scienceteacher, Twitter, 9/18/2021 12:32:44 AM, 262293


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scienceteacher_2021-09-17_17-24-00.xlsx
scienceteacher_2021-09-17_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 18, 2021
Short Description:
scienceteacher via NodeXL https://bit.ly/39iS2fE
@stem_ai
@nsta
@natgeoeducation
@jamesfalletti
@sciencebuddies
@thinker_bug
@myscienceboutiq
@_breakinggood
@praxismedhat
@ciarkenn

Top hashtags:
#scienceteacher
#science
#stem
#stemeducation
#sciencestudent
#phd

Description:
Description
The graph represents a network of 1,206 Twitter users whose tweets in the requested range contained "scienceteacher", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 18 September 2021 at 00:26 UTC.

The requested start date was Saturday, 18 September 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 77-day, 22-hour, 47-minute period from Thursday, 01 July 2021 at 01:59 UTC to Friday, 17 September 2021 at 00:47 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 : 1206
Unique Edges : 692
Edges With Duplicates : 2222
Total Edges : 2914
Number of Edge Types : 5
Retweet : 773
MentionsInRetweet : 906
Mentions : 440
Tweet : 723
Replies to : 72
Self-Loops : 742
Reciprocated Vertex Pair Ratio : 0.0558823529411765
Reciprocated Edge Ratio : 0.105849582172702
Connected Components : 334
Single-Vertex Connected Components : 169
Maximum Vertices in a Connected Component : 234
Maximum Edges in a Connected Component : 1082
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.878178
Graph Density : 0.00074110773931174
Modularity : 0.391435
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,206 Twitter users whose tweets in the requested range contained "scienceteacher", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 18 September 2021 at 00:26 UTC.

The requested start date was Saturday, 18 September 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 77-day, 22-hour, 47-minute period from Thursday, 01 July 2021 at 01:59 UTC to Friday, 17 September 2021 at 00:47 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 : GraphServerTwitterSearch
Graph Term : scienceteacher
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:
[26] https://www.instagram.com/accounts/login/
[16] https://www.etsy.com/listing/867143165/science-confetti-set?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1599495920000&utm_term=so.slt
[16] https://www.etsy.com/listing/853229264/science-test-tube-confetti-set?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1599495888000&utm_term=so.slt
[13] https://www.thinkerbug.net/2021/09/neurons-carry-electrical-signals-called.html
[12] https://www.thinkerbug.net/2021/09/the-nervous-system.html
[10] https://coresciences.co.uk/
[9] https://www.myscienceboutique.com/
[9] https://www.thinkerbug.net/2020/07/problem-cozmede-bilimsel-yontem.html
[9] https://www.youtube.com/watch?v=vGBDETOPAJA&feature=youtu.be

[8] https://www.etsy.com/listing/688207298/vintage-what-makes-popcorn-pop-paperback?ref=shop_home_active_193&frs=1

Top URLs in Tweet in G1:
[22] https://www.instagram.com/accounts/login/
[4] https://www.etsy.com/listing/696099120
[4] https://www.seedstosteam.org/
[2] http://gifexperiments.blogspot.com
[2] https://www.youtube.com/watch?v=3MyplV3TpIg

[2] https://www.youtube.com/watch?v=CFVdcRyRh7A

[2] https://www.etsy.com/VLHamlinDesign/listing/1050308865/science-teacher-notebook-chemistry?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1626119891000
[2] https://faculti.net/preparing-teachers-of-science-for-2020-and-beyond/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://www.thedirector-e.co.uk/cv/education-science-teacher-sharjah-united-arab-emirates-nida/
[2] https://www.teacherspayteachers.com/Product/FOUR-CORNERS-Get-to-know-you-ice-breaker-game-for-middle-school-SCIENCE-class-3311864

Top URLs in Tweet in G2:
[1] https://uk.news.yahoo.com/unequivocal-unprecedented-un-report-sets-080002697.html

Top URLs in Tweet in G3:
[4] https://www.nsta.org/conferences-and-events
[2] https://twitter.com/edutopia/status/1420241858035437572
[1] https://twitter.com/caahayes/status/1436142883086614551
[1] https://www.nationalgeographic.org/education/professional-development/courses/?utm_source=twitter&utm_medium=social&utm_campaign=educator-online-courses&platform=Twitter&account=NatGeoEducation&post=5211202630&campaign=Educators&source=ngs-social#geographic-thinking
[1] https://www.esri.com/en-us/arcgis/products/arcgis-storymaps/contest/overview
[1] https://www.shorturl.at/iFILP
[1] https://www.shorturl.at/imzJY
[1] https://www.amnh.org/explore/ology/earth/plates-on-the-move2/game
[1] https://www.shorturl.at/sAMV8

Top URLs in Tweet in G4:
[5] https://www.youtube.com/watch?v=CmV2QZvfgck&feature=youtu.be

[4] https://www.youtube.com/watch?v=DOilqjKEhqo&feature=youtu.be

[3] https://www.youtube.com/watch?v=G5Z56fqHlw8&feature=youtu.be

[3] https://www.sciencebuddies.org/stem-activities/DIY-mini-propeller-car?from=TW
[3] https://edu.rsc.org/exhibition-chemistry/dynamite-soap-the-combustion-of-stoichiometric-hydrogen-oxygen-mixtures/4013967.article
[2] https://www.sciencebuddies.org/stem-activities/rubber-band-paddle-boat?from=TW
[1] https://www.sciencebuddies.org/blog/teach-electromagnetism-lessons?from=TW
[1] https://www.sciencebuddies.org/blog/teach-weather-science-lessons?from=TW
[1] https://www.sciencebuddies.org/blog/awesome-summer-science-experiments-water?from=TW
[1] https://www.sciencebuddies.org/blog/teach-solar-system-science?from=TW

Top URLs in Tweet in G5:
[10] https://coresciences.co.uk/
[9] https://www.myscienceboutique.com/
[8] https://www.etsy.com/listing/688207298/vintage-what-makes-popcorn-pop-paperback?ref=shop_home_active_193&frs=1
[6] https://myscienceboutique.com/
[6] https://coresciences.co.uk/subscribe
[5] https://myscienceboutique.com/product/phd-life-science-regular-fit-premium-t-shirt-3/
[5] https://www.etsy.com/shop/myscienceboutique
[4] https://myscienceboutique.com/product/phd-life-phd-students-science-regular-fit-premium-t-shirt-science-humor-graduation-gift-science-gift-stem-awareness-sci-comm/
[4] https://myscienceboutique.com/product/inked-scientist-stem-science-womens-slim-fit-t-shirt/
[4] https://myscienceboutique.com/product/stem-science-pattern-fit-flare-dress-2/

Top URLs in Tweet in G6:
[13] https://www.thinkerbug.net/2021/09/neurons-carry-electrical-signals-called.html
[12] https://www.thinkerbug.net/2021/09/the-nervous-system.html
[9] https://www.thinkerbug.net/2020/07/problem-cozmede-bilimsel-yontem.html
[1] https://www.thinkerbug.net/

Top URLs in Tweet in G8:
[5] https://www.amazon.com/hz/wishlist/ls/109O1N9JOAYTG?ref_=wl_share
[3] https://www.amazon.com/hz/wishlist/ls/4KRUU1PJIFLB/ref=as_li_ss_tl?ref_=wl_share&linkCode=sl2&tag=thetickler0a-20&linkId=d9c4bee1812a01ff935f32a72e5ea030&language=en_US
[3] https://www.amazon.com/hz/wishlist/ls/3HO1YJF3Z4TSE?ref_=wl_share
[2] https://www.amazon.com/hz/wishlist/ls/1NCE5OBCNQZMQ?ref_=wl_share
[1] https://twitter.com/jeffgargas/status/1419611290956406787
[1] https://www.donorschoose.org/project/supplies-to-start-the-school-year-off-ri/5646932/?utm_source=dc&utm_medium=directlink&utm_campaign=teacherhub&utm_term=teacher_6628894&rf=directlink-dc-2021-07-teacherhub-teacher_6628894&challengeid=2161935
[1] https://twitter.com/haleybakerwaff/status/1420366022608031745
[1] https://www.amazon.com/hz/wishlist/ls/3JX3DE2O3OF84?ref_=wl_share

Top URLs in Tweet in G10:
[2] https://www.amazon.com/hz/wishlist/ls/DGDL0DI6M1GR?ref_=wl_share
[2] https://www.donorschoose.org/project/experimenting-with-ms-ickom/5609401/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=teacher_7883800&rf=twitter-dc-2021-06-project-teacher_7883800&challengeid=21755124&%24web_only=true&_branch_match_id=link-938973902700943941
[1] https://www.donorschoose.org/project/steam-activities-to-activate-our-minds/5807437/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=teacher_1955151&rf=twitter-dc-2021-09-project-teacher_1955151&challengeid=363126&%24web_only=true&_branch_match_id=link-964647732994679724
[1] https://www.donorschoose.org/project/hands-on-science/5664287/?utm_source=dc&utm_medium=twitter&utm_campaign=project&utm_term=unknown&rf=twitter-dc-2021-08-project-unknown&%24web_only=true&_branch_match_id=link-958468767938326589
[1] https://www.donorschoose.org/project/modeling-erosion-in-action/5726056/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_4610170&rf=twitter-dc-2021-08-teacherhub-teacher_4610170&challengeid=20970431&%24web_only=true&_branch_match_id=link-954495875870694343
[1] https://www.amazon.com/hz/wishlist/genericItemsPage/1EFVJD2X9UUWY?ref_=wl_share
[1] https://www.donorschoose.org/project/lab-tables-for-science-3/5588966/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_2180723&rf=twitter-dc-2021-08-teacherhub-teacher_2180723&challengeid=406001&%24web_only=true&_branch_match_id=link-951325959403607803

Top Domains
Top Domains in Tweet in Entire Graph:
[140] myscienceboutique.com
[93] etsy.com
[49] twitter.com
[40] youtube.com
[37] co.uk
[35] thinkerbug.net
[27] origamiorganelles.com
[26] instagram.com
[26] amazon.com
[23] sciencebuddies.org

Top Domains in Tweet in G1:
[22] instagram.com
[13] etsy.com
[10] youtube.com
[9] twitter.com
[5] seedstosteam.org
[4] amazon.com
[4] ixltutors.com
[3] co.uk
[2] blogspot.com
[2] edutopia.org

Top Domains in Tweet in G2:
[1] yahoo.com

Top Domains in Tweet in G3:
[4] nsta.org
[3] twitter.com
[3] shorturl.at
[1] nationalgeographic.org
[1] esri.com
[1] amnh.org

Top Domains in Tweet in G4:
[23] sciencebuddies.org
[12] youtube.com
[7] rsc.org
[2] braintasticscience.com

Top Domains in Tweet in G5:
[140] myscienceboutique.com
[39] etsy.com
[20] co.uk
[9] page.link
[4] factsandreasons.com
[1] iss.edu
[1] etsystatic.com
[1] theguardian.com
[1] twitter.com
[1] youtube.com

Top Domains in Tweet in G6:
[35] thinkerbug.net

Top Domains in Tweet in G8:
[14] amazon.com
[2] twitter.com
[1] donorschoose.org

Top Domains in Tweet in G10:
[6] donorschoose.org
[3] amazon.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1121] scienceteacher
[447] science
[274] stem
[135] stemeducation
[134] sciencestudent
[127] phd
[110] scicom
[110] sciencetwitter
[100] teacher
[100] geographyteacher



Top Hashtags in Tweet in G1:
[233] scienceteacher
[57] science
[28] scienceiscool
[26] chemistry
[26] scienceteachers
[22] stemeducation
[21] seedstosteam
[20] biology
[19] iteach
[19] iteachtoo

Top Hashtags in Tweet in G2:
[85] geography
[82] geographyteacher
[4] geothermal
[4] usa
[4] climate
[3] scienceteacher
[2] science
[1] climatechange
[1] climatecrisis
[1] sciencetwitter

Top Hashtags in Tweet in G3:
[26] scienceteacher
[25] nsta21
[22] nsta
[19] nstachat
[5] scied
[4] stem
[4] highschoolscienceteachers
[4] remotelearning
[2] geographyteacher
[2] googleslides

Top Hashtags in Tweet in G4:
[58] scienceteacher
[50] stem
[18] stemeducation
[14] veritasiumcontest
[11] scichat
[11] scied
[10] homeschool
[6] ngss
[5] familyscience
[5] mythbusters

Top Hashtags in Tweet in G5:
[198] science
[184] scienceteacher
[175] stem
[132] sciencestudent
[127] phd
[109] scicom
[93] lovescience
[87] academictwitter
[80] tshirt
[80] gradschool

Top Hashtags in Tweet in G6:
[39] scienceteacher
[37] stemeducation
[17] homeschool
[16] writers
[14] homeschooling
[2] scienceeducation
[2] stemteacher
[1] scienceforkids
[1] stem
[1] science

Top Hashtags in Tweet in G7:
[24] scienceteacher
[17] nature
[17] wildlife
[17] science
[13] biodiversity
[12] animal
[9] education
[8] marinebiology
[8] naturephotography
[8] wildlifephotography

Top Hashtags in Tweet in G8:
[22] scienceteacher
[12] clearthelist
[9] amazon
[9] teachertwitter
[4] sciencetwitter
[3] clearthelists
[3] chemistry
[3] stem
[2] wishlist
[1] bettertogether

Top Hashtags in Tweet in G10:
[10] scienceteacher
[5] clearthelist
[3] science
[3] teacher
[2] teachertwitter
[2] clearmylist
[2] clearthelistminnesota
[2] donorschoose
[2] linkinbio
[1] dmps

Top Words
Top Words in Tweet in Entire Graph:
[1121] #scienceteacher
[644] science
[455] #science
[272] #stem
[190] students
[151] website
[148] classroom
[135] #stemeducation
[133] #sciencestudent
[131] myscienceboutiq

Top Words in Tweet in G1:
[233] #scienceteacher
[66] science
[57] #science
[28] year
[28] #scienceiscool
[26] #chemistry
[26] #scienceteachers
[24] school
[22] teacher
[22] #stemeducation

Top Words in Tweet in G2:
[84] #geography
[83] easygeography
[82] #geographyteacher
[80] awesome
[80] graphic
[80] classroom
[80] show
[80] different
[80] layers
[80] earth

Top Words in Tweet in G3:
[64] science
[57] nsta
[46] conferences
[26] #scienceteacher
[25] #nsta21
[23] registration
[23] area
[23] education
[23] open
[23] leave

Top Words in Tweet in G4:
[58] #scienceteacher
[48] #stem
[39] science
[33] sciencebuddies
[20] lessons
[19] students
[19] free
[18] #stemeducation
[18] know
[17] teach

Top Words in Tweet in G5:
[229] science
[201] #science
[184] #scienceteacher
[175] #stem
[139] website
[131] myscienceboutiq
[131] #sciencestudent
[127] #phd
[113] #scicom
[93] #lovescience

Top Words in Tweet in G6:
[39] #scienceteacher
[37] #stemeducation
[34] nervous
[34] system
[28] today's
[23] scientific
[23] method
[23] poster
[17] #homeschool
[16] #writers

Top Words in Tweet in G7:
[24] #scienceteacher
[22] jamesfalletti
[17] #nature
[17] #wildlife
[17] #science
[14] #animal
[13] #biodiversity
[9] #education
[8] #marinebiology
[8] #naturephotography

Top Words in Tweet in G8:
[29] amazon
[22] #scienceteacher
[17] 6th
[14] science
[14] year
[13] help
[12] teacher
[12] #clearthelist
[11] list
[11] grade

Top Words in Tweet in G9:
[3] scienceteacher
[3] fã
[2] foley_ax
[2] geowieland
[2] m_grill
[2] epibraunschweig
[2] solcher
[2] indikator
[2] covid
[2] 19

Top Words in Tweet in G10:
[15] donorschoose
[14] tmobile
[12] love
[10] #scienceteacher
[7] help
[7] project
[7] students
[6] hi
[6] back
[6] school

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[127] #scienceteacher,#stem
[124] #science,#sciencestudent
[116] #sciencestudent,#scienceteacher
[108] #stem,#scicom
[106] website,#science
[102] #science,#scienceteacher
[88] #geography,#geographyteacher
[80] awesome,graphic
[80] graphic,classroom
[80] classroom,show

Top Word Pairs in Tweet in G1:
[23] #scienceteacher,#scienceteachers
[19] #science,#scienceteacher
[19] #seedstosteam,#iteach
[19] #iteach,#iteachtoo
[19] #iteachtoo,#stemeducation
[19] #stemeducation,#stemforkids
[19] #stemforkids,#iteach345
[19] #iteach345,#iteach456
[19] #iteach456,#scienceteacher
[16] #scienceteachers,#steminschool

Top Word Pairs in Tweet in G2:
[82] #geography,#geographyteacher
[80] awesome,graphic
[80] graphic,classroom
[80] classroom,show
[80] show,different
[80] different,layers
[80] layers,earth
[80] earth,#geography
[79] easygeography,awesome
[78] #geographyteacher,#sciencetwit

Top Word Pairs in Tweet in G3:
[23] registration,#nsta21
[23] #nsta21,area
[23] area,conferences
[23] conferences,science
[23] science,education
[23] education,open
[23] open,nsta
[23] nsta,conferences
[23] conferences,leave
[23] leave,inspired

Top Word Pairs in Tweet in G4:
[10] #stemeducation,#scienceteacher
[10] #scienceteacher,#scied
[8] one,minute
[8] #stem,video
[8] #stem,lessons
[7] #scienceteacher,#stemeducation
[7] teach,12
[7] 12,students
[7] trail,mix
[7] free,#stem

Top Word Pairs in Tweet in G5:
[124] #science,#sciencestudent
[115] #sciencestudent,#scienceteacher
[111] #scienceteacher,#stem
[108] #stem,#scicom
[106] website,#science
[76] #phd,#tshirt
[74] #lovescience,#phd
[71] #academictwitter,#gradschool
[67] #sciencetwitter,#academictwitter
[64] #scicom,#fashion

Top Word Pairs in Tweet in G6:
[36] #scienceteacher,#stemeducation
[34] nervous,system
[23] scientific,method
[16] today's,nervous
[16] system,#scienceteacher
[16] #stemeducation,#homeschool
[16] #homeschool,#writers
[16] #writers,nervous
[14] prepared,scientific
[14] method,poster

Top Word Pairs in Tweet in G7:
[14] #science,#scienceteacher
[8] #nature,#naturephotography
[7] #wildlife,#wildlifephotography
[6] #animal,#nature
[6] #nature,#wildlife
[6] jersey,shore
[5] #birding,#bird
[5] #bird,#birds
[5] #biodiversity,#ecology
[5] #biodiversity,#nature

Top Word Pairs in Tweet in G8:
[10] 6th,grade
[8] science,teacher
[7] teacher,going
[7] going,6th
[7] 6th,year
[7] year,birthday
[7] birthday,next
[7] next,week
[6] week,someone
[6] someone,help

Top Word Pairs in Tweet in G9:
[2] foley_ax,geowieland
[2] geowieland,m_grill
[2] m_grill,epibraunschweig
[2] covid,19

Top Word Pairs in Tweet in G10:
[6] tmobile,donorschoose
[6] donorschoose,hi
[6] hi,tmobile
[6] tmobile,back
[6] back,school
[6] school,already
[6] already,tn
[6] tn,biology
[6] biology,students
[6] students,love

Top Replied-To
Top Replied-To in Entire Graph:
@raellelogan1
@invacad
@drkerrynphelps
@science63424214
@foley_ax
@wbrschools
@nearpod
@jfc101359
@pcclotter
@cdallennow

Top Replied-To in G5:
@adrianahotz2

Top Replied-To in G6:
@raellelogan1
@jfc101359
@alinamontalvo3
@thewriterslift
@shuvashisdasbd
@sariccomposer
@johnnaescobar
@_ashutoshbiswal
@fuseboo
@purnimaakter8

Top Replied-To in G8:
@sellphones4
@missmayim
@tazbarneygg
@thespacegal
@ms__teacherlady
@mrswyatt247
@dbrenee
@gluegobs
@travisakers

Top Replied-To in G9:
@foley_ax
@genesiscomicnft

Top Replied-To in G10:
@govtimwalz
@lesdoggg
@tmobile

Top Mentioned
Top Mentioned in Entire Graph:
@myscienceboutiq
@easygeography
@sciencebuddies
@etsy
@nsta
@jamesfalletti
@ehslsciences
@amazon
@rsc_eic
@ciarkenn

Top Mentioned in G1:
@srjsciencehub
@relatetheneduc1
@iresearchsci
@gifexperiments
@luceeneu
@inspectingi

Top Mentioned in G2:
@easygeography

Top Mentioned in G3:
@nsta
@caahayes
@natgeoeducation
@esri
@arcgisstorymaps
@jodyflawson
@nostrawnovember

Top Mentioned in G4:
@sciencebuddies
@rsc_eic
@declanfleming
@braintasticsci
@cleapss
@mythbusters
@benfinio
@nsjhull
@rhi_woods
@donttrythis

Top Mentioned in G5:
@myscienceboutiq
@facts_reasons
@www
@_breakinggood
@sciencebuddies
@busterjustis
@jaymerrill10
@https
@nsta
@bbwvieser

Top Mentioned in G6:
@thinker_bug
@donabuenaseda
@raellelogan1
@alinamontalvo3
@colbypelzel
@hdkae1
@jfc101359
@pcclotter
@cdallennow
@ttperryplay716

Top Mentioned in G7:
@jamesfalletti
@njwhalegirl
@natgeoeducation
@gothamwhale
@vans_66
@njaudubon
@nasakennedy
@nasastem
@nature_nj

Top Mentioned in G8:
@amazon
@klawrence82
@naturalroyale2
@mrswyatt247
@chrisspisak
@bnosmalka
@kathyireland
@froggyinthetree
@tazbarneygg
@dbrenee

Top Mentioned in G9:
@scienceteacher
@geowieland
@m_grill
@epibraunschweig
@apedpunks
@sarakhan83465
@saripe8
@sarrrcasmo
@sasablissxo
@satish201

Top Mentioned in G10:
@donorschoose
@tmobile
@jwoodsteachbio
@peggyflanagan
@ynb
@jenn71213
@jayeballa_1
@don

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@reneeandsharon
@upma23
@shrewsmorris
@kellyrek
@sustaintrends
@tmobile
@godfrey_g_
@dawnroseturner
@naturecutstags

Top Tweeters in G1:
@woodentek
@onlineclock
@craftymcclever
@kamaukuumba
@smilinginnyc
@thedirector_e
@dorje_sdooing
@lupieteacher
@miifswag
@teacher__jobs

Top Tweeters in G2:
@upma23
@kellyrek
@dawnroseturner
@brokentwitty
@metalrabbit13
@mairahashmi
@notonenottwo
@krishnakacker
@khalidxalali
@hihretrofonts

Top Tweeters in G3:
@natscloset
@in_stemm
@imsouthern
@krsciencelady
@nsta
@davidjlockett
@tori_mazur
@philiplbell
@esri
@hasnain_sunny

Top Tweeters in G4:
@sustaintrends
@hull_libraries
@sdgsbot
@garym
@adamboxer1
@kat_arney
@praxismedhat
@donttrythis
@pquimic
@gwardis

Top Tweeters in G5:
@hart_engel
@flashjewelry
@b0tsci
@scicommbot
@stem_ai
@matthewwinner
@citscioz
@busterjustis
@jayaisales
@doodlebugkry

Top Tweeters in G6:
@raellelogan1
@pcclotter
@johnnaescobar
@larycrews
@brennanharvey
@fuseboo
@ttperryplay716
@eannbink
@fuziaworld
@abundanceflavor

Top Tweeters in G7:
@godfrey_g_
@imagine_garden
@jane__eden
@belmardays
@astropotamus
@lodinjnews
@nasa
@jenniferyuen1
@vans_66
@weisscenter

Top Tweeters in G8:
@clarenceonyeks
@bwcdeals
@nplace1
@ms__teacherlady
@naturalroyale2
@kathyireland
@dareelmj
@teacherscare101
@amazon
@laura_goodner

Top Tweeters in G9:
@fkbtchsgetcrpto
@satoshluk
@satoshibrown
@science_qs
@sarrrcasmo
@schifferjana
@m_grill
@genesiscomicnft
@saurav925
@geowieland

Top Tweeters in G10:
@tmobile
@d_1andonly_
@ynb
@mrsoteachesk
@jayeballa_1
@lesdoggg
@donorschoose
@peggyflanagan
@beccajonesteach
@jwoodsteachbio


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