scienceteacher, Twitter, 3/18/2023 1:09:10 AM, 291461


FAQ | Problem?

scienceteacher_2023-03-17_17-55-12.xlsx
scienceteacher_2023-03-17_17-55-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 18, 2023
Short Description:
scienceteacher via NodeXL https://bit.ly/3yMZ3St
@stem_ai
@ocr_science
@this0499154500
@peelermrs
@sciencebuddies
@hookean1
@animalearn
@garym
@jc_james_clark
@myscienceboutiq

Top hashtags:
#scienceteacher
#science
#stem
#iteachscience
#teacher
#clearthelist

Description:
Description
The graph represents a network of 3,012 Twitter users whose recent tweets contained "scienceteacher", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 01:04 UTC.

The tweets in the network were tweeted over the 2392-day, 6-hour, 54-minute period from Sunday, 28 August 2016 at 15:35 UTC to Friday, 17 March 2023 at 22:30 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 : 3012
Unique Edges : 1974
Edges With Duplicates : 6883
Total Edges : 8857
Number of Edge Types : 9
Tweet : 2406
Retweet : 1902
MentionsInRetweet : 2504
Mentions : 1047
Replies to : 281
MentionsInReplyTo : 507
Quote : 119
MentionsInQuote : 87
MentionsInQuoteReply : 4
Self-Loops : 2741
Reciprocated Vertex Pair Ratio : 0.0644056183624529
Reciprocated Edge Ratio : 0.121017058255552
Connected Components : 769
Single-Vertex Connected Components : 379
Maximum Vertices in a Connected Component : 1032
Maximum Edges in a Connected Component : 4561
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.010084
Graph Density : 0.000342590669096006
Modularity : 0.368384
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,012 Twitter users whose recent tweets contained "scienceteacher", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 01:04 UTC.

The tweets in the network were tweeted over the 2392-day, 6-hour, 54-minute period from Sunday, 28 August 2016 at 15:35 UTC to Friday, 17 March 2023 at 22:30 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 : TwitterSearch2
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:
[122] https://www.amazon.com/hz/wishlist/ls/2BBCTGBBI7FOP?ref_=wl_share
[43] https://www.etsy.com/CraftyMom75/listing/1281287174/science-apron-science-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api
[22] https://www.goodnewsnetwork.org/
[21] https://www.etsy.com/listing/870248037/stem-teachers-gift-steminist-science
[21] https://www.coresciences.co.uk/
[16] https://twitter.com/mrs_sosa_8891/status/1621305989478719488/photo/1
[15] https://etsy.me/2V0FAMH
[14] https://www.etsy.com/listing/696099120/periodic-table-clock-in-wood-chemistry
[14] https://www.etsy.com/CraftyMom75/listing/620907121/female-scientist-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api
[12] https://phet.colorado.edu/

Top URLs in Tweet in G1:
[19] https://www.etsy.com/listing/870248037/stem-teachers-gift-steminist-science
[15] https://etsy.me/2V0FAMH
[14] https://www.etsy.com/listing/696099120/periodic-table-clock-in-wood-chemistry
[10] https://www.amazon.com/dp/B0B6D647WQ?psc=1&ref_=cm_sw_r_cp_ud_dp_W7X1NC4M6GCM1AQH70VC
[7] https://content-app.com/?action=leadgen&id=MzkzNyMjIyNodHRwczovL3d3dy5pbnNwaXJlZWhjLmNvLnVrL2NhcmVlcnMvMjgyODcvaW5kZXgwL1NjaWVuY2UtVGVhY2hlci1TdWZmb2xrLVJlZj91dG1fc291cmNlPVBhaWdlciZ1dG1fbWVkaXVtPVJlZmVycmFsIyMjIw&skip=1
[7] http://www.triumpheducators.com
[5] https://www.etsy.com/listing/688207298/vintage-what-makes-popcorn-pop-paperback?ref=shop_home_active_193&frs=1
[4] https://twitter.com/JamesGlick11/status/1556814923165990912/photo/1
[4] https://twitter.com/primaryrack/status/1621231834175623174/photo/1
[4] https://twitter.com/primaryrack/status/1622634124954460160/photo/1

Top URLs in Tweet in G2:
[122] https://www.amazon.com/hz/wishlist/ls/2BBCTGBBI7FOP?ref_=wl_share
[9] 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
[4] https://donorschoose.org/project/seatin
[4] https://twitter.com/Ashleymesser11/status/1546677658586693632/photo/1
[4] https://twitter.com/happygolibrary/status/1546843617087586305/photo/1
[3] https://www.amazon.com/hz/wishlist/ls/3SPFHBFXLUYQL?ref_=wl_share
[2] https://www.amazon.com/hz/wishlist/ls/2CPZ59DJ0K9CQ?ref_=wl_share
[2] https://www.amazon.com/hz/wishlist/ls/34OVRGW5KN0CM?ref_=wl_share
[2] https://www.amazon.com/hz/wishlist/ls/37M2CRQKUWSH6?ref_=wl_share
[2] https://twitter.com/techmidschteach/status/1545769111229276160/photo/1

Top URLs in Tweet in G3:
[10] https://www.sciencebuddies.org/blog/halloween-stem?from=TW
[10] https://www.sciencebuddies.org/engineering-challenge?utm_source=TW&utm_medium=social&utm_campaign=engineering-challenge&utm_content=submissionwindow
[10] https://www.teacherspayteachers.com/Store/Nitty-Gritty-Science/Category/-9657-9999-65039-Phenomena-607844
[9] https://www.flinnsci.com/api/library/Download/e36732cee8cc42b6bd84d0bdaeeda93d
[7] https://nittygrittyscience.com/holiday-and-winter-stem-2/
[6] https://www.flinnsci.com/pavo/teacher-trial/
[6] https://nitty-gritty-science.ck.page/4563139618
[5] https://www.flinnsci.com/fruit-floats/dc10319/
[5] https://www.sciencebuddies.org/blog/gingerbread-stem?from=TW
[5] https://www.sciencebuddies.org/blog/lunar-new-year-stem

Top URLs in Tweet in G4:
[4] https://twitter.com/IgweGilbert/status/1571664629415411712/photo/1
[4] https://twitter.com/TheJR/status/1630629714200088577/photo/1
[4] https://twitter.com/the_fish_nerd/status/1578245048809885697/photo/1
[4] https://twitter.com/the_fish_nerd/status/1554998662408781824/photo/1
[4] https://twitter.com/TNteachNhike/status/1573653243250491397/photo/1
[4] https://twitter.com/desertgranite/status/1612360084541300738/photo/1
[4] https://www.axcis.co.uk/jobs/
[3] https://www.cee.org/newsevents/press-releases/applications-being-accepted-2023-research-science-institute
[3] https://www.usabo-trc.org
[3] https://stemsports.com/tips-for-teaching-stem-to-K-2-students/

Top URLs in Tweet in G5:
[4] https://twitter.com/HoyleDoc/status/1561842679633387528/photo/1
[4] https://twitter.com/HoyleDoc/status/1636022259486687233/photo/1
[2] https://twitter.com/DrJudeBurrows/status/1552193023026528256/photo/1
[2] https://fabiodisalvo.com/2022/05/22/science-root-words/
[1] https://twitter.com/Hookean1/status/1577193292806004736/video/1
[1] https://twitter.com/Hookean1/status/1572838973332131842/photo/1
[1] https://sites.google.com/view/scienceteacher/home
[1] https://www.tes.com/jobs/vacancy/scienceteacher-hampshire-1700042
[1] https://twitter.com/DrJudeBurrows/status/1545075523163983872/photo/1
[1] https://twitter.com/HoyleDoc/status/1548073829565493253

Top URLs in Tweet in G6:
[8] https://twitter.com/MedicMavericks/status/1591499527475056640/photo/1
[7] https://www.ocr.org.uk/qualifications/professional-development/events/mastercoursecode-MWSCAM/
[7] https://www.eventbrite.co.uk/e/science-teacher-network-cambridge-tickets-541040666197
[6] https://www.ocr.org.uk/qualifications/professional-development/events/mastercoursecode-MQSCAJ/
[5] https://www.ocr.org.uk/blog/pride-stem-2022-scientist-to-celebrate/
[5] https://www.ocr.org.uk/Images/590004-student-revision-checklist.docx
[4] https://www.ocr.org.uk/qualifications/teach-cambridge/
[4] https://www.ocr.org.uk/qualifications/as-and-a-level/biology-a-h020-h420-from-2015/planning-and-teaching/#a-level-teaching-activities
[4] https://www.ase.org.uk/aseconf23
[4] https://www.eventbrite.co.uk/e/science-teacher-network-birmingham-tickets-537689572987

Top URLs in Tweet in G7:
[2] https://twitter.com/erwin_s_simp/status/1634940047442182144/photo/1
[1] https://archiveofourown.org/works/45678226/chapters/114948484

Top URLs in Tweet in G8:
[1] https://twitter.com/bastit1989/status/1542961001670254600?s=20&t=25gDixNXeYYT6HgiEAlKZw
[1] https://twitter.com/harrynator/status/1540655338000621568/photo/1
[1] https://www.sueddeutsche.de/1.5643577?utm_source=Twitter&utm_medium=twitterbot&utm_campaign=1.5643577
[1] https://www.finanzen.net/nachricht/cfd/wie-wirken-sich-rohstoffe-auf-die-inflation-aus-11284550

Top URLs in Tweet in G9:
[1] https://twitter.com/ScientiaPercept/status/1624549106075987969/photo/1

Top URLs in Tweet in G10:
[43] https://www.etsy.com/CraftyMom75/listing/1281287174/science-apron-science-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api
[14] https://www.etsy.com/CraftyMom75/listing/620907121/female-scientist-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api
[1] https://www.etsy.com/CraftyMom75/listing/620907121/science-apron-science-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api
[1] https://twitter.com/angieshandmade1/status/1569853891587473415/photo/1
[1] https://www.etsy.com/CraftyMom75/listing/1281287174/science-apron-science-teacher-apron?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1661905934000
[1] https://twitter.com/angieshandmade1/status/1564773127393103873/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[3029] twitter.com
[255] amazon.com
[194] teacherspayteachers.com
[171] sciencebuddies.org
[154] org.uk
[140] etsy.com
[131] co.uk
[81] hatenablog.jp
[66] flinnsci.com
[58] youtube.com

Top Domains in Tweet in G1:
[374] twitter.com
[57] teacherspayteachers.com
[56] etsy.com
[31] amazon.com
[21] instagram.com
[20] co.uk
[15] etsy.me
[13] youtube.com
[9] aplitrak.com
[8] weebly.com

Top Domains in Tweet in G2:
[186] amazon.com
[155] twitter.com
[17] donorschoose.org
[6] viglink.com
[3] nebraskascientific.com
[1] bit.ly
[1] nodexlgraphgallery.org
[1] clearthelistforteachers.com

Top Domains in Tweet in G3:
[561] twitter.com
[168] sciencebuddies.org
[125] teacherspayteachers.com
[65] flinnsci.com
[36] nittygrittyscience.com
[18] youtube.com
[14] ck.page
[7] nasa.gov
[4] com.au
[3] thetrendyscienceteacher.com

Top Domains in Tweet in G4:
[154] twitter.com
[9] cee.org
[8] co.uk
[7] miamioh.edu
[5] zoom.us
[5] stemsports.com
[3] usabo-trc.org
[2] youtube.com
[2] youtu.be
[2] infl.tv

Top Domains in Tweet in G5:
[26] twitter.com
[2] instagram.com
[2] fabiodisalvo.com
[1] google.com
[1] tes.com
[1] wikipedia.org
[1] plos.org
[1] tiktok.com
[1] amazon.com
[1] youtube.com

Top Domains in Tweet in G6:
[218] twitter.com
[127] org.uk
[29] co.uk
[8] sciencenews.org
[7] cambridge.org
[5] ow.ly
[4] mimecast.com
[3] rsc.org
[3] youtu.be
[3] teachcambridge.org

Top Domains in Tweet in G7:
[2] twitter.com
[1] archiveofourown.org

Top Domains in Tweet in G8:
[2] twitter.com
[1] sueddeutsche.de
[1] finanzen.net

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

Top Domains in Tweet in G10:
[59] etsy.com
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3296] scienceteacher
[726] science
[534] stem
[303] iteachscience
[272] teacher
[262] clearthelist
[244] teachertwitter
[170] biology
[162] teaching
[161] scienceteaching



Top Hashtags in Tweet in G1:
[578] scienceteacher
[184] science
[62] stem
[54] teacher
[38] education
[37] teacherpayteacher
[28] chemistry
[28] etsy
[25] biology
[24] teachers

Top Hashtags in Tweet in G2:
[232] clearthelist
[182] scienceteacher
[127] clearthelists
[110] teachertwitter
[28] teachers
[27] adoptateacher
[18] donorschoose
[16] bettertogether
[11] primeday
[11] teacher

Top Hashtags in Tweet in G3:
[593] scienceteacher
[250] stem
[176] iteachscience
[57] scichat
[55] sciencefair
[49] science
[47] scienceproject
[35] engineering
[33] edutwitter
[31] pingpongpickupchallenge

Top Hashtags in Tweet in G4:
[149] scienceteacher
[99] science
[53] stem
[51] humanescience
[47] sciencetwitter
[47] humaneeducation
[45] lifesciences
[40] biology
[38] anatomy
[35] teachertwitter

Top Hashtags in Tweet in G5:
[18] scienceteacher
[5] science
[4] teachertwitter
[3] alevelbiology
[3] edutwitter
[2] languageofmeasurement
[2] chemistry
[2] learning
[2] education
[2] pearson

Top Hashtags in Tweet in G6:
[222] scienceteacher
[157] ocrscience
[64] alevelbiology
[42] ocrbiology
[41] biology
[40] cpd
[36] edutwitter
[34] gcsescience
[33] chatsci
[32] ocrchemistry

Top Hashtags in Tweet in G7:
[1] eruri
[1] エルリ
[1] leviackerman
[1] erwinxlevi
[1] erwinsmith

Top Hashtags in Tweet in G9:
[1] scienceteacher

Top Hashtags in Tweet in G10:
[40] etsymntt
[39] craftbuzz
[20] scienceteacher
[19] etsy
[1] science

Top Words
Top Words in Tweet in Entire Graph:
[3304] #scienceteacher
[1748] science
[762] students
[737] #science
[667] teacher
[535] #stem
[445] school
[410] more
[383] help
[340] day

Top Words in Tweet in G1:
[577] #scienceteacher
[235] science
[184] #science
[132] teacher
[86] school
[62] #stem
[62] teachers
[54] #teacher
[51] day
[47] students

Top Words in Tweet in G2:
[232] #clearthelist
[211] help
[184] #scienceteacher
[158] 8th
[154] excited
[146] classroom
[129] appreciated
[127] #clearthelists
[122] graders
[117] list

Top Words in Tweet in G3:
[593] #scienceteacher
[318] science
[250] #stem
[249] students
[189] sciencebuddies
[176] #iteachscience
[109] flinnscientific
[106] activity
[101] more
[98] use

Top Words in Tweet in G4:
[149] #scienceteacher
[99] #science
[94] science
[53] #stem
[51] #humanescience
[47] #humaneeducation
[47] #sciencetwitter
[45] #lifesciences
[40] animalearn
[40] #biology

Top Words in Tweet in G5:
[78] science
[68] gcse
[66] use
[65] hookean1
[64] very
[64] suitable
[64] areas
[64] students
[64] aqa
[64] good

Top Words in Tweet in G6:
[222] #scienceteacher
[157] #ocrscience
[109] ocr_science
[69] science
[64] #alevelbiology
[55] resources
[49] free
[47] more
[46] join
[42] #ocrbiology

Top Words in Tweet in G7:
[64] scienceteacher
[64] read
[64] erwin
[64] ch1
[64] coach
[64] pe
[64] levi
[64] arrived
[64] hours
[64] rodio_se_mis

Top Words in Tweet in G8:
[18] science63424214
[17] die
[17] scienceteacher
[4] man
[4] twitterde
[4] karl_lauterbach
[4] keine
[4] frankfurtzack
[4] stohr_klaus
[3] einmal

Top Words in Tweet in G9:
[3] omnimomo
[3] ax2n38
[3] darkcowboygod
[3] nhoomans
[3] ingridingwah
[3] briannazarenus
[3] megafant1
[3] wosco_2020
[2] dlanorx
[2] pussyfreewhtboy

Top Words in Tweet in G10:
[288] apron
[152] science
[134] teacher
[56] angieshandmade1
[52] scientist
[50] chemistry
[40] #etsymntt
[39] #craftbuzz
[26] preschool
[26] womens

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[340] science,teacher
[186] #science,#scienceteacher
[154] #scienceteacher,#scienceteaching
[134] teacher,apron
[131] #scienceteaching,#scienceactivities
[126] #scienceactivities,#sciencestations
[123] #sciencestations,#sciencegames
[123] help,appreciated
[122] #sciencegames,#sciencecenters
[120] appreciated,#clearthelist

Top Word Pairs in Tweet in G1:
[90] science,teacher
[60] #science,#scienceteacher
[24] #scienceteacher,#teacherpayteacher
[20] copy,makes
[20] popcorn,pop
[20] books,collection
[20] book,teaching
[20] kids,science
[20] #parenting,#reading
[20] rainbow,books

Top Word Pairs in Tweet in G2:
[123] help,appreciated
[120] appreciated,#clearthelist
[119] 8th,graders
[117] excited,prepare
[117] prepare,classroom
[116] group,8th
[116] classroom,group
[100] #clearthelist,#clearthelists
[96] #clearthelists,#scienceteacher
[57] prime,day

Top Word Pairs in Tweet in G3:
[95] #scienceteacher,#iteachscience
[62] #iteachscience,#scienceteacher
[53] click,link
[31] earth,science
[27] interactive,notebook
[27] science,engineering
[24] link,below
[24] #scienceteacher,#stem
[23] science,interactive
[23] #stem,#scienceteacher

Top Word Pairs in Tweet in G4:
[43] #humanescience,#humaneeducation
[35] #biology,#scienceteacher
[35] #science,#lifesciences
[31] #anatomy,#biology
[29] #lifesciences,#anatomy
[22] #sciencetwitter,#teachertwitter
[21] #science,#scienceteacher
[19] science,bank
[18] #animalearn,#science
[17] #scienceteacher,#scienceteaching

Top Word Pairs in Tweet in G5:
[64] site,very
[64] students,use
[64] science,site
[64] teach,aqa
[64] suitable,students
[64] areas,suitable
[64] very,good
[64] good,covers
[64] gcse,science
[64] covers,areas

Top Word Pairs in Tweet in G6:
[111] #ocrscience,#scienceteacher
[23] teach,cambridge
[22] #scienceteacher,#ocrbiology
[21] #cpd,opportunity
[20] subject,advisors
[19] find,more
[18] ocr_science,seen
[18] revision,tips
[17] each,science
[17] one,practical

Top Word Pairs in Tweet in G7:
[64] rodio_se_mis,read
[64] levi,arrived
[64] scienceteacher,levi
[64] hours,rodio_se_mis
[64] pe,coach
[64] ch1,hours
[64] coach,erwin
[64] erwin,scienceteacher
[64] arrived,ch1
[63] erwin_s_simp,pe

Top Word Pairs in Tweet in G8:
[2] nik_kolb,blockedbyvinay
[2] beckstein,scienceteacher
[2] _phoeni,cynthior1
[2] falls,irgendwann
[2] sz,falls
[2] regel,man
[2] agentfiftyseven,pixannemarcy
[2] albert_twostone,twitterde
[2] zitiere,die
[2] scienceteacher,regel

Top Word Pairs in Tweet in G9:
[3] omnimomo,wosco_2020
[3] nhoomans,darkcowboygod
[3] darkcowboygod,omnimomo
[3] ax2n38,ingridingwah
[3] megafant1,briannazarenus
[3] ingridingwah,megafant1
[2] forrestricharda,deanomartino1
[2] briannazarenus,nhoomans
[2] liamdennehy,rkdoctr
[2] nominal31152751,hubie0

Top Word Pairs in Tweet in G10:
[134] teacher,apron
[76] apron,science
[76] science,teacher
[76] science,apron
[50] apron,chemistry
[50] chemistry,teacher
[39] angieshandmade1,science
[34] apron,#etsymntt
[33] #etsymntt,#craftbuzz
[26] apron,womens

Top Replied-To
Top Replied-To in Entire Graph:
@science63424214
@msc_baeshore
@kenneth05573211
@ashleymesser11
@kw_sagan
@faunealford
@womenscienceday
@weepro83

Top Replied-To in G1:
@bowlandhigh

Top Replied-To in G2:
@msc_baeshore
@kenneth05573211
@faunealford
@kw_sagan
@ashleymesser11
@coachtatur84
@amazon
@robstobs

Top Replied-To in G3:
@playdoh

Top Replied-To in G4:
@newscientist
@tnsta

Top Replied-To in G5:
@hookean1
@bts_twt_junguk

Top Replied-To in G6:
@fieldstudiesc

Top Replied-To in G8:
@science63424214
@zerocovidth
@rolandsb13
@_encelados_
@oliverbeige
@gyamey
@manubuhler
@kwippo
@drnathancole
@hillheadexilee

Top Replied-To in G9:
@scientiapercept
@ax2n38

Top Mentioned
Top Mentioned in Entire Graph:
@sciencebuddies
@ocr_science
@flinnscientific
@amazon
@hookean1
@rodio_se_mis
@erwin_s_simp
@angieshandmade1
@peelermrs
@ngs_education

Top Mentioned in G1:
@craftymbroidery
@dorje_sdooing
@aspireedcardiff
@fiery_summers
@grahamk41323061
@misslowessci
@jennypeek
@resistant_bug

Top Mentioned in G2:
@amazon
@peelermrs
@donorschoose
@jarpad
@ginaparnell
@tmobile
@support_a_teach
@mrs_furr25
@marshmiddles
@amazonwishlist

Top Mentioned in G3:
@sciencebuddies
@flinnscientific
@ngs_education
@retroreport
@arduino
@epamsystems
@2seetheglobe
@redpenblackpen
@lessontoolbox
@stroudcenter

Top Mentioned in G4:
@animalearn
@nsta
@mergevr
@myscilife
@mergeedu
@cee1983
@clarkcountysch
@sciencebuddies
@thejr
@stemsportsusa

Top Mentioned in G5:
@hookean1
@ocr_science
@mrs_lclissold
@fabdisalvo
@tunnocks
@lessontoolbox
@wbtourlondon
@drjudeburrows
@anche_78
@beckrsaunders

Top Mentioned in G6:
@ocr_science
@hillsroadnews
@thease
@sheffhallamuni
@scienceweekuk
@medicmavericks
@jcsfcollege
@stemlearninguk
@saps_news

Top Mentioned in G7:
@rodio_se_mis
@erwin_s_simp

Top Mentioned in G8:
@science63424214
@twitterde
@karl_lauterbach
@frankfurtzack
@stohr_klaus
@rolandsb13
@zerocovidth
@albert_twostone
@nervensystemck
@goeringeckardt

Top Mentioned in G9:
@ingridingwah
@megafant1
@briannazarenus
@nhoomans
@darkcowboygod
@omnimomo
@wosco_2020
@ax2n38
@secularsmurf
@wilbo_bagginsis

Top Mentioned in G10:
@angieshandmade1

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@hirogallery
@janromes
@rahul05ranjan
@ronaldclarke
@joanisparkles
@education_24x7
@irishtimes
@sak_stories
@calcaware

Top Tweeters in G1:
@latestly
@woodentek
@emirats_fr
@njschooljobs
@laura_a_diaz
@mayurgta
@time8news
@dorje_sdooing
@reginaldj
@eatjobs

Top Tweeters in G2:
@tmobile
@terrillcharming
@ramscesh
@nplace1
@ynb
@honda
@craignewmark
@steviestacks84
@nicholasferroni
@alexisfromvegas

Top Tweeters in G3:
@rahul05ranjan
@calcaware
@jc_james_clark
@sdgscolab
@garym
@tarafarah7
@boba_tea_catan
@climatetechbot
@nasa
@natgeo

Top Tweeters in G4:
@education_24x7
@lowellroemer
@bayalden
@compchembiobot
@openscitalk
@stem_ai
@newscientist
@binfotrends
@sljournal
@nature

Top Tweeters in G5:
@rainmaker1973
@wbtourlondon
@tcea
@julescporter
@olliebray
@jacquiriley
@drphysics5
@teachergoals
@cnsgpedro
@vanweringh

Top Tweeters in G6:
@xxxgp786
@suehincks
@berry1_mp
@theiet
@trentuni
@auro1510
@plantletculture
@priscigeeks
@physicsj
@physicsjo

Top Tweeters in G7:
@urbanhermit_
@esmithwidow
@cece_luvs_jjkim
@supasafeboss
@neolavender123
@eruxri
@enneiav
@rodio_se_mis
@bromancerr
@dijorny

Top Tweeters in G8:
@welt
@_phoeni
@sz
@adamparkhomenko
@cynthior1
@zerocovidth
@hollsteinm
@oliverbeige
@ini42
@frankfurtzack

Top Tweeters in G9:
@scientiapercept
@ei9iw
@deanomartino1
@th1rt3en_tm
@kester_lowers
@aprilligeia
@umfpt
@rkdoctr
@andrewrchapman
@ingridingwah

Top Tweeters in G10:
@hirogallery
@janromes
@sak_stories
@grandmasdowry
@jvozsol
@products_hot
@lynnrosedesign
@saltedbayonet
@tatijewelry
@nackerobert