scienceteacher, Twitter, 1/14/2023 2:10:50 AM, 287938


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scienceteacher_2023-01-13_17-55-12.xlsx
scienceteacher_2023-01-13_17-55-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2023
Short Description:
scienceteacher via NodeXL https://bit.ly/3H1SFMc
@this0499154500
@paul_sciteach
@peelermrs
@hookean1
@ocr_science
@stem_ai
@donorschoose
@sciencebuddies
@animalearn
@flinnscientific

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

Description:
Description
The graph represents a network of 3,069 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 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 02:03 UTC.

The tweets in the network were tweeted over the 1946-day, 7-hour, 32-minute period from Friday, 15 September 2017 at 14:36 UTC to Friday, 13 January 2023 at 22:09 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 : 3069
Unique Edges : 1972
Edges With Duplicates : 6934
Total Edges : 8906
Number of Edge Types : 9
Tweet : 2346
Retweet : 1959
MentionsInRetweet : 2569
Mentions : 1112
Replies to : 269
MentionsInReplyTo : 445
Quote : 110
MentionsInQuote : 89
MentionsInQuoteReply : 7
Self-Loops : 2649
Reciprocated Vertex Pair Ratio : 0.0679546968687542
Reciprocated Edge Ratio : 0.127261384903306
Connected Components : 764
Single-Vertex Connected Components : 388
Maximum Vertices in a Connected Component : 1145
Maximum Edges in a Connected Component : 4704
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.437265
Graph Density : 0.000340495419773714
Modularity : 0.373007
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,069 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 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 02:03 UTC.

The tweets in the network were tweeted over the 1946-day, 7-hour, 32-minute period from Friday, 15 September 2017 at 14:36 UTC to Friday, 13 January 2023 at 22:09 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.goodnewsnetwork.org/
[25] 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
[16] https://www.etsy.com/listing/696099120/periodic-table-clock-in-wood-chemistry
[13] https://phet.colorado.edu/
[13] https://www.etsy.com/CraftyMom75/listing/1281287174/science-apron-science-teacher-apron?utm_source=etsyfu&utm_medium=api&utm_campaign=api
[13] http://www.cultofpedagogy.com/
[12] https://www.shorturl.at/eqF47

Top URLs in Tweet in G1:
[25] https://www.coresciences.co.uk/
[19] https://www.etsy.com/listing/870248037/stem-teachers-gift-steminist-science
[16] 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.coresciences.co.uk/subscribe
[4] https://twitter.com/LaFaverScience/status/1532831531231846402/photo/1
[4] https://twitter.com/shanemc78158968/status/1614002545244147713/photo/1
[4] https://twitter.com/missjessgreene/status/1586532503266897920/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/MooreSTEM1/status/1532903248079749120/photo/1
[4] https://twitter.com/MooreSTEM1/status/1532897044842614784/photo/1
[4] https://twitter.com/happygolibrary/status/1546843617087586305/photo/1
[3] https://www.amazon.com/hz/wishlist/ls/2I470GCWA04LT?ref_=wl_share
[3] https://www.amazon.com/hz/wishlist/ls/3SPFHBFXLUYQL?ref_=wl_share

Top URLs in Tweet in G3:
[10] https://www.sciencebuddies.org/blog/halloween-stem?from=TW
[9] https://www.flinnsci.com/api/library/Download/e36732cee8cc42b6bd84d0bdaeeda93d
[8] https://nitty-gritty-science.ck.page/4563139618
[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/
[6] https://www.flinnsci.com/pavo/teacher-trial/
[6] https://www.flinnsci.com/iodized-salt/dc10627/
[6] https://twitter.com/FlinnScientific/status/1544405763677949954/photo/1
[5] https://www.flinnsci.com/fruit-floats/dc10319/
[5] https://www.sciencebuddies.org/blog/gingerbread-stem?from=TW

Top URLs in Tweet in G4:
[4] https://twitter.com/Paul_SciTeach/status/1538434397187231744/photo/1
[2] https://twitter.com/Paul_SciTeach/status/1521123153208123392/photo/1
[1] https://www.tes.com/teaching-resource/resource-12673429
[1] https://drive.google.com/drive/folders/1m6HnbHhnXLYXlmzxVeoe-qC-hZQ5Cubu?usp=sharing
[1] https://twitter.com/BibiChemistry/status/1595145349408391168/photo/1
[1] https://twitter.com/BibiChemistry/status/1612408481415368706/photo/1
[1] https://twitter.com/BibiChemistry/status/1581681079437922305/photo/1

Top URLs in Tweet in G5:
[8] https://twitter.com/MedicMavericks/status/1591499527475056640/photo/1
[7] https://www.edvotek.com/origami-organelles
[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/
[5] https://www.ocr.org.uk/qualifications/professional-development/events/mastercoursecode-MQSCAJ/
[4] https://www.ocr.org.uk/qualifications/professional-development/events/mastercoursecode-MWSCAM/
[4] https://www.ase.org.uk/aseconf23
[4] https://origamiorganelles.com/
[3] https://www.ocr.org.uk/Images/592465-student-revision-checklist.docx

Top URLs in Tweet in G6:
[4] https://twitter.com/the_fish_nerd/status/1554998662408781824/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/IgweGilbert/status/1571664629415411712/photo/1
[4] https://twitter.com/TNteachNhike/status/1573653243250491397/photo/1
[4] https://twitter.com/temynatt/status/1545121802963361793/photo/1
[4] https://twitter.com/desertgranite/status/1612360084541300738/photo/1
[4] https://www.axcis.co.uk/jobs/
[3] https://twitter.com/the_fish_nerd/status/1551262767906033666/photo/1
[3] https://twitter.com/the_fish_nerd/status/1559540874618384384/photo/1

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://www.tes.com/jobs/vacancy/scienceteacher-hampshire-1700042
[1] https://twitter.com/HoyleDoc/status/1540030059414798343/photo/1
[1] https://twitter.com/Rainmaker1973/status/1571136895635144704
[1] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0223447

Top URLs in Tweet in G8:
[8] https://myscienceboutique.com/product/earth-pattern-socks/
[7] https://myscienceboutique.com/product/pi-the-never-ending-story-physics-science-soft-sweatshirt/
[5] https://myscienceboutique.com/product/science-socks-space-themed/
[4] https://myscienceboutique.com/product/jupiter-planet-pattern-socks/
[4] https://myscienceboutique.com/product/uranus-planet-pattern-socks/
[4] https://myscienceboutique.com/product/venus-planet-pattern-socks/
[4] https://twitter.com/MyScienceBoutiq/status/1588335235057565697/photo/1
[4] https://twitter.com/MyScienceBoutiq/status/1594737578267140096/photo/1
[4] https://twitter.com/MyScienceBoutiq/status/1582381748415254533/photo/1
[4] https://www.youtube.com/channel/UC8xgGiHwJt3R3UkYDQwKfjA

Top URLs in Tweet in G9:
[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/ideas/6-ways-to-teach-strong-and-weak-acids/4016575.article
[2] https://edu.rsc.org/eic/january-2023-use-ideas-from-this-issue/4016696.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://twitter.com/RscYorks/status/1594631713572937728/photo/1
[1] https://twitter.com/RscYorks/status/1574323641755607042/photo/1
[1] https://twitter.com/RscYorks/status/1584469748707987458/photo/1

Top URLs in Tweet in G10:
[1] https://twitter.com/harrynator/status/1540655338000621568/photo/1
[1] https://twitter.com/christoph_rothe/status/1542878251407888387?t=5RMmWOwXV8f9js00UxHB5g&s=19
[1] https://twitter.com/bastit1989/status/1542961001670254600?s=20&t=25gDixNXeYYT6HgiEAlKZw
[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/Fischblog/status/1542893506292846593?s=20&t=0mVlVXwc47VsnulVmT0MuA
[1] https://twitter.com/iLsepupiLse/status/1537676399057719297/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[2992] twitter.com
[260] amazon.com
[151] teacherspayteachers.com
[143] sciencebuddies.org
[116] co.uk
[107] org.uk
[104] myscienceboutique.com
[100] etsy.com
[79] flinnsci.com
[68] instagram.com

Top Domains in Tweet in G1:
[451] twitter.com
[55] co.uk
[44] etsy.com
[40] teacherspayteachers.com
[35] instagram.com
[32] hatenablog.jp
[30] amazon.com
[14] youtube.com
[12] google.com
[7] content-app.com

Top Domains in Tweet in G2:
[191] amazon.com
[177] twitter.com
[35] donorschoose.org
[6] viglink.com
[3] nebraskascientific.com
[2] donorschoo.se
[1] bit.ly
[1] clearthelistforteachers.com

Top Domains in Tweet in G3:
[542] twitter.com
[141] sciencebuddies.org
[105] teacherspayteachers.com
[77] flinnsci.com
[26] nittygrittyscience.com
[16] youtube.com
[15] ck.page
[7] browndoggadgets.com
[6] cee.org
[5] edutopia.org

Top Domains in Tweet in G4:
[9] twitter.com
[1] tes.com
[1] google.com

Top Domains in Tweet in G5:
[239] twitter.com
[84] org.uk
[67] origamiorganelles.com
[14] co.uk
[8] edvotek.com
[7] bit.ly
[4] cambridge.org
[3] sched.com
[3] rsc.org
[3] agclassroom.org

Top Domains in Tweet in G6:
[140] twitter.com
[8] co.uk
[5] stemsports.com
[5] miamioh.edu
[2] selectminds.com
[2] infl.tv
[2] wildapricot.org
[2] hbarsci.com
[1] nsta.org
[1] zohopublic.com

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

Top Domains in Tweet in G8:
[177] twitter.com
[103] myscienceboutique.com
[16] etsy.com
[8] page.link
[8] youtube.com
[6] factsandreasons.com
[3] iwasakid.com
[2] edu.au
[1] mailchi.mp
[1] instagram.com

Top Domains in Tweet in G9:
[18] twitter.com
[14] rsc.org
[5] chemistrytalk.org
[2] flinnsci.com

Top Domains in Tweet in G10:
[5] twitter.com
[1] sueddeutsche.de
[1] finanzen.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3281] scienceteacher
[683] science
[536] stem
[294] teacher
[265] clearthelist
[256] iteachscience
[246] teachertwitter
[210] scienceteaching
[191] teaching
[182] scienceactivities



Top Hashtags in Tweet in G1:
[601] scienceteacher
[130] science
[50] teacher
[42] stem
[38] gcsescience
[37] education
[28] はてなブログ
[26] teacherlife
[26] chemistry
[26] sciencepracticals

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

Top Hashtags in Tweet in G3:
[573] scienceteacher
[218] stem
[98] iteachscience
[66] science
[60] sciencefair
[55] scichat
[44] scienceproject
[30] halloween
[24] k12
[24] engineering

Top Hashtags in Tweet in G4:
[104] reciprocalreading
[17] scienceclub
[8] scienceteacher
[3] edutwitter
[2] science
[2] teachertwitter
[1] literacy
[1] reading
[1] teachingresources
[1] pgce

Top Hashtags in Tweet in G5:
[229] scienceteacher
[90] ocrscience
[39] edutwitter
[36] alevelbiology
[35] biology
[30] cpd
[30] geographyteacher
[28] stem
[26] geography
[21] chemistry

Top Hashtags in Tweet in G6:
[127] scienceteacher
[80] science
[46] humanescience
[44] sciencetwitter
[42] humaneeducation
[41] lifesciences
[39] stem
[36] anatomy
[36] biology
[31] teachertwitter

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

Top Hashtags in Tweet in G8:
[163] scienceteacher
[147] science
[105] stem
[88] phd
[80] fashion
[69] sciencestudent
[68] myscienceboutique
[66] sciencetwitter
[55] scicomm
[53] scicom

Top Hashtags in Tweet in G9:
[35] scienceteacher
[13] chemed
[10] teacher
[10] science
[6] iteachchem
[5] alevelbiology
[4] edchat
[4] stemeducation
[3] edutwitter
[3] chatchemistry

Top Words
Top Words in Tweet in Entire Graph:
[3288] #scienceteacher
[1649] science
[696] #science
[692] students
[608] teacher
[537] #stem
[467] school
[414] more
[395] help
[357] teachers

Top Words in Tweet in G1:
[600] #scienceteacher
[230] science
[130] #science
[127] teacher
[91] school
[81] teachers
[61] students
[58] more
[50] #teacher
[47] day

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

Top Words in Tweet in G3:
[573] #scienceteacher
[324] science
[218] #stem
[209] students
[156] sciencebuddies
[122] flinnscientific
[109] make
[105] activity
[100] use
[99] more

Top Words in Tweet in G4:
[119] paul_sciteach
[106] people
[104] create
[104] drive
[104] sheets
[104] requests
[104] easier
[104] #reciprocalreading
[104] google
[104] decided

Top Words in Tweet in G5:
[229] #scienceteacher
[90] #ocrscience
[76] ocr_science
[62] paper
[61] model
[58] science
[52] students
[39] #edutwitter
[38] one
[37] more

Top Words in Tweet in G6:
[127] #scienceteacher
[88] science
[80] #science
[46] #humanescience
[44] #sciencetwitter
[42] #humaneeducation
[41] #lifesciences
[40] animalearn
[39] #stem
[36] #biology

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

Top Words in Tweet in G8:
[163] #scienceteacher
[147] #science
[114] website
[112] science
[105] #stem
[88] #phd
[80] #fashion
[69] #sciencestudent
[68] #myscienceboutique
[66] #sciencetwitter

Top Words in Tweet in G9:
[44] teaching
[41] rsc_eic
[35] #scienceteacher
[26] top
[23] strong
[23] acids
[23] weak
[23] doc_kristy
[20] tips
[18] 30

Top Words in Tweet in G10:
[26] scienceteacher
[14] science63424214
[13] die
[7] man
[7] principal
[6] _martinhagen
[6] francislreid
[6] stohr_klaus
[5] mumisthebest2
[4] c_drosten

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[280] science,teacher
[200] #scienceteacher,#scienceteaching
[178] #scienceteaching,#scienceactivities
[173] #scienceactivities,#sciencestations
[169] #sciencestations,#sciencegames
[168] #sciencegames,#sciencecenters
[144] #science,#scienceteacher
[127] #sciencecenters,#handsonscience
[124] help,appreciated
[123] #teacher,#teaching

Top Word Pairs in Tweet in G1:
[76] science,teacher
[54] #science,#scienceteacher
[28] はてなブログに投稿しました,#はてなブログ
[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:
[47] #scienceteacher,#iteachscience
[45] click,link
[39] #iteachscience,#scienceteacher
[28] earth,science
[26] science,engineering
[25] interactive,notebook
[23] science,interactive
[21] paper,circuits
[21] link,below
[19] school,year

Top Word Pairs in Tweet in G4:
[104] easier,create
[104] #reciprocalreading,sheets
[104] decided,easier
[104] requests,#reciprocalreading
[104] people,decided
[104] sheets,people
[104] google,drive
[104] few,requests
[104] create,google
[103] paul_sciteach,few

Top Word Pairs in Tweet in G5:
[60] #ocrscience,#scienceteacher
[40] paper,model
[21] ocr_science,seen
[19] each,science
[19] one,practical
[19] glossary,poster
[19] resources,one
[19] #languageofmeasurement,resources
[19] seen,#languageofmeasurement
[19] science,glossary

Top Word Pairs in Tweet in G6:
[38] #humanescience,#humaneeducation
[33] #science,#lifesciences
[33] #biology,#scienceteacher
[30] #anatomy,#biology
[29] #lifesciences,#anatomy
[18] science,bank
[18] #animalearn,#science
[18] #sciencetwitter,#teachertwitter
[16] #teachertwitter,#k12
[15] #scienceteacher,#sciencetwitter

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

Top Word Pairs in Tweet in G8:
[96] website,#science
[60] #science,#sciencestudent
[56] #scienceteacher,#stem
[55] #sciencestudent,#scienceteacher
[53] #stem,#scicom
[51] #sciencetwitter,#academictwitter
[50] #academictwitter,#gradschool
[44] #lovescience,#phd
[41] #socks,#socksoftheday
[41] #science,#fashion

Top Word Pairs in Tweet in G9:
[23] strong,weak
[23] weak,acids
[17] topic,doc_kristy
[17] acids,deceptive
[17] deceptive,topic
[17] six,top
[17] tips,teaching
[17] top,tips
[17] doc_kristy,read
[17] read,six

Top Word Pairs in Tweet in G10:
[5] mumisthebest2,francislreid
[5] francislreid,scienceteacher
[4] frau_lange,_martinhagen
[4] br24,scienceteacher
[4] _martinhagen,br24
[4] nanaimadiamond,frau_lange
[3] principal,fob
[2] irgendwann,einmal
[2] einmal,gt
[2] razavibardia,_phoeni

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

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

Top Replied-To in G3:
@playdoh

Top Replied-To in G5:
@fieldstudiesc

Top Replied-To in G6:
@tnsta

Top Replied-To in G7:
@hookean1

Top Replied-To in G10:
@science63424214
@raevennz
@bigfalcon1
@mumisthebest2
@francislreid
@harrynator
@kwippo
@luckmann2008
@doc_ecmo

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

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

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

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

Top Mentioned in G4:
@paul_sciteach
@mrts_nqts
@mrsk654321
@bibichemistry
@ocr_science
@corerockwood

Top Mentioned in G5:
@ocr_science
@thease
@sheffhallamuni
@origamicells
@edvotek
@scienceweekuk
@medicmavericks
@paul_sciteach
@stemlearninguk
@hillsroadnews

Top Mentioned in G6:
@animalearn
@nsta
@mergevr
@mergeedu
@tnsta
@nmmshuskies
@myscilife
@tnteachnhike
@clarkcountysch
@stemsportsusa

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

Top Mentioned in G8:
@myscienceboutiq
@facts_reasons
@marco_garbelli
@ambravillani
@etsymktgtool
@qut
@elinapfister
@sciencensnark
@jonterlee
@noirlabastro

Top Mentioned in G9:
@rsc_eic
@doc_kristy
@_misshrussell
@ocr_science
@rscyorks
@chemixlab
@chem_talk
@lowlevelpanic
@hookean1
@flinnscientific

Top Mentioned in G10:
@scienceteacher
@_martinhagen
@francislreid
@stohr_klaus
@mumisthebest2
@c_drosten
@frankfurtzack
@frau_lange
@br24
@science63424214

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

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

Top Tweeters in G2:
@tmobile
@terrillcharming
@nplace1
@lang51b
@honda
@craignewmark
@steviestacks84
@nicholasferroni
@alexisfromvegas
@dhof60

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

Top Tweeters in G4:
@alwayslearnweb
@rosepillay1
@moms4edfreedom
@1in5advocacy
@quarecuttie
@headofenglish
@hodandheart
@mel_mwicks
@icpjones
@mrts_nqts

Top Tweeters in G5:
@xxxgp786
@agroinsights
@suehincks
@geologypage
@berry1_mp
@theiet
@valda_varadinek
@trentuni
@auro1510
@hudspethleigh

Top Tweeters in G6:
@education_24x7
@cbctoronto
@lowellroemer
@bayalden
@stem_ai
@newscientist
@sljournal
@kmichellehowell
@discovery
@nasobot

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

Top Tweeters in G8:
@b0tsci
@markred17
@in_stemm
@craftymcclever
@theranautilus
@workingbnb
@jayaisales
@nftshirts1
@wull_clothes
@educationsdotpk

Top Tweeters in G9:
@mrdissent
@phoare1963
@doc_kristy
@freereed59
@boltonsch
@rizki_fahreza
@ricestrada
@rsc_eic
@rjpritchard
@moraigmonkey

Top Tweeters in G10:
@welt
@fischblog
@_phoeni
@br24
@sz
@adamparkhomenko
@ilsepupilse
@raevennz
@cynthior1
@hollsteinm


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