scienceteacher, Twitter, 2/4/2023 2:11:10 AM, 288477


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scienceteacher_2023-02-03_17-55-12.xlsx
scienceteacher_2023-02-03_17-55-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 04, 2023
Short Description:
scienceteacher via NodeXL https://bit.ly/3jClFB7
@this0499154500
@paul_sciteach
@peelermrs
@ocr_science
@hookean1
@stem_ai
@sciencebuddies
@donorschoose
@animalearn
@jc_james_clark

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

Description:
Description
The graph represents a network of 3,052 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 02:04 UTC.

The tweets in the network were tweeted over the 1967-day, 10-hour, 10-minute period from Friday, 15 September 2017 at 14:36 UTC to Saturday, 04 February 2023 at 00:47 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 : 3052
Unique Edges : 1974
Edges With Duplicates : 6916
Total Edges : 8890
Number of Edge Types : 9
Retweet : 1959
MentionsInRetweet : 2562
Mentions : 1092
Tweet : 2366
Quote : 124
MentionsInQuote : 83
Replies to : 272
MentionsInReplyTo : 425
MentionsInQuoteReply : 7
Self-Loops : 2680
Reciprocated Vertex Pair Ratio : 0.0677344010677344
Reciprocated Edge Ratio : 0.126875
Connected Components : 747
Single-Vertex Connected Components : 369
Maximum Vertices in a Connected Component : 1195
Maximum Edges in a Connected Component : 4917
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.62908
Graph Density : 0.000343655454477895
Modularity : 0.372943
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,052 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 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 02:04 UTC.

The tweets in the network were tweeted over the 1967-day, 10-hour, 10-minute period from Friday, 15 September 2017 at 14:36 UTC to Saturday, 04 February 2023 at 00:47 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:
[123] https://www.amazon.com/hz/wishlist/ls/2BBCTGBBI7FOP?ref_=wl_share
[30] https://www.etsy.com/CraftyMom75/listing/1281287174/science-apron-science-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api
[26] https://www.goodnewsnetwork.org/
[23] https://www.coresciences.co.uk/
[21] https://www.etsy.com/listing/870248037/stem-teachers-gift-steminist-science
[18] https://www.donorschoose.org/project/flexible-seating-for-better-focus/6508528/?utm_source=dc&utm_medium=directlink&utm_campaign=project&utm_term=teacher_8494629&rf=directlink-dc-2022-07-project-teacher_8494629&challengeid=21963281
[15] https://etsy.me/2V0FAMH
[15] https://www.etsy.com/listing/696099120/periodic-table-clock-in-wood-chemistry
[13] https://phet.colorado.edu/
[13] https://www.etsy.com/CraftyMom75/listing/620907121/science-apron-science-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api

Top URLs in Tweet in G1:
[19] https://www.etsy.com/listing/870248037/stem-teachers-gift-steminist-science
[15] 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] http://www.triumpheducators.com
[7] https://content-app.com/?action=leadgen&id=MzkzNyMjIyNodHRwczovL3d3dy5pbnNwaXJlZWhjLmNvLnVrL2NhcmVlcnMvMjgyODcvaW5kZXgwL1NjaWVuY2UtVGVhY2hlci1TdWZmb2xrLVJlZj91dG1fc291cmNlPVBhaWdlciZ1dG1fbWVkaXVtPVJlZmVycmFsIyMjIw&skip=1
[4] https://twitter.com/BCDSchoolNews/status/1592624215571648514/photo/1
[4] https://twitter.com/GSUBioBus/status/1580162665812414464/photo/1
[4] https://twitter.com/AftonGreggs/status/1566203541273944067/photo/1
[4] https://twitter.com/textmanipulator/status/1567841307816763392/photo/1
[4] https://twitter.com/lakshmick96/status/1566985266233225221/photo/1

Top URLs in Tweet in G2:
[123] https://www.amazon.com/hz/wishlist/ls/2BBCTGBBI7FOP?ref_=wl_share
[18] https://www.donorschoose.org/project/flexible-seating-for-better-focus/6508528/?utm_source=dc&utm_medium=directlink&utm_campaign=project&utm_term=teacher_8494629&rf=directlink-dc-2022-07-project-teacher_8494629&challengeid=21963281
[10] 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
[4] https://twitter.com/MooreSTEM1/status/1532897044842614784/photo/1
[4] https://twitter.com/MooreSTEM1/status/1532903248079749120/photo/1
[3] https://www.amazon.com/hz/wishlist/ls/3SPFHBFXLUYQL?ref_=wl_share
[3] https://twitter.com/sciencewithcobb/status/1540039881619120128/photo/1

Top URLs in Tweet in G3:
[23] https://www.coresciences.co.uk/
[10] https://www.sciencebuddies.org/blog/halloween-stem?from=TW
[9] https://www.flinnsci.com/api/library/Download/e36732cee8cc42b6bd84d0bdaeeda93d
[8] http://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
[7] https://www.sciencebuddies.org/blog/make-believe-stem-pirates?from=TW
[7] https://www.flinnsci.com/cleaning-with-charcoal---turning-grape-juice-into-water/dc10828/
[7] https://nitty-gritty-science.ck.page/4563139618
[6] https://www.flinnsci.com/iodized-salt/dc10627/
[6] https://www.flinnsci.com/pavo/teacher-trial/
[6] https://twitter.com/FlinnScientific/status/1544405763677949954/photo/1

Top URLs in Tweet in G4:
[8] https://twitter.com/MedicMavericks/status/1591499527475056640/photo/1
[7] https://www.ocr.org.uk/qualifications/professional-development/events/mastercoursecode-MWSCAM/
[6] https://www.ocr.org.uk/qualifications/professional-development/events/mastercoursecode-MQSCAJ/
[6] https://origamiorganelles.com/collections/new-models/products/soil
[5] https://www.ocr.org.uk/Images/590004-student-revision-checklist.docx
[5] https://www.ocr.org.uk/blog/pride-stem-2022-scientist-to-celebrate/
[4] https://www.ocr.org.uk/qualifications/teach-cambridge/
[4] https://www.ase.org.uk/aseconf23
[3] https://www.ocr.org.uk/qualifications/professional-development/events/mastercoursecode-MWSCAY/
[3] https://www.ocr.org.uk/subjects/science/maths-for-biology/index.aspx?id=biology-a-h020-h420-from-2015

Top URLs in Tweet in G5:
[4] https://twitter.com/TNteachNhike/status/1573653243250491397/photo/1
[4] https://twitter.com/the_fish_nerd/status/1578245048809885697/photo/1
[4] https://twitter.com/the_fish_nerd/status/1539314147598270466/photo/1
[4] https://twitter.com/the_fish_nerd/status/1554998662408781824/photo/1
[4] https://twitter.com/IgweGilbert/status/1571664629415411712/photo/1
[4] https://twitter.com/desertgranite/status/1612360084541300738/photo/1
[4] https://www.axcis.co.uk/jobs/
[4] https://twitter.com/mgsscience/status/1617700693682573313/photo/1
[4] https://twitter.com/temynatt/status/1545121802963361793/photo/1
[3] https://twitter.com/the_fish_nerd/status/1559540874618384384/photo/1

Top URLs in Tweet in G6:
[4] https://twitter.com/Paul_SciTeach/status/1538434397187231744/photo/1
[2] https://twitter.com/Paul_SciTeach/status/1521123153208123392/photo/1
[1] https://drive.google.com/drive/folders/1m6HnbHhnXLYXlmzxVeoe-qC-hZQ5Cubu?usp=sharing
[1] https://www.tes.com/teaching-resource/resource-12673429
[1] https://www.ocr.org.uk/Images/592465-student-revision-checklist.docx

Top URLs in Tweet in G7:
[4] https://twitter.com/HoyleDoc/status/1561842679633387528/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://sites.google.com/view/scienceteacher/home
[1] https://twitter.com/Hookean1/status/1572838973332131842/photo/1
[1] https://twitter.com/HoyleDoc/status/1548073829565493253
[1] https://twitter.com/DrJudeBurrows/status/1545075523163983872/photo/1
[1] https://twitter.com/DrJudeBurrows/status/1550806634208935943/photo/1
[1] https://twitter.com/DrJudeBurrows/status/1545075523163983872

Top URLs in Tweet in G8:
[4] https://twitter.com/chem_talk/status/1571960817800843264/photo/1
[3] https://edu.rsc.org/opinion/re-evaluating-how-we-teach-practicals/4016669.article
[2] https://edu.rsc.org/eic/january-2023-use-ideas-from-this-issue/4016696.article
[2] https://edu.rsc.org/ideas/6-ways-to-teach-strong-and-weak-acids/4016575.article
[2] https://chemistrytalk.org/element-giveaway/
[2] https://chemistrytalk.org/category/biochemistry-tutorials/
[2] https://www.flinnsci.com/cleaning-with-charcoal---turning-grape-juice-into-water/dc10828/
[1] https://edu.rsc.org/education-research/developing-critical-thinking-skills/4016648.article
[1] https://twitter.com/RSC_EiC/status/1605280121237053441/photo/1
[1] https://edu.rsc.org/review/teaching-secondary-chemistry-3rd-edition/4016311.article

Top URLs in Tweet in G9:
[1] https://twitter.com/harrynator/status/1540655338000621568/photo/1
[1] https://twitter.com/bastit1989/status/1542961001670254600?s=20&t=25gDixNXeYYT6HgiEAlKZw
[1] https://twitter.com/christoph_rothe/status/1542878251407888387?t=5RMmWOwXV8f9js00UxHB5g&s=19
[1] https://twitter.com/Fischblog/status/1542893506292846593?s=20&t=0mVlVXwc47VsnulVmT0MuA
[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
[1] https://twitter.com/iLsepupiLse/status/1537676399057719297/photo/1

Top URLs in Tweet in G10:
[30] https://www.etsy.com/CraftyMom75/listing/1281287174/science-apron-science-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api
[13] https://www.etsy.com/CraftyMom75/listing/620907121/science-apron-science-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api
[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
[1] https://twitter.com/angieshandmade1/status/1569853891587473415/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[2986] twitter.com
[261] amazon.com
[172] teacherspayteachers.com
[148] sciencebuddies.org
[126] org.uk
[124] etsy.com
[106] co.uk
[85] myscienceboutique.com
[78] flinnsci.com
[59] instagram.com

Top Domains in Tweet in G1:
[369] twitter.com
[57] teacherspayteachers.com
[45] etsy.com
[30] amazon.com
[29] instagram.com
[19] co.uk
[12] youtube.com
[10] google.com
[7] triumpheducators.com
[7] content-app.com

Top Domains in Tweet in G2:
[191] amazon.com
[174] twitter.com
[36] donorschoose.org
[6] viglink.com
[3] nebraskascientific.com
[1] clearthelistforteachers.com
[1] bit.ly

Top Domains in Tweet in G3:
[592] twitter.com
[145] sciencebuddies.org
[105] teacherspayteachers.com
[76] flinnsci.com
[34] nittygrittyscience.com
[31] co.uk
[20] youtube.com
[14] ck.page
[9] k12prospects.com
[7] cee.org

Top Domains in Tweet in G4:
[252] twitter.com
[102] org.uk
[52] origamiorganelles.com
[15] co.uk
[8] sciencenews.org
[7] bit.ly
[6] cambridge.org
[4] edvotek.com
[3] ac.uk
[3] sched.com

Top Domains in Tweet in G5:
[154] twitter.com
[8] co.uk
[5] stemsports.com
[5] miamioh.edu
[4] teacherspayteachers.com
[2] wildapricot.org
[2] infl.tv
[2] selectminds.com
[2] hbarsci.com
[1] zohopublic.com

Top Domains in Tweet in G6:
[6] twitter.com
[1] google.com
[1] tes.com
[1] org.uk

Top Domains in Tweet in G7:
[22] twitter.com
[2] fabiodisalvo.com
[1] google.com
[1] tes.com
[1] tiktok.com
[1] amazon.com
[1] plos.org
[1] youtube.com

Top Domains in Tweet in G8:
[19] twitter.com
[13] rsc.org
[5] chemistrytalk.org
[2] flinnsci.com

Top Domains in Tweet in G9:
[5] twitter.com
[1] sueddeutsche.de
[1] finanzen.net

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3269] scienceteacher
[704] science
[549] stem
[277] teacher
[276] iteachscience
[266] clearthelist
[235] teachertwitter
[191] scienceteaching
[176] teaching
[164] scienceactivities



Top Hashtags in Tweet in G1:
[539] scienceteacher
[138] science
[45] teacher
[41] stem
[39] education
[37] teacherpayteacher
[26] chemistry
[24] teacherlife
[22] teachers
[20] teachertwitter

Top Hashtags in Tweet in G2:
[237] clearthelist
[194] scienceteacher
[130] clearthelists
[114] teachertwitter
[30] adoptateacher
[30] teachers
[19] donorschoose
[17] bettertogether
[12] primeday
[12] teacher

Top Hashtags in Tweet in G3:
[633] scienceteacher
[242] stem
[130] iteachscience
[80] science
[60] sciencefair
[56] scichat
[45] scienceproject
[36] gcsescience
[30] halloween
[25] engineering

Top Hashtags in Tweet in G4:
[241] scienceteacher
[120] ocrscience
[48] alevelbiology
[37] cpd
[36] edutwitter
[33] biology
[30] ocrbiology
[28] stem
[26] chatsci
[26] geographyteacher

Top Hashtags in Tweet in G5:
[134] scienceteacher
[81] science
[46] humanescience
[44] sciencetwitter
[42] stem
[42] humaneeducation
[39] lifesciences
[35] anatomy
[35] biology
[30] animalearn

Top Hashtags in Tweet in G6:
[103] reciprocalreading
[13] scienceclub
[5] scienceteacher
[3] edutwitter
[2] science
[2] languageofmeasurement
[1] literacy
[1] reading
[1] teachingresources
[1] education

Top Hashtags in Tweet in G7:
[17] scienceteacher
[5] reciprocalreading
[4] teachertwitter
[3] edutwitter
[3] science
[3] cannonhillpark
[3] birmingham
[3] teacherlife
[3] wellbeing
[3] alevelbiology

Top Hashtags in Tweet in G8:
[40] scienceteacher
[18] science
[14] teacher
[12] chemed
[6] iteachchem
[5] edutwitter
[5] alevelbiology
[4] textbook
[4] edchat
[4] stemeducation

Top Hashtags in Tweet in G10:
[29] etsymntt
[28] craftbuzz
[19] etsy
[16] scienceteacher
[1] science

Top Words
Top Words in Tweet in Entire Graph:
[3276] #scienceteacher
[1709] science
[716] #science
[705] students
[621] teacher
[550] #stem
[452] school
[406] help
[405] more
[353] teachers

Top Words in Tweet in G1:
[538] #scienceteacher
[196] science
[138] #science
[113] teacher
[78] school
[68] teachers
[53] students
[51] day
[49] more
[46] gift

Top Words in Tweet in G2:
[237] #clearthelist
[236] help
[196] #scienceteacher
[159] 8th
[157] excited
[148] classroom
[131] day
[130] appreciated
[130] #clearthelists
[123] graders

Top Words in Tweet in G3:
[633] #scienceteacher
[350] science
[242] #stem
[216] students
[171] sciencebuddies
[130] #iteachscience
[120] flinnscientific
[116] make
[107] activity
[104] use

Top Words in Tweet in G4:
[241] #scienceteacher
[120] #ocrscience
[84] ocr_science
[59] science
[53] students
[53] paper
[48] #alevelbiology
[46] model
[41] more
[40] one

Top Words in Tweet in G5:
[134] #scienceteacher
[87] science
[81] #science
[46] #humanescience
[44] #sciencetwitter
[42] #humaneeducation
[42] #stem
[39] animalearn
[39] #lifesciences
[35] #biology

Top Words in Tweet in G6:
[114] paul_sciteach
[105] people
[103] easier
[103] decided
[103] few
[103] create
[103] #reciprocalreading
[103] requests
[103] google
[103] drive

Top Words in Tweet in G7:
[81] science
[67] gcse
[66] hookean1
[66] use
[65] teach
[65] good
[65] covers
[65] site
[65] aqa
[65] suitable

Top Words in Tweet in G8:
[43] teaching
[40] rsc_eic
[40] #scienceteacher
[30] top
[26] 30
[25] students
[22] acids
[22] tips
[22] doc_kristy
[22] strong

Top Words in Tweet in G9:
[21] science63424214
[19] scienceteacher
[18] die
[9] man
[6] stohr_klaus
[4] idiot
[4] twitterde
[4] keine
[4] c_drosten
[4] frankfurtzack

Top Words in Tweet in G10:
[252] apron
[130] science
[112] teacher
[50] scientist
[49] angieshandmade1
[40] chemistry
[29] #etsymntt
[28] #craftbuzz
[25] utility
[25] preschool

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[310] science,teacher
[183] #scienceteacher,#scienceteaching
[161] #scienceteaching,#scienceactivities
[157] #science,#scienceteacher
[156] #scienceactivities,#sciencestations
[152] #sciencestations,#sciencegames
[151] #sciencegames,#sciencecenters
[126] #sciencecenters,#handsonscience
[124] help,appreciated
[121] appreciated,#clearthelist

Top Word Pairs in Tweet in G1:
[71] science,teacher
[57] #science,#scienceteacher
[24] #scienceteacher,#teacherpayteacher
[19] power,hoodies
[19] stem,feminist
[19] gift,steminist
[19] equality,shirt
[19] steminist,science
[19] empowered,girl
[19] women,stem

Top Word Pairs in Tweet in G2:
[124] help,appreciated
[121] appreciated,#clearthelist
[120] 8th,graders
[118] excited,prepare
[118] prepare,classroom
[117] group,8th
[117] classroom,group
[102] #clearthelist,#clearthelists
[98] #clearthelists,#scienceteacher
[57] prime,day

Top Word Pairs in Tweet in G3:
[66] #scienceteacher,#iteachscience
[49] #iteachscience,#scienceteacher
[48] click,link
[30] earth,science
[26] science,engineering
[25] interactive,notebook
[22] science,interactive
[21] #stem,activity
[20] paper,circuits
[20] link,below

Top Word Pairs in Tweet in G4:
[80] #ocrscience,#scienceteacher
[30] paper,model
[21] #cpd,opportunity
[19] #scienceteacher,#ocrbiology
[19] ocr_science,seen
[18] seen,#languageofmeasurement
[18] resources,one
[18] #languageofmeasurement,resources
[18] practical,each
[18] one,practical

Top Word Pairs in Tweet in G5:
[38] #humanescience,#humaneeducation
[31] #science,#lifesciences
[31] #biology,#scienceteacher
[29] #anatomy,#biology
[28] #lifesciences,#anatomy
[18] science,bank
[18] #sciencetwitter,#teachertwitter
[17] #animalearn,#science
[15] #teachertwitter,#k12
[15] #scienceteacher,#sciencetwitter

Top Word Pairs in Tweet in G6:
[103] people,decided
[103] decided,easier
[103] easier,create
[103] requests,#reciprocalreading
[103] google,drive
[103] create,google
[103] sheets,people
[103] #reciprocalreading,sheets
[103] few,requests
[102] paul_sciteach,few

Top Word Pairs in Tweet in G7:
[65] site,very
[65] students,use
[65] science,site
[65] teach,aqa
[65] suitable,students
[65] areas,suitable
[65] very,good
[65] good,covers
[65] gcse,science
[65] covers,areas

Top Word Pairs in Tweet in G8:
[22] weak,acids
[22] strong,weak
[17] doc_kristy,read
[17] six,top
[17] tips,teaching
[17] acids,deceptive
[17] top,tips
[17] topic,doc_kristy
[17] deceptive,topic
[17] read,six

Top Word Pairs in Tweet in G9:
[2] einmal,gt
[2] sz,falls
[2] aktuelle,inflation
[2] gyamey,nik_kolb
[2] c_drosten,radbruch_lab
[2] _martinhagen,stohr_klaus
[2] science63424214,rosenbusch_
[2] luckmann2008,_martinhagen
[2] falls,irgendwann
[2] science63424214,rolandsb13

Top Word Pairs in Tweet in G10:
[112] teacher,apron
[65] apron,science
[65] science,teacher
[65] science,apron
[40] apron,chemistry
[40] chemistry,teacher
[32] angieshandmade1,science
[25] apron,womens
[25] apron,scientist
[25] scientist,utility

Top Replied-To
Top Replied-To in Entire Graph:
@science63424214
@msc_baeshore
@kenneth05573211
@ashleymesser11
@kw_sagan
@misspin5th
@ebusianben

Top Replied-To in G2:
@msc_baeshore
@kenneth05573211
@kw_sagan
@ashleymesser11
@misspin5th
@amazon
@coachtatur84

Top Replied-To in G3:
@playdoh

Top Replied-To in G4:
@fieldstudiesc

Top Replied-To in G5:
@tnsta

Top Replied-To in G7:
@hookean1

Top Replied-To in G9:
@science63424214
@harrynator
@oliverbeige
@kwippo
@luckmann2008
@gyamey
@semanthis
@drnathancole
@hillheadexilee
@tomernst16

Top Mentioned
Top Mentioned in Entire Graph:
@sciencebuddies
@paul_sciteach
@flinnscientific
@ocr_science
@amazon
@hookean1
@donorschoose
@peelermrs
@angieshandmade1
@ngs_education

Top Mentioned in G1:
@jennypeek
@dorje_sdooing
@misslowessci
@grahamk41323061
@aspireedcardiff
@fiery_summers
@benking01
@resistant_bug

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

Top Mentioned in G3:
@sciencebuddies
@flinnscientific
@ngs_education
@browndoggadgets
@arduino
@2seetheglobe
@retroreport
@redpenblackpen
@lessontoolbox
@instructables

Top Mentioned in G4:
@ocr_science
@thease
@sheffhallamuni
@origamicells
@scienceweekuk
@medicmavericks
@edvotek
@paul_sciteach
@stemlearninguk
@hillsroadnews

Top Mentioned in G5:
@animalearn
@nsta
@mergevr
@mergeedu
@tnsta
@myscilife
@tnteachnhike
@clarkcountysch
@nmmshuskies
@stemsportsusa

Top Mentioned in G6:
@paul_sciteach
@mrsk654321
@mrts_nqts
@ocr_science

Top Mentioned in G7:
@hookean1
@ocr_science
@paul_sciteach
@fabdisalvo
@mrs_lclissold
@unofficialoa
@tunnocks
@lessontoolbox
@wbtourlondon

Top Mentioned in G8:
@rsc_eic
@doc_kristy
@samgower5
@_misshrussell
@rscyorks
@ocr_science
@chemixlab
@chem_talk
@diksha0605
@hookean1

Top Mentioned in G9:
@stohr_klaus
@science63424214
@c_drosten
@frankfurtzack
@twitterde
@rosenbusch_
@shark12461
@prof_freedom
@karl_lauterbach
@_martinhagen

Top Mentioned in G10:
@angieshandmade1

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@hirogallery
@janromes
@rahul05ranjan
@ronaldclarke
@education_24x7
@johnapp63499667
@irishtimes
@sak_stories
@calcaware

Top Tweeters in G1:
@latestly
@woodentek
@emirats_fr
@benking01
@njschooljobs
@mayurgta
@time8news
@dorje_sdooing
@reginaldj
@eurogeosciences

Top Tweeters in G2:
@tmobile
@terrillcharming
@ramscesh
@nplace1
@lang51b
@honda
@craignewmark
@steviestacks84
@nicholasferroni
@alexisfromvegas

Top Tweeters in G3:
@rahul05ranjan
@calcaware
@robotconsumer
@markj_ohnson
@compchembiobot
@jc_james_clark
@sdgscolab
@binfotrends
@scas
@garym

Top Tweeters in G4:
@xxxgp786
@agroinsights
@suehincks
@geologypage
@berry1_mp
@theiet
@valda_varadinek
@hudspethleigh
@trentuni
@auro1510

Top Tweeters in G5:
@education_24x7
@lowellroemer
@bayalden
@stem_ai
@newscientist
@sljournal
@kmichellehowell
@nasobot
@discovery
@clarkcountysch

Top Tweeters in G6:
@alwayslearnweb
@rosepillay1
@moms4fape
@1in5advocacy
@quarecuttie
@headofenglish
@hodandheart
@mel_mwicks
@icpjones
@mrts_nqts

Top Tweeters in G7:
@rainmaker1973
@wbtourlondon
@tcea
@julescporter
@olliebray
@jacquiriley
@teachergoals
@drphysics5
@cnsgpedro
@vanweringh

Top Tweeters in G8:
@mrdissent
@phoare1963
@doc_kristy
@freereed59
@trudgeteacher
@boltonsch
@vidhyag12
@rizki_fahreza
@ricestrada
@rsc_eic

Top Tweeters in G9:
@welt
@fischblog
@_phoeni
@sz
@adamparkhomenko
@ilsepupilse
@cynthior1
@zerocovidth
@hollsteinm
@oliverbeige

Top Tweeters in G10:
@hirogallery
@janromes
@sak_stories
@jvozsol
@products_hot
@lynnrosedesign
@tatijewelry
@nackerobert
@quilts_more
@watsonsvintage


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