.uk/l/l4nr7

Top URLs in Tweet in G9:
[2] http://bit.ly/PBSzoom9-12
[2] https://bit.ly/45d4kRj
[2] https://www.k12dive.com/news/ChatGPT-guide-for-teachers/693907/
[1] https://open.spotify.com/episode/5bHGIEM0AKXrGMqc6oAxYQ?si=FYEqxO3LRcyjxSECKYlTfQ
[1] http://www.inspirededucation.info/index.php/2023/09/17/inspiration-105-first-month-of-school/
[1] https://open.spotify.com/episode/60vZ1mPeUqUHwIdUVz9Oul?si=8IIhHTTITMS_zdHgsdv3ww
[1] https://www.pbs.org/newshour/classroom/lesson-plans/2022/09/lesson-plan-teaching-9-11-through-comics
[1] http://www.historycomics.net/latinohispanic
[1] https://sbee.link/fwd4mbt9xq
[1] https://hubs.li/Q020RSjz0

Top URLs in Tweet in G10:
[6] https://www.amazon.nl/Snugs-Snow-Bear-Suzy-Davies/dp/194436143X/ref=sr_1_1?__mk_nl_NL=%C3%85M%C3%85%C5%BD%C3%95%C3%91&crid=1USHTL7J25SYC&keywords=Snugs+The+Snow+Bear&qid=1690732621&sprefix=snugs+the+snow+bear%2Caps%2C293&sr=8-1
[5] https://twitter.com/i/status/1689665447866564609
[5] https://www.amazon.com/Housie-Mousie-Cheese-Suzy-Davies-ebook/dp/B0CJ5XMP73/ref=sr_1_1?crid=1108VGMC4F6IH&keywords=Housie+Mousie+and+The+Big+Cheese&qid=1694899869&sprefix=housie+mousie+and+the+big+cheese%2Cap#GivingTuesday
[4] http://amazon.com/dp/B0B6GWRN6H
[3] https://schoolreadinglist.co.uk/new-book-releases/new-childrens-books-autumn-2023/
[3] https://buff.ly/3YZDGd9
[2] https://www.amazon.com/Girl-Red-Cape-Fairytale-Retelling-ebook/dp/B08GZJTCFH/ref=sr_1_1?crid=C6JIOU6OP674&keywords=The+Girl+in+The+Red+Cape+Suzy+Davies&qid=1686523738&sprefix=the+girl+in+the+red+cape+suzy+davies%2Caps%2C132&sr=8-1
[2] https://www.amazon.co.uk/Luna-Moon-Pig-Suzy-Davies-ebook/dp/B09FHL2H7S/ref=sr_1_1?crid=2BJW1D976XUUD&keywords=Luna+The+Moon+Pig&qid=1687572805&sprefix=luna+the+moon+pig%2Caps%2C247
[1] https://uk.bookshop.org/lists/the-great-fire-of-london/
[1] https://uk.bookshop.org/lists/books-for-8-year-olds

Top Domains
Top Domains in Tweet in Entire Graph:
[409] amazon.com
[255] sbee.link
[169] co.uk
[112] bit.ly
[109] donorschoose.org
[47] tinyurl.com
[36] amzn.to
[30] ow.ly
[28] blogspot.com
[24] buff.ly

Top Domains in Tweet in G1:
[359] amazon.com
[92] donorschoose.org
[27] amzn.to
[19] amazon.ca
[6] bit.ly
[5] contest-corner.com
[5] tinyurl.com
[5] a.co
[3] ow.ly
[3] shorturl.at

Top Domains in Tweet in G2:
[241] sbee.link
[9] bit.ly
[4] wolftrap.org
[2] off2class.com
[1] powerbi.com
[1] blogspot.com
[1] languagemagazine.com

Top Domains in Tweet in G3:
[3] sbee.link
[3] edified.com
[2] bit.ly
[1] quizizz.com
[1] chrm.tech
[1] google.com
[1] originality.ai
[1] chrmbook.com

Top Domains in Tweet in G4:
[22] woobox.com
[21] tinyurl.com
[15] bit.ly
[15] amazon.com
[12] donorschoose.org
[12] ow.ly
[10] teacherspayteachers.com
[9] buff.ly
[7] linktr.ee
[5] youtu.be

Top Domains in Tweet in G5:
[7] sbee.link
[3] rb.gy
[2] co.uk
[2] magicschool.ai
[1] google.com
[1] edshed.com
[1] amazon.com

Top Domains in Tweet in G6:
[1] co.uk
[1] longcovidkids.org
[1] science.org

Top Domains in Tweet in G7:
[21] blogspot.com
[2] thinkific.com
[1] teachergoals.com

Top Domains in Tweet in G8:
[22] co.uk
[12] tinyurl.com
[5] authorsabroad.com
[4] theguardian.com
[3] bit.ly
[3] blogspot.com
[1] weebly.com
[1] buzzsprout.com
[1] org.uk
[1] scottishbooktrust.com

Top Domains in Tweet in G9:
[23] bit.ly
[7] hubs.li
[3] pbs.org
[3] k12dive.com
[2] spotify.com
[2] buff.ly
[1] inspirededucation.info
[1] historycomics.net
[1] sbee.link
[1] socialstudies.org

Top Domains in Tweet in G10:
[17] bookshop.org
[17] co.uk
[13] amazon.com
[6] amazon.nl
[5] twitter.com
[4] buff.ly
[1] amzn.to

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3790] teachertwitter
[864] clearthelist
[687] edtech
[652] edutwitter
[577] edchat
[417] education
[411] teachers
[295] teachersoftwitter
[238] teacher
[233] clearthelist2023



Top Hashtags in Tweet in G1:
[1230] teachertwitter
[775] clearthelist
[187] clearthelist2023
[132] bettertogether
[116] prek
[114] smalltown
[114] texas
[114] class
[114] list
[108] teachersoftwitter

Top Hashtags in Tweet in G2:
[333] teachertwitter
[133] edutwitter
[95] science
[90] learning
[87] k12
[79] educoach
[39] ela
[37] ell
[34] math
[17] edtech

Top Hashtags in Tweet in G3:
[441] teachertwitter
[429] edtech
[417] edchat
[9] teachersoftwitter
[8] librarians
[7] teacherpd
[6] googleedu
[5] googleclassroom
[5] librarytwitter
[5] librarian

Top Hashtags in Tweet in G4:
[460] teachertwitter
[108] edutwitter
[80] education
[64] teachers
[57] teachersoftwitter
[46] teacher
[35] teacherlife
[35] edtech
[28] donorschoose
[28] backtoschool

Top Hashtags in Tweet in G5:
[171] education
[131] teachertwitter
[96] edtech
[89] stem
[58] sped
[44] teacher
[38] educationmatters
[38] clearthelist
[36] bfc530
[34] clearthelist2023

Top Hashtags in Tweet in G6:
[104] hepa
[101] cleantheairweshare
[101] classact
[7] longcovid
[6] teachertwitter
[4] longcovidkids
[2] backtoschool
[2] covidisntover
[2] covid
[1] cleanair

Top Hashtags in Tweet in G7:
[40] teachertwitter
[31] leadinclusion
[27] edchat
[24] edleaders
[22] educhat
[22] edutwitter
[21] teachers
[21] udl
[9] inclusiveclassroom
[7] sblchat

Top Hashtags in Tweet in G8:
[68] teachertwitter
[21] edutwitter
[18] teachers
[11] schools
[10] school
[9] education
[9] teacher
[8] teachmeet
[8] readingforpleasure
[7] library

Top Hashtags in Tweet in G9:
[68] teachertwitter
[33] backtoschool
[13] edchat
[11] socialstudies
[10] sschat
[7] teach
[7] teacherlife
[6] inspired
[6] hispanicheritagemonth2023
[6] edutwitter

Top Hashtags in Tweet in G10:
[83] teachertwitter
[40] kidlit
[39] teachers
[22] edutwitter
[17] childrensbooks
[17] ad
[17] homelearning
[16] teacher
[14] booktwitter
[12] ukedchat

Top Words
Top Words in Tweet in Entire Graph:
[3790] #teachertwitter
[1366] help
[1348] students
[971] tcea
[936] please
[898] list
[864] #clearthelist
[779] school
[758] classroom
[742] teacher

Top Words in Tweet in G1:
[1230] #teachertwitter
[995] help
[810] please
[775] #clearthelist
[606] list
[597] students
[531] need
[507] drop
[489] school
[400] grade

Top Words in Tweet in G2:
[899] tcea
[360] students
[333] #teachertwitter
[242] higher
[217] list
[184] cer
[160] help
[159] focus
[158] use
[146] classroom

Top Words in Tweet in G3:
[441] #teachertwitter
[429] #edtech
[428] quizizz
[423] kyleniemis
[422] quiz
[417] #edchat
[416] 10
[416] video
[415] seconds
[415] youtube

Top Words in Tweet in G4:
[460] #teachertwitter
[108] #edutwitter
[84] school
[80] #education
[78] students
[64] #teachers
[57] #teachersoftwitter
[56] classroom
[51] help
[48] teachers

Top Words in Tweet in G5:
[205] principal_h
[178] teacher
[171] #education
[131] #teachertwitter
[96] #edtech
[92] think
[91] learn
[90] best
[89] #stem
[89] children

Top Words in Tweet in G6:
[124] longcovidkids
[104] #hepa
[102] schools
[102] absence
[102] confirmation
[102] filters
[102] rates
[102] improved
[101] #cleantheairweshare
[101] #classact

Top Words in Tweet in G7:
[119] leeannjung
[47] students
[47] student
[40] #teachertwitter
[37] special
[31] #leadinclusion
[30] assessment
[28] learning
[27] more
[27] #edchat

Top Words in Tweet in G8:
[68] #teachertwitter
[42] lucasjmaxwell
[34] more
[32] students
[32] better
[28] great
[23] schedule
[23] push
[23] we've
[23] forgotten

Top Words in Tweet in G9:
[68] #teachertwitter
[38] lessons
[38] classroom
[33] #backtoschool
[32] pbs
[32] over
[32] newshour
[31] news
[30] missed
[30] summer

Top Words in Tweet in G10:
[83] #teachertwitter
[51] great
[47] 12
[44] teachers
[44] educators
[44] make
[43] librarians
[43] library
[43] addition
[41] itspossible_rod

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[458] #edtech,#teachertwitter
[455] #teachertwitter,#edchat
[431] youtube,video
[428] turn,youtube
[428] video,quizizz
[427] seconds,saying
[427] saying,#edtech
[427] quiz,10
[427] quizizz,quiz
[427] 10,seconds

Top Word Pairs in Tweet in G1:
[278] please,help
[165] 4th,grade
[164] #clearthelist,#teachertwitter
[162] list,drop
[155] social,worker
[154] help,#clearthelist
[132] pk,4th
[132] grade,social
[121] donorschoose,project
[120] guinea,pigs

Top Word Pairs in Tweet in G2:
[151] help,students
[129] #teachertwitter,#edutwitter
[121] support,higher
[121] list,higher
[121] questions,support
[121] order,thinking
[121] thinking,questions
[121] demand,lessons
[121] use,list
[121] lessons,students

Top Word Pairs in Tweet in G3:
[418] #edtech,#teachertwitter
[417] #teachertwitter,#edchat
[415] youtube,video
[415] turn,youtube
[415] 10,seconds
[415] saying,#edtech
[415] seconds,saying
[415] quizizz,quiz
[415] video,quizizz
[415] quiz,10

Top Word Pairs in Tweet in G4:
[44] #teachertwitter,#edutwitter
[38] #edutwitter,#teachertwitter
[22] projects,enter
[22] oct,19
[22] classroom,wish
[22] enter,#donorschoose
[22] during,sweepstakes
[22] thursday,during
[22] enter,share
[22] #donorschoose,project

Top Word Pairs in Tweet in G5:
[88] children,learn
[88] learn,best
[88] teacher,likes
[88] think,teacher
[88] teacher,think
[88] likes,#education
[88] #education,#stem
[88] best,teacher
[88] #stem,#edtech
[87] principal_h,children

Top Word Pairs in Tweet in G6:
[102] absence,rates
[102] improved,absence
[102] schools,improved
[102] filters,schools
[101] #classact,cathnoakes
[101] #cleantheairweshare,#classact
[101] confirmation,#hepa
[101] #hepa,filters
[101] rates,#cleantheairweshare
[100] cathnoakes,crbox

Top Word Pairs in Tweet in G7:
[23] students,ieps
[23] making,learning
[23] learning,personal
[21] #edchat,#edutwitter
[20] #leadinclusion,#edleaders
[19] #edutwitter,#educhat
[18] #teachers,#udl
[18] success,#edchat
[18] #edleaders,#teachers
[18] personal,steps

Top Word Pairs in Tweet in G8:
[24] lucasjmaxwell,great
[23] novaweetman,push
[23] more,we've
[23] great,piece
[23] push,schedule
[23] achieve,more
[23] better,achieve
[23] piece,novaweetman
[23] schedule,students
[23] students,better

Top Word Pairs in Tweet in G9:
[32] pbs,newshour
[32] newshour,classroom
[30] daily,news
[30] lessons,missed
[30] missed,over
[30] #backtoschool,pbs
[30] over,summer
[30] news,lessons
[30] classroom,daily
[19] newshourextra,#backtoschool

Top Word Pairs in Tweet in G10:
[43] addition,library
[43] educators,librarians
[43] librarians,make
[43] library,12
[43] teachers,educators
[43] great,addition
[43] make,great
[41] itspossible_rod,teachers
[31] #kidlit,#teachertwitter
[28] 12,#teachers

Top Replied-To
Top Replied-To in Entire Graph:
@patrickthegiver
@afuturesuprhero
@dbrenee
@prodigygame
@cardboarddreaml
@marcie_comtois
@niknikteach
@jkm11106
@coachtatur84
@peytonjones459

Top Replied-To in G1:
@patrickthegiver
@afuturesuprhero
@dbrenee
@cardboarddreaml
@prodigygame
@coachtatur84
@jkm11106
@marcie_comtois
@niknikteach
@peytonjones459

Top Replied-To in G2:
@tcea

Top Replied-To in G5:
@zbauermaster

Top Replied-To in G8:
@authorsabroad_
@miss_mcinerney

Top Replied-To in G9:
@cardozoec
@journeysinfilm

Top Mentioned
Top Mentioned in Entire Graph:
@tcea
@quizizz
@kyleniemis
@schoolsw0406
@amazon
@principal_h
@donorschoose
@kaydee816
@leeannjung
@longcovidkids

Top Mentioned in G1:
@schoolsw0406
@amazon
@donorschoose
@kaydee816
@jkm11106
@bswolffie
@coachtatur84
@prodigygame
@giuliaalopez1
@ms_bee_teacher

Top Mentioned in G2:
@tcea
@finleyt
@edtechneil
@elearnindustry
@valentinaesl
@principal_h
@leeannjung
@kyleniemis
@quizizz
@wolftrap_edu

Top Mentioned in G3:
@quizizz
@kyleniemis
@tcea
@thenextgenlib
@jrsowash
@principal_h
@browniesedbites
@edpuzzle
@kqededspace
@mrsuteachestech

Top Mentioned in G4:
@brainracers
@pippapphonics
@artales_gr
@gpharvard
@ailsaforshaw
@msbforstudents
@teaching6thgr
@where_dhoney
@mrsmmam

Top Mentioned in G5:
@principal_h
@teacher2teacher
@tcea
@readwriteroll
@inc_yv
@lumiosocial
@bookdragon_kat
@teacherrelated
@janethlovsbooks

Top Mentioned in G6:
@longcovidkids
@cathnoakes
@sammiefmc
@crboxfoundation
@gilliankeegan
@neunion
@comm_in_care
@kyleniemis
@quizizz

Top Mentioned in G7:
@leeannjung
@e_sheninger
@principal_h
@tcea
@lakeviewmiddle
@jeffoshields2
@shanerpeek
@richlandtwo
@kyleniemis
@quizizz

Top Mentioned in G8:
@lucasjmaxwell
@novaweetman
@agoodallauthor
@ljlittleson
@twinklcpd
@fayekamsika
@gdncountrydiary
@authorsabroad_
@seced_education
@moses_brian

Top Mentioned in G9:
@newshour
@newshourextra
@historycomics
@ncssnetwork
@weareteachers
@aftunion
@neatoday
@mrsawills
@edvotes
@edvoters

Top Mentioned in G10:
@itspossible_rod
@birdwriter7
@tomtolkien
@veralyn_keach
@danavanderlugt
@writerrebeccagl
@schoolreading
@amazon
@piccadillypress
@brandxbooks

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@nblackthorne
@alhanda
@susanneleist
@birdwriter7
@guardian
@ailsaforshaw
@seki_yo
@freeboostpromo
@kaleidoscopet0

Top Tweeters in G1:
@breakingkind
@walmart
@jjaazzee1
@bwcdeals
@thequinningteam
@gracels
@bcsbargainbin
@raoces
@kellyjohnsonhas
@heatherskiesss

Top Tweeters in G2:
@jonesls
@gdorn1
@grjenkin
@drnewbold
@jeremyhl
@rudytoot1
@joykirr
@markedeschaine
@cecilia_bocking
@garym

Top Tweeters in G3:
@artallks
@castellanoskin3
@shellterrell
@joedale
@grammasheri
@ivdacruz
@veverettmfl
@teacherglitter
@imsouthern
@agoraabierta

Top Tweeters in G4:
@ailsaforshaw
@aniklaus4
@loceim
@lenatailorart
@tesforteachers
@tpositivetc
@m4jain
@where_dhoney
@majestyparvanae
@carmelhealth

Top Tweeters in G5:
@elizawallace27
@ericcoliu
@teacher2teacher
@born_2_quote
@ictevangelist
@mikesmith1824
@jedipadmaster
@blubberycrest
@rosepillay1
@antonio98382713

Top Tweeters in G6:
@seki_yo
@june26jasmine
@geziwoman
@counsellingsam
@unknownoutrider
@soundcube
@saraheolson2009
@22_gilly
@victorg14tdc
@saphnasharonobe

Top Tweeters in G7:
@juandoming
@downsynadvocacy
@rowerikw
@coachgoodman
@thomascmurray
@moms4fape
@bethhill2829
@e_sheninger
@casas_jimmy
@educatoral

Top Tweeters in G8:
@guardian
@kingsmeadmrt
@raesnape
@michaelrosenyes
@abbyaug
@kennygfrederick
@paulgarvey4
@mathsnetty
@miss_mcinerney
@piecorbett

Top Tweeters in G9:
@nytimes
@usatoday
@akiyanagi
@medpierre
@newshour
@illusclaire
@acwelling
@antherhodes
@kidadaewilliams
@capehartj

Top Tweeters in G10:
@nblackthorne
@susanneleist
@birdwriter7
@freeboostpromo
@sukeji_handa
@saltedbayonet
@gabrielconstans
@youaretheexpert
@literatureposts
@brassweb


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