scienceteacher, Twitter, 10/2/2021 12:33:07 AM, 263421


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scienceteacher_2021-10-01_17-24-00.xlsx
scienceteacher_2021-10-01_17-24-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 02, 2021
Short Description:
scienceteacher via NodeXL https://bit.ly/3ouCBJU
@stem_ai
@nsta
@natgeoeducation
@jamesfalletti
@sciencebuddies
@myscienceboutiq
@thinker_bug
@_breakinggood
@praxismedhat
@ciarkenn

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

Description:
Description
The graph represents a network of 1,502 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, 02 October 2021 at 00:27 UTC.

The requested start date was Saturday, 02 October 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 91-day, 23-hour, 15-minute period from Thursday, 01 July 2021 at 01:59 UTC to Friday, 01 October 2021 at 01:15 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 : 1502
Unique Edges : 837
Edges With Duplicates : 2846
Total Edges : 3683
Number of Edge Types : 5
Mentions : 569
Tweet : 875
Retweet : 998
MentionsInRetweet : 1166
Replies to : 75
Self-Loops : 895
Reciprocated Vertex Pair Ratio : 0.0571870170015456
Reciprocated Edge Ratio : 0.108187134502924
Connected Components : 400
Single-Vertex Connected Components : 205
Maximum Vertices in a Connected Component : 294
Maximum Edges in a Connected Component : 1332
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.009537
Graph Density : 0.000606785888857051
Modularity : 0.391097
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,502 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, 02 October 2021 at 00:27 UTC.

The requested start date was Saturday, 02 October 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 91-day, 23-hour, 15-minute period from Thursday, 01 July 2021 at 01:59 UTC to Friday, 01 October 2021 at 01:15 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:
[29] https://www.instagram.com/accounts/login/
[18] 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
[18] 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
[11] https://coresciences.co.uk/
[10] https://www.k12prospects.com/LP/A-B-Testing/Good-Better-Best-It-Is-All-About-An-Effective-A-B-Marketing-Test.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=a-b-testing&utm_content=textlink
[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


Top URLs in Tweet in G1:
[24] https://www.instagram.com/accounts/login/
[8] https://www.seedstosteam.org/
[4] https://www.etsy.com/listing/696099120
[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 G5:
[11] 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
[7] https://coresciences.co.uk/subscribe
[6] https://myscienceboutique.com/
[5] https://myscienceboutique.com/product/phd-life-science-regular-fit-premium-t-shirt-3/
[5] https://myscienceboutique.com/product/science-socks-bacteria-transparent-themed/
[5] https://www.etsy.com/shop/myscienceboutique
[5] https://www.factsandreasons.com/en/how-effective-is-the-new-drug-for-alzheimers-disease-aducanumab-market-name-aduhelm/
[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/

Top URLs in Tweet in G6:
[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
[2] https://www.sciencebuddies.org/blog/hispanic-scientists-engineers?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

Top URLs in Tweet in G8:
[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 G9:
[1] https://twitter.com/hisdmultiprgms/status/1442542417425674246

Top URLs in Tweet in G10:
[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 Domains
Top Domains in Tweet in Entire Graph:
[195] myscienceboutique.com
[101] etsy.com
[60] twitter.com
[48] co.uk
[41] youtube.com
[35] thinkerbug.net
[34] origamiorganelles.com
[30] instagram.com
[28] sciencebuddies.org
[26] amazon.com

Top Domains in Tweet in G1:
[25] instagram.com
[14] etsy.com
[12] twitter.com
[10] youtube.com
[9] 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 G5:
[195] myscienceboutique.com
[41] etsy.com
[22] co.uk
[11] page.link
[6] factsandreasons.com
[1] iss.edu
[1] etsystatic.com
[1] theguardian.com
[1] twitter.com
[1] youtube.com

Top Domains in Tweet in G6:
[28] sciencebuddies.org
[12] youtube.com
[7] rsc.org
[2] braintasticscience.com

Top Domains in Tweet in G8:
[35] thinkerbug.net

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[14] amazon.com
[2] twitter.com
[1] donorschoose.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1405] scienceteacher
[551] science
[328] stem
[170] sciencestudent
[154] phd
[148] stemeducation
[132] sciencetwitter
[129] scicom
[115] teacher
[112] lovescience



Top Hashtags in Tweet in G1:
[280] scienceteacher
[69] science
[35] scienceiscool
[33] scienceteachers
[28] chemistry
[27] stemeducation
[27] seedstosteam
[24] biology
[23] iteach
[23] 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:
[28] scienceteacher
[27] nsta21
[22] nsta
[19] nstachat
[5] scied
[4] stem
[4] highschoolscienceteachers
[4] remotelearning
[2] antarcticlog
[2] scicomm

Top Hashtags in Tweet in G4:
[28] scienceteacher
[26] moonphotography
[26] fullmoon
[23] astronomy
[22] moon
[21] harvestfullmoon
[18] nature
[18] wildlife
[17] science
[14] biodiversity

Top Hashtags in Tweet in G5:
[254] science
[225] scienceteacher
[207] stem
[166] sciencestudent
[154] phd
[128] scicom
[111] lovescience
[105] academictwitter
[99] gradschool
[98] fashion

Top Hashtags in Tweet in G6:
[66] scienceteacher
[57] stem
[20] stemeducation
[14] veritasiumcontest
[12] scichat
[11] homeschool
[11] scied
[6] ngss
[5] familyscience
[5] mythbusters

Top Hashtags in Tweet in G7:
[39] scienceteacher
[39] viewmantse
[37] onlineteaching
[37] covid
[37] achabu
[1] edchat

Top Hashtags in Tweet in G8:
[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 G9:
[15] scienceteacher
[7] insulators
[7] conductors
[4] flashbackfriday
[4] bestpractices
[3] teamhisd
[3] ohheynow
[3] stemactivities
[3] stemteacher
[3] miltonhersheyschool

Top Hashtags in Tweet in G10:
[22] scienceteacher
[12] clearthelist
[9] amazon
[9] teachertwitter
[4] sciencetwitter
[3] clearthelists
[3] chemistry
[3] stem
[2] wishlist
[1] bettertogether

Top Words
Top Words in Tweet in Entire Graph:
[1405] #scienceteacher
[780] science
[560] #science
[326] #stem
[227] students
[215] website
[169] #sciencestudent
[163] myscienceboutiq
[159] classroom
[154] #phd

Top Words in Tweet in G1:
[280] #scienceteacher
[78] science
[69] #science
[35] #scienceiscool
[33] #scienceteachers
[30] teacher
[28] year
[28] #chemistry
[28] school
[27] #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:
[66] science
[62] nsta
[50] conferences
[28] #scienceteacher
[27] #nsta21
[25] registration
[25] area
[25] education
[25] open
[25] leave

Top Words in Tweet in G4:
[43] jamesfalletti
[28] #scienceteacher
[26] #moonphotography
[26] #fullmoon
[23] #astronomy
[22] over
[22] harvest
[22] full
[22] #moon
[21] planes

Top Words in Tweet in G5:
[275] science
[257] #science
[225] #scienceteacher
[207] #stem
[197] website
[165] #sciencestudent
[163] myscienceboutiq
[154] #phd
[132] #scicom
[111] #lovescience

Top Words in Tweet in G6:
[66] #scienceteacher
[55] #stem
[41] sciencebuddies
[40] science
[25] teach
[25] more
[24] lessons
[24] students
[24] free
[22] know

Top Words in Tweet in G7:
[39] #scienceteacher
[39] #viewmantse
[37] 1achabu
[37] puts
[37] food
[37] table
[37] proud
[37] #onlineteaching
[37] #covid
[37] #achabu

Top Words in Tweet in G8:
[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 G9:
[16] sarayrodrigu3z
[15] #scienceteacher
[10] lab
[9] flipgrid
[9] today
[8] tested
[7] #insulators
[7] #conductors
[7] ss
[7] both

Top Words in Tweet in G10:
[29] amazon
[22] #scienceteacher
[17] 6th
[14] science
[14] year
[13] help
[12] teacher
[12] #clearthelist
[11] list
[11] grade

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[160] website,#science
[158] #science,#sciencestudent
[151] #scienceteacher,#stem
[145] #sciencestudent,#scienceteacher
[127] #stem,#scicom
[114] #science,#scienceteacher
[90] #phd,#tshirt
[89] #lovescience,#phd
[89] #academictwitter,#gradschool
[88] #geography,#geographyteacher

Top Word Pairs in Tweet in G1:
[27] #scienceteacher,#scienceteachers
[23] #seedstosteam,#iteach
[23] #iteach,#iteachtoo
[23] #iteachtoo,#stemeducation
[23] #stemeducation,#stemforkids
[23] #stemforkids,#iteach345
[23] #iteach345,#iteach456
[23] #iteach456,#scienceteacher
[22] #science,#scienceteacher
[20] #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:
[25] registration,#nsta21
[25] #nsta21,area
[25] area,conferences
[25] conferences,science
[25] science,education
[25] education,open
[25] open,nsta
[25] nsta,conferences
[25] conferences,leave
[25] leave,inspired

Top Word Pairs in Tweet in G4:
[21] planes,fly
[21] fly,harvest
[21] harvest,full
[21] full,#moon
[21] #moon,over
[21] over,ny
[21] ny,nj
[21] nj,#moonphotography
[21] #moonphotography,#fullmoon
[21] #fullmoon,#harvestfullmoon

Top Word Pairs in Tweet in G5:
[160] website,#science
[158] #science,#sciencestudent
[143] #sciencestudent,#scienceteacher
[133] #scienceteacher,#stem
[127] #stem,#scicom
[90] #phd,#tshirt
[89] #lovescience,#phd
[89] #academictwitter,#gradschool
[85] #sciencetwitter,#academictwitter
[74] #scicom,#fashion

Top Word Pairs in Tweet in G6:
[10] #stemeducation,#scienceteacher
[10] #scienceteacher,#scied
[9] know,brain
[9] brain,greedy
[9] greedy,accounts
[9] accounts,around
[9] around,body
[9] body,weight
[9] weight,receives
[9] receives,20

Top Word Pairs in Tweet in G7:
[37] puts,food
[37] food,table
[37] table,proud
[37] proud,#scienceteacher
[37] #scienceteacher,#onlineteaching
[37] #onlineteaching,#covid
[37] #covid,#achabu
[37] #achabu,#viewmantse
[36] 1achabu,puts
[5] human,body

Top Word Pairs in Tweet in G8:
[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 G9:
[7] #insulators,#conductors
[7] #conductors,today
[7] today,lab
[7] lab,ss
[7] ss,tested
[7] tested,both
[7] both,water
[7] water,see
[7] see,thermal
[7] thermal,energy

Top Word Pairs in Tweet in G10:
[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 Replied-To
Top Replied-To in Entire Graph:
@singh_namrata
@raellelogan1
@invacad
@drkerrynphelps
@science63424214
@foley_ax
@humble_science
@wbrschools
@nearpod
@jfc101359

Top Replied-To in G5:
@singh_namrata
@adrianahotz2

Top Replied-To in G8:
@raellelogan1
@jfc101359
@alinamontalvo3
@thewriterslift
@shuvashisdasbd
@sariccomposer
@johnnaescobar
@_ashutoshbiswal
@fuseboo
@purnimaakter8

Top Replied-To in G10:
@sellphones4
@missmayim
@tazbarneygg
@thespacegal
@ms__teacherlady
@mrswyatt247
@dbrenee
@gluegobs
@travisakers

Top Mentioned
Top Mentioned in Entire Graph:
@myscienceboutiq
@easygeography
@sciencebuddies
@etsy
@jamesfalletti
@nsta
@1achabu
@ehslsciences
@amazon
@naturecutstags

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

Top Mentioned in G2:
@easygeography

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

Top Mentioned in G4:
@jamesfalletti
@njwhalegirl
@natgeoeducation
@gothamwhale
@moonhour321
@vans_66
@njaudubon
@nasakennedy
@nasastem
@trhonymohamed

Top Mentioned in G5:
@myscienceboutiq
@facts_reasons
@sciencebuddies
@www
@_breakinggood
@throgers1
@magneticpeach
@mariamherna16
@anne4hisd
@busterjustis

Top Mentioned in G6:
@sciencebuddies
@rsc_eic
@declanfleming
@braintasticsci
@cleapss
@mythbusters
@benfinio
@bennetomalu9168
@nsjhull
@rhi_woods

Top Mentioned in G7:
@1achabu
@kyleniemis

Top Mentioned in G8:
@thinker_bug
@donabuenaseda
@raellelogan1
@alinamontalvo3
@colbypelzel
@hdkae1
@jfc101359
@pcclotter
@cdallennow
@ttperryplay716

Top Mentioned in G9:
@sarayrodrigu3z
@flipgrid
@hisdmultiprgms
@rickettsdeirdre
@bostonwhitnee
@hisd_elemsci
@msjaime01
@shearnlions
@celine_gallien

Top Mentioned in G10:
@amazon
@klawrence82
@naturalroyale2
@mrswyatt247
@chrisspisak
@bnosmalka
@kathyireland
@froggyinthetree
@tazbarneygg
@dbrenee

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

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

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

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

Top Tweeters in G4:
@rnitsch
@godfrey_g_
@imagine_garden
@jane__eden
@agwriterark
@bigbaded
@contactlight69
@belmardays
@astropotamus
@r34rgtr

Top Tweeters in G5:
@hart_engel
@flashjewelry
@b0tsci
@scicommbot
@stem_ai
@houstonisd
@citscioz
@busterjustis
@jayaisales
@bindikannan963

Top Tweeters in G6:
@sustaintrends
@hull_libraries
@sdgsbot
@garym
@adamboxer1
@kat_arney
@praxismedhat
@donttrythis
@cvwma2
@pquimic

Top Tweeters in G7:
@gyaigyimii
@mrnuamah
@__fadden
@rickysarkcess__
@otfpkay
@yalkharizmi
@dey_worry
@spookythemaniac
@kwa_bena18
@bobby_sarkcess

Top Tweeters in G8:
@raellelogan1
@pcclotter
@johnnaescobar
@larycrews
@brennanharvey
@fuseboo
@ttperryplay716
@eannbink
@fuziaworld
@abundanceflavor

Top Tweeters in G9:
@flipgrid
@stem_nastics
@annkozma723
@kerszi
@flipgridevents
@gridpalgeorge
@leigha_curry7
@hisdmultiprgms
@rickettsdeirdre
@msjellman

Top Tweeters in G10:
@clarenceonyeks
@bwcdeals
@nplace1
@ms__teacherlady
@naturalroyale2
@kathyireland
@dareelmj
@teacherscare101
@amazon
@laura_goodner


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