#teachertwitter, Twitter, 1/5/2022 4:28:54 AM, 269470


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#teachertwitter Twitter NodeXL SNA Map and Report for Tuesday, 04 January 2022 at 16:50 UTC
#teachertwitter Twitter NodeXL SNA Map and Report for Tuesday, 04 January 2022 at 16:50 UTC
From:
marc_smith
Uploaded on:
January 05, 2022
Short Description:
#teachertwitter via NodeXL https://bit.ly/3r7WztV
@tcea
@donorschoose
@abbilee18
@superteamup
@swiltedu
@erik_youngman
@education_24x7
@amazon
@amrossignolo
@tmprowell

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

Description:
Description
The graph represents a network of 4,598 Twitter users whose recent tweets contained "#teachertwitter", 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, 04 January 2022 at 17:19 UTC.

The tweets in the network were tweeted over the 8-day, 20-hour, 45-minute period from Sunday, 26 December 2021 at 20:03 UTC to Tuesday, 04 January 2022 at 16:49 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 : 4598
Unique Edges : 9726
Edges With Duplicates : 7223
Total Edges : 16949
Number of Edge Types : 5
Tweet : 2008
Retweet : 6231
MentionsInRetweet : 5839
Replies to : 1131
Mentions : 1740
Self-Loops : 2192
Reciprocated Vertex Pair Ratio : 0.0367844794467922
Reciprocated Edge Ratio : 0.0709587772116721
Connected Components : 626
Single-Vertex Connected Components : 386
Maximum Vertices in a Connected Component : 3437
Maximum Edges in a Connected Component : 15510
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.911576
Graph Density : 0.000510715661432844
Modularity : 0.520824
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 4,598 Twitter users whose recent tweets contained "#teachertwitter", 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, 04 January 2022 at 17:19 UTC.

The tweets in the network were tweeted over the 8-day, 20-hour, 45-minute period from Sunday, 26 December 2021 at 20:03 UTC to Tuesday, 04 January 2022 at 16:49 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 : #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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[139] https://www.amazon.com/hz/wishlist/ls/EJSYM14MJGRL?ref_=wl_share
[139] https://www.amazon.com/hz/wishlist/ls/2WE5JZM28H4P9?ref_=wl_share
[125] https://www.amazon.co.uk/dp/1913306143
[101] https://blog.tcea.org/dicebreakers-debrief-activity-templates/
[94] https://www.amazon.com/hz/wishlist/ls/VTL5Y74W1BPU?&_encoding=UTF8&tag=thetickler0a-20&linkCode=ur2&linkId=f3075c3aa6b8ddf08cf7ae0d0994c63e&camp=1789&creative=9325
[79] https://www.amazon.com/hz/wishlist/ls/2USY3CIT6C1VU?ref_=wl_share
[77] https://www.graniteschools.org/edtech/2019/04/lesson-design-idea-tic-tac-toe-hyperdoc-template/
[74] https://www.amazon.com/hz/wishlist/ls/29Z28X5BQ76PC?ref_=wl_share
[68] https://www.amazon.com/hz/wishlist/ls/14OAUXPHFJVCQ?&_encoding=UTF8&tag=thetickler0a-20&linkCode=ur2&linkId=f3075c3aa6b8ddf08cf7ae0d0994c63e&camp=1789&creative=9325
[66] https://www.teachthought.com/critical-thinking/ways-to-help-students/

Top URLs in Tweet in G1:
[99] https://blog.tcea.org/dicebreakers-debrief-activity-templates/
[74] https://www.graniteschools.org/edtech/2019/04/lesson-design-idea-tic-tac-toe-hyperdoc-template/
[65] https://www.teachthought.com/critical-thinking/ways-to-help-students/
[62] https://www.valentinaesl.com/
[39] https://anethicalisland.wordpress.com/2013/03/30/forming-effective-teams-and-groups/#comment-2065
[38] https://www.myedtechbundle.com/
[32] https://2ecdfaginbxpbn2hanh92q1y30.hop.clickbank.net/?tid=GLOBAL
[27] https://podcasts.apple.com/us/podcast/thriveinedu-by-rachelle-dene-poth/id1534150166
[25] https://www.teachthought.com/the-future-of-learning/student-should-know/
[25] https://seidlitzblog.org/2019/04/10/8-ways-to-scaffold-writing-for-english-learners/

Top URLs in Tweet in G2:
[139] https://www.amazon.com/hz/wishlist/ls/EJSYM14MJGRL?ref_=wl_share
[139] https://www.amazon.com/hz/wishlist/ls/2WE5JZM28H4P9?ref_=wl_share
[94] https://www.amazon.com/hz/wishlist/ls/VTL5Y74W1BPU?&_encoding=UTF8&tag=thetickler0a-20&linkCode=ur2&linkId=f3075c3aa6b8ddf08cf7ae0d0994c63e&camp=1789&creative=9325
[78] https://www.amazon.com/hz/wishlist/ls/2USY3CIT6C1VU?ref_=wl_share
[72] https://www.amazon.com/hz/wishlist/ls/29Z28X5BQ76PC?ref_=wl_share
[68] https://www.amazon.com/hz/wishlist/ls/14OAUXPHFJVCQ?&_encoding=UTF8&tag=thetickler0a-20&linkCode=ur2&linkId=f3075c3aa6b8ddf08cf7ae0d0994c63e&camp=1789&creative=9325
[64] 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
[63] https://www.amazon.com/hz/wishlist/ls/2TTZRTMA5O373/ref=as_li_ss_tl?ref_=wl_share&linkCode=sl2&tag=thetickler0a-20&linkId=6e0a5609522d597f807f6ef4bbfac6b4&language=en_US
[52] https://www.amazon.com/hz/wishlist/ls/3JA0HW17FXB0C?ref_=wl_share
[50] https://www.amazon.com/hz/wishlist/ls/3ULYDIXTKHXU5?ref_=wl_share

Top URLs in Tweet in G3:
[4] https://coaching.worklifebalanceforteachers.com/optinb5ylqdhk?utm_source=twitter&utm_medium=post&utm_campaign=5daychallenge
[4] https://www.yourmoneysorted.co.uk/maximise-your-money-challenge
[4] https://www.halsbury.com/sport/resources/halsbury-sports-covid-guarantee
[4] https://youthpotential.mykajabi.com/
[3] http://www.btsa.uk/
[3] https://mikehaines.globalactsofunity.com/contact/
[2] https://www.amazon.co.uk/gp/product/0244268843/ref=as_li_qf_asin_il_tl?ie=UTF8&tag=bitsaboutbook-21&creative=6738&linkCode=as2&creativeASIN=0244268843&linkId=0f8d1fe57e4ee169a9aa941fef938349
[2] https://www.amazon.com/hz/wishlist/ls/1PFLLUCUPBOZZ?ref_=wl_share
[2] https://www.teacherspayteachers.com/Store/Carrberry-Creations/Search:Four+Square?utm_sq=gpk1z1drgf&utm_source=twitter&utm_medium=social&utm_campaign=carrberrycreate&utm_content=evergreenproductsandblogposts
[2] https://open.spotify.com/track/2o8kmcip6yKFcYGluRxWe5?si=FJx9wKfWRV-9ePQRcu9niw

Top URLs in Tweet in G4:
[9] https://docs.google.com/presentation/d/1ik4lhbqERDN1ZYLUkgmzWU_PKB4Cflew4Z6R-DfQeG8/edit?usp=drivesdk
[7] https://twitter.com/Erik_Youngman/status/1350456020779347970
[6] https://twitter.com/tcea/status/1467489690681065472
[5] https://twitter.com/onthesamepagelt/status/1477922744251604994
[5] https://amazon.com/dp/1778290272
[4] https://twitter.com/teachergoals/status/1473715034295611412
[2] https://twitter.com/teachergoals/status/1472388242653728771
[2] https://twitter.com/WeinsteinEdu/status/1470731878424535041
[2] https://www.teachbetter.com/blog/grit-growth-progression-journey/
[2] https://twitter.com/selearningedu/status/1466943975462477825

Top URLs in Tweet in G5:
[6] https://twitter.com/educationweek/status/1478169325492129798
[4] https://www.cccpworkshops.co.uk/
[3] https://alberttortoise.com/
[3] https://twitter.com/AlbertTortoise/status/1477964535189413891
[3] https://www.edweek.org/leadership/opinion-embracing-the-power-of-video-use-in-teacher-evaluations/2021/12?utm_content=191050398&utm_medium=social&utm_source=twitter&hss_channel=tw-4896617415
[1] https://www.youtube.com/watch?v=etfkLsfBRcI&feature=youtu.be

[1] https://docs.google.com/presentation/d/1ik4lhbqERDN1ZYLUkgmzWU_PKB4Cflew4Z6R-DfQeG8/edit?usp=drivesdk
[1] https://twitter.com/afreakingbreak/status/1478373630195089410

Top URLs in Tweet in G6:
[3] https://twitter.com/mon_sherwood/status/1473067698577981447
[2] https://www.amazon.com/hz/wishlist/ls/29Z28X5BQ76PC?ref_=wl_share
[2] https://www.amazon.com/hz/wishlist/ls/3ULYDIXTKHXU5?ref_=wl_share
[2] https://www.advancementcourses.com/courses/?utm_source=keenanlee&utm_medium=influencer&tid=4907730&utm_campaign=brandawareness&utm_content=tweet1
[2] https://twitter.com/lizevansnbct/status/1475857185657610240
[2] https://www.amazon.com/hz/wishlist/ls/2I1VSKWMDYY74?ref_=wl_share
[1] https://twitter.com/abbilee18/status/1475494327468109835
[1] https://twitter.com/mraspinall/status/1477269860174471172
[1] https://twitter.com/mraspinall/status/1476928463563022342
[1] https://www.amazon.com/hz/wishlist/ls/JXLHXIZ0PT8N/ref=as_li_ss_tl?ref_=wl_share&linkCode=sl2&tag=thetickler0a-20&linkId=32fdd755006ed1f4a001a2486cc2aee8&language=en_US

Top URLs in Tweet in G7:
[21] https://supriyakelkar.com/educators/
[1] https://www.donorschoose.org/project/chromebooks-for-individualized-instructi/6056314/?challengeid=21619335

Top URLs in Tweet in G8:
[1] https://twitter.com/authorjwiller/status/1470160448787914754

Top URLs in Tweet in G9:
[20] https://blog.cospaces.io/december-update-a77615a79dd
[10] https://secure.pancan.org/site/Donation2?df_id=2681&mfc_pref=T&2681.donation=form1
[9] https://cospaces.io/edu/classroom-goodies.html
[9] https://twitter.com/beccajonesteach/status/1477414291590594561
[3] https://cospaces.io/edu/pd-training.html
[3] https://www.amazon.com/hz/wishlist/ls/1QZYB6Y38B01L?ref_=wl_share
[2] https://twitter.com/artaboutit/status/1467170652712943617
[1] https://www.amazon.com/hz/wishlist/ls/3JA0HW17FXB0C?ref_=wl_share
[1] https://twitter.com/BeccaJonesTeach/status/1477414291590594561
[1] https://www.donorschoose.org/project/fantastic-snacks-and-where-to-find-them/6038690/?utm_source=dc&utm_medium=page&utm_campaign=project&utm_term=teacher_4485766&rf=page-dc-2022-01-project-teacher_4485766&challengeid=20944101

Top URLs in Tweet in G10:
[14] https://www.forbes.com/sites/nickmorrison/2021/12/24/stopping-the-great-teacher-resignation-will-be-educations-big-challenge-for-2022/amp/
[11] https://www.edweek.org/teaching-learning/opinion-who-is-taking-care-of-teachers/2018/05?utm_source=li&utm_medium=soc&utm_campaign=edit
[9] https://www.edsurge.com/news/2021-12-31-a-new-mindset-for-teachers-self-care-is-not-selfish
[6] https://www.edweek.org/leadership/opinion-principals-assessment-were-not-ok/2022/01
[4] https://amp.cjonline.com/amp/8995793002
[3] https://philadelphia.chalkbeat.org/2021/12/7/22814903/pennsylvania-preschool-suspensions-expulsions-behavior-covid
[3] https://www.npr.org/2022/01/02/1069502087/omicron-kids-under-five-when-vaccine-available-pfizer
[1] https://www.politico.com/news/agenda/2021/12/29/teachers-districts-hybrid-education-526214
[1] https://www.donorschoose.org/project/storage-oh-myagain/6082541/?utm_source=dc&utm_medium=page&utm_campaign=project&utm_term=teacher_3134862&rf=page-dc-2021-12-project-teacher_3134862&challengeid=20651184

Top Domains
Top Domains in Tweet in Entire Graph:
[1761] amazon.com
[1377] twitter.com
[1003] donorschoose.org
[231] co.uk
[152] tcea.org
[96] teachthought.com
[92] org.uk
[77] graniteschools.org
[66] valentinaesl.com
[50] linktr.ee

Top Domains in Tweet in G1:
[150] tcea.org
[90] teachthought.com
[74] graniteschools.org
[65] valentinaesl.com
[48] twitter.com
[39] wordpress.com
[38] myedtechbundle.com
[32] cultofpedagogy.com
[32] clickbank.net
[30] blogspot.com

Top Domains in Tweet in G2:
[1667] amazon.com
[1031] twitter.com
[954] donorschoose.org
[50] linktr.ee
[9] gofundme.com
[7] viglink.com
[6] scholastic.com
[6] fetchrewards.com
[5] pancan.org
[5] google.com

Top Domains in Tweet in G3:
[60] twitter.com
[16] amazon.com
[14] co.uk
[9] youtube.com
[5] org.uk
[5] teacherspayteachers.com
[4] donorschoose.org
[4] worklifebalanceforteachers.com
[4] halsbury.com
[4] mykajabi.com

Top Domains in Tweet in G4:
[37] twitter.com
[11] google.com
[6] youtube.com
[5] amazon.com
[2] teachbetter.com
[1] valentinaesl.com
[1] t.co
[1] edtech4beginners.com
[1] graniteschools.org

Top Domains in Tweet in G5:
[10] twitter.com
[4] co.uk
[3] alberttortoise.com
[3] edweek.org
[1] youtube.com
[1] google.com

Top Domains in Tweet in G6:
[9] twitter.com
[8] amazon.com
[3] advancementcourses.com
[1] energynews.us
[1] donorschoose.org

Top Domains in Tweet in G7:
[21] supriyakelkar.com
[1] donorschoose.org

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[32] cospaces.io
[12] twitter.com
[10] pancan.org
[4] amazon.com
[1] donorschoose.org
[1] gofundme.com

Top Domains in Tweet in G10:
[17] edweek.org
[14] forbes.com
[9] edsurge.com
[4] cjonline.com
[3] chalkbeat.org
[3] npr.org
[1] politico.com
[1] donorschoose.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[9078] teachertwitter
[2541] clearthelist
[1894] teachers
[1457] edutwitter
[1382] clearthelists
[1138] edchat
[837] education
[766] fitandfuncares
[638] learning
[627] teaching



Top Hashtags in Tweet in G1:
[1432] teachertwitter
[762] edchat
[593] learning
[515] edutwitter
[381] edtech
[315] education
[266] teaching
[207] edleaders
[193] educoach
[135] k12

Top Hashtags in Tweet in G2:
[4244] teachertwitter
[2483] clearthelist
[1357] clearthelists
[1166] teachers
[764] fitandfuncares
[427] donorschoose
[226] twitterphilanthropy
[194] teacher
[167] wishlist
[154] newyear2022

Top Hashtags in Tweet in G3:
[497] teachertwitter
[114] edutwitter
[84] teacher
[81] teachers
[49] teacherlife
[48] education
[27] teaching
[22] edchat
[15] school
[14] teacherstudent

Top Hashtags in Tweet in G4:
[221] teachertwitter
[190] edchat
[186] education
[178] growthmindset
[158] sel
[147] kindness
[147] gratitude
[146] kindnessmatters
[146] newyear2022
[38] edutwitter

Top Hashtags in Tweet in G5:
[194] teachertwitter
[170] tvttagteam
[163] edutwittter
[163] giveaways
[163] raffle
[14] backtoschool
[13] edutwitter
[12] teacher
[7] omicron
[6] poem

Top Hashtags in Tweet in G6:
[195] teachertwitter
[137] amreading
[137] mg
[136] kidlit
[15] edutwitter
[12] teachers
[11] teacherfriends
[9] edchat
[9] education
[8] clearthelist

Top Hashtags in Tweet in G7:
[123] teachertwitter
[97] arizona
[97] omicron
[21] educators
[4] omicronvarient

Top Hashtags in Tweet in G8:
[133] teachertwitter
[116] teachers
[64] edutwitter
[62] mtbos
[57] teacherproblems
[5] edchat
[3] teacherlife
[3] education
[2] gratitude
[2] kindness

Top Hashtags in Tweet in G9:
[132] teachertwitter
[77] teachers
[50] edutwitter
[45] edtech
[37] arvrinedu
[37] classroom
[26] coding
[24] education
[21] schools
[17] learntocode

Top Hashtags in Tweet in G10:
[130] teachertwitter
[75] teacherlife
[54] edutwitter
[6] education
[6] edpolicy
[6] ece
[3] preschool
[3] eyfs
[3] booktwitter
[3] earlyed

Top Words
Top Words in Tweet in Entire Graph:
[9368] #teachertwitter
[3396] help
[2552] #clearthelist
[1971] #teachers
[1589] need
[1559] #edutwitter
[1414] #clearthelists
[1316] year
[1314] students
[1215] day

Top Words in Tweet in G1:
[1547] #teachertwitter
[826] #edchat
[615] #learning
[542] #edutwitter
[426] #edtech
[343] #education
[290] #teaching
[217] #edleaders
[207] year
[199] #educoach

Top Words in Tweet in G2:
[4331] #teachertwitter
[3059] help
[2494] #clearthelist
[1389] #clearthelists
[1295] need
[1198] #teachers
[1027] donorschoose
[1017] amazon
[973] day
[967] wishlists

Top Words in Tweet in G3:
[497] #teachertwitter
[114] #edutwitter
[84] #teacher
[81] #teachers
[77] year
[74] teachers
[62] school
[57] back
[50] students
[49] #teacherlife

Top Words in Tweet in G4:
[224] #teachertwitter
[193] #edchat
[189] #education
[181] #growthmindset
[158] #sel
[153] empower
[151] model
[147] #kindness
[147] #gratitude
[146] #kindnessmatters

Top Words in Tweet in G5:
[328] book
[197] #teachertwitter
[170] #tvttagteam
[168] giveaway
[168] winner
[167] otterbarrybooks
[165] enter
[165] follow
[163] 2022
[163] poetry

Top Words in Tweet in G6:
[272] giveaway
[272] books
[272] winner
[195] #teachertwitter
[141] below
[140] enter
[139] away
[139] follow
[138] please
[137] friday

Top Words in Tweet in G7:
[123] #teachertwitter
[101] mask
[97] thinking
[97] teachers
[97] students
[97] staff
[97] #arizona
[97] anxious
[97] going
[97] back

Top Words in Tweet in G8:
[133] #teachertwitter
[124] back
[116] #teachers
[64] #edutwitter
[63] work
[62] going
[62] social
[62] media
[62] #mtbos
[61] complete

Top Words in Tweet in G9:
[140] #teachertwitter
[77] #teachers
[58] #edutwitter
[57] school
[55] make
[47] environment
[45] #edtech
[45] #arvrinedu
[45] #classroom
[37] teachers

Top Words in Tweet in G10:
[130] #teachertwitter
[108] ms
[108] fitz
[108] hot
[108] chocolate
[100] teachers
[81] kids
[76] need
[75] #teacherlife
[54] third

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[966] #clearthelist,#clearthelists
[862] need,help
[831] #teachertwitter,let's
[783] let's,help
[772] day,#clearthelist
[766] help,few
[766] few,#teachers
[766] #teachers,morning
[766] morning,clearing
[766] clearing,wishlists

Top Word Pairs in Tweet in G1:
[451] #edchat,#teachertwitter
[236] #edutwitter,#teachertwitter
[186] #teachertwitter,#edutwitter
[179] #teachertwitter,#edleaders
[160] add,believephq
[160] believephq,#edchat
[129] #teachertwitter,#education
[129] start,year
[126] year,acts
[126] acts,kindness

Top Word Pairs in Tweet in G2:
[960] #clearthelist,#clearthelists
[852] need,help
[827] #teachertwitter,let's
[776] let's,help
[770] day,#clearthelist
[764] help,few
[764] few,#teachers
[764] #teachers,morning
[764] morning,clearing
[764] clearing,wishlists

Top Word Pairs in Tweet in G3:
[49] #edutwitter,#teachertwitter
[32] #teachertwitter,#edutwitter
[31] #teacher,#teachertwitter
[22] #teachers,#teachertwitter
[19] #teachertwitter,#teacherlife
[16] happy,year
[13] #education,#teachertwitter
[11] #teachertwitter,#teachers
[10] winter,break
[10] back,work

Top Word Pairs in Tweet in G4:
[151] model,empower
[148] #sel,#teachertwitter
[146] empower,#gratitude
[146] #gratitude,#kindness
[146] #kindness,#growthmindset
[146] #growthmindset,#kindnessmatters
[146] #kindnessmatters,#edchat
[146] #edchat,#education
[146] #education,#newyear2022
[146] #newyear2022,#sel

Top Word Pairs in Tweet in G5:
[163] #edutwittter,#giveaways
[163] #giveaways,#tvttagteam
[162] 2022,book
[162] book,giveaway
[162] giveaway,win
[162] win,'universal
[162] 'universal,zoo'
[162] zoo',poetry
[162] poetry,book
[162] book,signed

Top Word Pairs in Tweet in G6:
[136] giveaway,final
[136] final,stack
[136] stack,#mg
[136] #mg,books
[136] books,give
[136] give,away
[136] away,enter
[136] enter,follow
[136] follow,comment
[136] comment,below

Top Word Pairs in Tweet in G7:
[97] thinking,teachers
[97] teachers,students
[97] students,staff
[97] staff,#arizona
[97] #arizona,anxious
[97] anxious,going
[97] going,back
[97] back,school
[97] school,next
[97] next,week

Top Word Pairs in Tweet in G8:
[63] #teachertwitter,#edutwitter
[62] going,back
[62] social,media
[61] complete,denial
[61] denial,going
[61] back,work
[61] work,tomorrow
[61] tomorrow,remembered
[61] remembered,saw
[61] saw,social

Top Word Pairs in Tweet in G9:
[45] #edtech,#arvrinedu
[37] #teachertwitter,#teachers
[36] preschool,teacher
[36] teacher,exposed
[36] exposed,last
[36] last,night
[36] night,explains
[36] explains,give
[36] give,queer
[36] queer,education

Top Word Pairs in Tweet in G10:
[108] ms,fitz
[108] hot,chocolate
[75] #teacherlife,#teachertwitter
[54] third,grade
[54] grade,teacher
[54] teacher,ms
[54] fitz,promised
[54] promised,class
[54] class,hot
[54] chocolate,made

Top Replied-To
Top Replied-To in Entire Graph:
@hirschmiller
@fitandfunplay
@kimmie219
@nplace1
@notbatmanyet
@262peterson
@gluegobs
@toolkitsforall
@mthart12
@buzzinteach410

Top Replied-To in G1:
@codebreakeredu
@teachergoals
@nplace1
@jamesclear
@weareteachers

Top Replied-To in G2:
@hirschmiller
@fitandfunplay
@kimmie219
@nplace1
@notbatmanyet
@262peterson
@gluegobs
@toolkitsforall
@buzzinteach410
@tmlusby

Top Replied-To in G5:
@nealzetterpoet

Top Replied-To in G6:
@gluegobs
@mrsking92286212
@hirschmiller

Top Replied-To in G9:
@teacher_exposed

Top Mentioned
Top Mentioned in Entire Graph:
@donorschoose
@amazon
@craignewmark
@lesdoggg
@otterbarrybooks
@krockspage
@believephq
@ynb
@notbatmanyet
@cordelllesley

Top Mentioned in G1:
@believephq
@mguhlin
@teachthought
@valentinaesl
@woodard_julie
@miamacmeekin
@cultofpedagogy
@finleyt
@flipgrid
@googleforedu

Top Mentioned in G2:
@donorschoose
@amazon
@craignewmark
@lesdoggg
@krockspage
@ynb
@notbatmanyet
@wkamaubell
@fetchrewards
@jeffbezos

Top Mentioned in G3:
@pearlyarts

Top Mentioned in G4:
@joe_sanfelippo
@tcea
@valentinaesl
@mguhlin
@edtechneil

Top Mentioned in G5:
@otterbarrybooks
@patronofreading
@booksuperhero2
@reading_realm
@educationweek
@troikabooks
@sandringhame7
@premednelondon
@kidspoetsummit
@kidglovesbooks

Top Mentioned in G6:
@advanceteaching
@amazon
@mraspinall
@noseygood

Top Mentioned in G7:
@right2safeaz
@scottsdaleusd

Top Mentioned in G10:
@nassp
@lpi_learning
@kluthescience
@donorschoose

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@alhanda
@69nicebot69
@yarosisnancy
@viralvideovlogs
@coopmike48
@ipythonistabot
@animatorspal
@discovertech3
@marylschmidt

Top Tweeters in G1:
@jfsebastian146
@annoula64
@sampson_elaine
@wagjuer
@gabrielconstans
@hlthiskrieger
@antonioinvest
@mentalhealthbo5
@getiftech
@flipgrid

Top Tweeters in G2:
@yarosisnancy
@rudyglove27
@andrewmorrisuk
@womencodersbot
@mainchannel_
@tmobile
@nytimes
@lcoco37
@littlered623
@sheri_scary

Top Tweeters in G3:
@m4_ved
@adamwallenta
@rhian_ivory
@rocksdemocracy
@lvjoliebeth
@ladycowparsley
@jenluit
@lilmissdeejay
@ladymegsoprano
@sanchezc1989

Top Tweeters in G4:
@helperstream
@timelesssoul1
@ideamachine2018
@ll_cool_taye
@georgelogan11
@ladeadelaja
@lovelyniya__
@jaferjojo
@rosepillay1
@mraspinall

Top Tweeters in G5:
@greigo_uk
@bnb952
@bar_zie
@reveal_house
@mellowmatters
@walk1961
@angep1969
@ruth120067
@mathgril
@claire_tweets_

Top Tweeters in G6:
@jgmacleodauthor
@yourpotofgold
@kimberlilarae
@coralrae21
@mykidsmombb8
@sastover1717
@derekmommy2012
@cubbiecutie1
@meowpar85
@kerbear77

Top Tweeters in G7:
@jacquelinehine1
@kirkmurphy
@boundaryseeker
@kymburleigh
@jdf754
@thedalyplanet
@catikins9
@renissance_1
@scarletm1926
@pricklyeater

Top Tweeters in G8:
@marylschmidt
@margymayell
@joanpennnative
@johnedginton
@authormichael57
@sundene
@forgive_luv
@lexie_kepple88
@brajkovicdb
@cathrynpearce

Top Tweeters in G9:
@ipythonistabot
@discovertech3
@sameermohan2
@russellsriff
@snoozeq1
@writerer
@tajalithaca
@negricari
@captainhottub
@avalondreams123

Top Tweeters in G10:
@soloconscious
@tonyqwest
@_paakwesi_
@lee4hmz
@ftsuli
@meairy
@lovesabdulia
@rushinkhaos
@braa_joel
@kayodefoloruns3


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