scichat, Twitter, 7/2/2022 12:51:17 AM, 278883


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scichat_2022-07-01_17-16-48.xlsx
scichat_2022-07-01_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 02, 2022
Short Description:
scichat via NodeXL https://bit.ly/3yes5to
@garym
@praxismedhat
@ncse
@savvaslearning
@paulenderle
@educationbnb
@pj_saez
@jayaisales
@flinnscientific
@b0tsci

Top hashtags:
#scichat
#stem
#edchat
#scicomm
#edtech
#science
#sschat
#d123
#cpchat
#mschat

Description:
Description
The graph represents a network of 1,723 Twitter users whose tweets in the requested range contained "scichat", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 02 July 2022 at 00:35 UTC.

The requested start date was Saturday, 02 July 2022 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 121-day, 23-hour, 43-minute period from Tuesday, 01 March 2022 at 00:51 UTC to Friday, 01 July 2022 at 00:34 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 : 1723
Unique Edges : 1316
Edges With Duplicates : 10689
Total Edges : 12005
Number of Edge Types : 5
Retweet : 4254
MentionsInRetweet : 5185
Replies to : 48
Mentions : 1008
Tweet : 1510
Self-Loops : 2070
Reciprocated Vertex Pair Ratio : 0.0356764394206994
Reciprocated Edge Ratio : 0.0688949522510232
Connected Components : 117
Single-Vertex Connected Components : 57
Maximum Vertices in a Connected Component : 1438
Maximum Edges in a Connected Component : 11531
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.521866
Graph Density : 0.000988201574246901
Modularity : 0.199386
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,723 Twitter users whose tweets in the requested range contained "scichat", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 02 July 2022 at 00:35 UTC.

The requested start date was Saturday, 02 July 2022 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 121-day, 23-hour, 43-minute period from Tuesday, 01 March 2022 at 00:51 UTC to Friday, 01 July 2022 at 00:34 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 : scichat
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:
[53] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[35] https://twitch.tv/sciencestreams
[27] https://www.controlaltachieve.com/p/science-links.html
[18] https://schoolreportwriter.com/
[14] https://praxisscienceconnection.wordpress.com/2022/04/14/30th-anniversary-celebrations-begin-praxis-family-science-olympics-goes-virtual/
[13] https://phys.org/news/2022-06-scientists-breakthrough-life-earthand-mars.html
[13] https://thesciencepenguin.com/2022/05/3-top-tips-for-science-stations-success.html
[13] https://twitter.com/i/spaces/1MnGnkvvWNBJO
[13] https://sacredframework.com/are-you-a-pizza-based-learner/
[13] https://twitter.com/english_jrf/status/1520667530053885953/photo/1

Top URLs in Tweet in G1:
[14] https://praxisscienceconnection.wordpress.com/2022/04/14/30th-anniversary-celebrations-begin-praxis-family-science-olympics-goes-virtual/
[12] https://praxissciencesmarts.wordpress.com/blog/
[10] https://www.cbc.ca/news/science/monarch-butterflies-rise-1.6464231?__vfz=medium%3Dsharebar
[10] https://www.nationalgeographic.com/animals/article/why-bats-are-the-real-superheroes-of-the-animal-world
[9] https://www.theglobeandmail.com/canada/article-alberta-canmore-tourism-boom/
[9] https://www.earthday.org/earth-day-tips/
[8] https://scitechdaily.com/what-is-monkeypox-a-microbiologist-explains-whats-known-about-this-disease/
[7] https://www.beaversww.org/international-beaver-day/
[7] https://www.technologynetworks.com/immunology/news/harmful-bacteria-can-survive-on-plastic-waste-washed-up-on-beaches-362125#.YpYnyymg49c.twitter
[7] https://praxissciencesmarts.wordpress.com/2022/03/12/praxis-science-outreach-science-smarts-static-electricity/

Top URLs in Tweet in G2:
[27] https://twitch.tv/sciencestreams
[13] https://twitter.com/i/spaces/1MnGnkvvWNBJO
[7] https://phys.org/news/2022-06-scientists-breakthrough-life-earthand-mars.html
[6] https://insideclimatenews.org/news/15032022/coal-mining-methane/
[6] https://yaleclimateconnections.org/2022/06/australia-lists-koala-as-an-endangered-species-across-most-of-its-range/
[6] https://www.au.org/the-latest/articles/40-ncse/
[6] https://www.forbes.com/sites/petergreene/2022/04/27/creationism-versus-evolution-has-been-roiling-education-for-a-century-what-can-we-learn-from-the-debate/?sh=513c09a571fb
[6] https://yaleclimateconnections.org/2022/05/plant-species-can-migrate-in-response-to-climate-change/
[5] https://www.the-scientist.com/news-opinion/marilyn-fogel-biogeochemist-and-isotope-queen-dies-at-69-70064
[4] https://www.journals.uchicago.edu/doi/10.1086/718738

Top URLs in Tweet in G3:
[49] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[13] https://twitter.com/english_jrf/status/1520667530053885953/photo/1
[9] https://www.edutopia.org/article/research-life-changing-teaching
[7] https://thesciencepenguin.com/2022/05/3-top-tips-for-science-stations-success.html
[6] https://sciencelessonsthatrock.com/tips-for-teaching-on-a-block-schedule-html/
[5] https://www.mshouser.com/organization/4-steps-for-creating-a-coaching-cycle-schedule
[5] https://prezi.com/p/2osjud8jnkvi/strategies-for-teaching-science-to-ell-students/
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=275370
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273287
[4] https://kappanonline.org/

Top URLs in Tweet in G4:
[5] https://www.savvas.com/virtualstemfair
[4] https://www.flinnsci.com/dry-ice-color-show/dc10417/
[3] https://www.flinnsci.com/flinn-freebies/monthly-lab-activities/
[2] https://www.edutopia.org/article/how-give-science-lessons-real-world-boost
[2] https://www.edutopia.org/article/how-use-5e-model-your-science-classroom
[2] https://savvas.com/NSTA2022
[1] https://twitter.com/i/web/status/1523002983251775488
[1] https://www.edutopia.org/article/when-life-gives-you-mud-make-science
[1] https://www.flinnsci.com/science-behind/ice-cream/
[1] https://www.flinnsci.com/straw-half-life/dc91669/

Top URLs in Tweet in G5:
[3] https://www.internet4classrooms.com/links_grades_kindergarten_12/july4.htm
[2] https://southernteachers.com/science-jobs?utm_source=twitter&utm_medium=chemistry
[1] https://twitter.com/classroomkites/status/1499539620207464449
[1] https://trib.al/KBy7Zft
[1] https://www.euro-study-tours.co.uk/conferences?utm_source=TwitterEST&utm_medium=social&utm_campaign=webtraffic
[1] https://en.ird.fr/video-scichat-4-meet-angelique-lazarus
[1] https://twitter.com/endeavourlt/status/1504343268989059073
[1] https://www.teacherspayteachers.com/Product/They-Both-Die-at-the-End-7842033
[1] https://www.teacherspayteachers.com/Product/The-Psychology-of-Money-Timeless-lessons-on-wealth-greed-and-happiness-7840210
[1] https://www.teacherspayteachers.com/Product/People-We-Meet-On-Vacation-7840105

Top URLs in Tweet in G6:
[1] https://mass.pbslearningmedia.org/resource/nvmc.sci.space.curiosity/curiosity-a-robotic-geologist/
[1] https://www.pbslearningmedia.org/resource/buac17-35-sci-ess-glblmtnranges/global-patterns-of-mountain-ranges/
[1] https://mass.pbslearningmedia.org/resource/buac17-k2-sci-ess-weatherphenomena/evidence-of-weather/universe/
[1] https://www.pbslearningmedia.org/resource/pcep14.sci.ess.co2cycle/carbon-dioxide-carbon-cycle/
[1] https://mass.pbslearningmedia.org/resource/good-thinking-why-right-brained-is-wrong-brained/good-thinking/
[1] https://mass.pbslearningmedia.org/resource/ipy07.sci.ess.watcyc.saobclimate/observations-of-climate-change/
[1] https://mass.pbslearningmedia.org/resource/buac20-68-sci-ps-rgbcoloradd/rgb-color-addition-simulation/
[1] https://mass.pbslearningmedia.org/resource/buac35-sci-yearlifeearth/one-year-in-the-life-of-earth/universe/
[1] https://mass.pbslearningmedia.org/resource/buac21-sci-ess-usingamap-lp/using-a-map-lesson-plan/
[1] https://twitter.com/i/web/status/1506357300608569345

Top URLs in Tweet in G7:
[5] https://www.litfiles.co/
[3] https://39576jpcq3vv9z6stgj-qc0zd6.hop.clickbank.net/
[3] https://play.google.com/store/apps/details?id=com.invincyx.litfiles
[3] https://www.droolees.com/blogs/droolees-ed-written-by-educators-for-parents/5-ways-to-make-mathematics-relevant-at-home
[2] http://www.teachconnect.in
[2] https://knowledge-fort.com/
[2] https://www.droolees.com/blogs/droolees-ed-written-by-educators-for-parents/5-ways-to-become-involved-in-your-childs-education
[2] https://onlineclasshelpusa.com
[2] https://edulastic.com/blog/science-lessons-by-students-for-students/
[1] https://brianoduor603144134.wordpress.com/2022/04/30/how-to-plan-appropriate-and-effective-lessons-for-your-students/

Top URLs in Tweet in G9:
[3] https://www.festeredu.com/book
[3] https://www.facebook.com/groups/503161261322079
[3] https://blogs.loc.gov/teachers/2022/03/thomas-edisons-favorite-invention-the-phonograph/
[2] https://www.iste.org/explore/classroom/bring-national-parks-your-classroom
[2] https://www.opengeography.org/
[2] https://www.nps.gov/subjects/teachingwithhistoricplaces/curiosity-kits.htm
[2] https://blogs.loc.gov/teachers/2022/04/analyzing-primary-sources-with-a-stem-lens-webinar-april-28th-at-7pm-et/
[2] https://primarysourcenexus.org/2013/05/today-in-history-robert-e-peary/
[2] https://blogs.loc.gov/teachers/2022/05/using-claim-evidence-and-reasoning-cer-with-primary-source-analysis/
[2] https://blogs.loc.gov/teachers/2022/06/exploring-freezing-point-depression-with-an-image-of-a-thermometer/

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1533844582160470016
[1] https://twitter.com/i/spaces/1MnxnkLPYAMKO
[1] https://twitter.com/i/web/status/1536692998670413824
[1] https://twitter.com/i/spaces/1dRKZlmpymNJB

Top Domains
Top Domains in Tweet in Entire Graph:
[330] twitter.com
[233] scitechdaily.com
[86] wordpress.com
[74] sciencebuddies.org
[73] tcea.org
[72] pbslearningmedia.org
[68] phys.org
[62] cbc.ca
[60] nature.com
[58] sciencenews.org

Top Domains in Tweet in G1:
[230] scitechdaily.com
[121] twitter.com
[83] wordpress.com
[74] sciencebuddies.org
[59] cbc.ca
[57] medicinehatnews.com
[53] sciencenews.org
[51] phys.org
[43] nature.com
[41] futurity.org

Top Domains in Tweet in G2:
[62] twitter.com
[27] twitch.tv
[19] ncse.ngo
[19] nytimes.com
[19] smithsonianmag.com
[15] phys.org
[14] nature.com
[13] the-scientist.com
[13] yaleclimateconnections.org
[13] nodexlgraphgallery.org

Top Domains in Tweet in G3:
[69] tcea.org
[56] twitter.com
[38] edutopia.org
[20] blogspot.com
[20] teachthought.com
[19] gettingsmart.com
[15] nodexlgraphgallery.org
[14] edweek.org
[14] cultofpedagogy.com
[11] weareteachers.com

Top Domains in Tweet in G4:
[18] savvas.com
[9] flinnsci.com
[6] edutopia.org
[5] twitter.com
[1] ow.ly
[1] zoom.us

Top Domains in Tweet in G5:
[17] twitter.com
[5] teacherspayteachers.com
[3] co.uk
[3] internet4classrooms.com
[2] google.com
[2] edcite.com
[2] onlineclasshelpusa.com
[2] southernteachers.com
[1] trib.al
[1] ird.fr

Top Domains in Tweet in G6:
[68] pbslearningmedia.org
[9] twitter.com
[6] pbs.org
[1] zoom.us
[1] edutopia.org
[1] gpb.org
[1] wordpress.com

Top Domains in Tweet in G7:
[7] droolees.com
[5] litfiles.co
[5] twitter.com
[3] clickbank.net
[3] google.com
[3] edulastic.com
[2] teachconnect.in
[2] knowledge-fort.com
[2] onlineclasshelpusa.com
[2] wordpress.com

Top Domains in Tweet in G9:
[25] primarysourcenexus.org
[10] loc.gov
[7] nps.gov
[6] twitter.com
[4] facebook.com
[3] festeredu.com
[2] iste.org
[2] youtube.com
[2] opengeography.org
[2] nationalgeographic.org

Top Domains in Tweet in G10:
[4] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3292] scichat
[814] stem
[788] edchat
[575] scicomm
[563] edtech
[429] science
[372] sschat
[368] d123
[321] cpchat
[312] mschat



Top Hashtags in Tweet in G1:
[1687] scichat
[614] stem
[315] science
[246] scied
[152] biology
[141] scicomm
[123] evolution
[102] environment
[99] stemathome
[94] edchat

Top Hashtags in Tweet in G2:
[526] scichat
[398] scicomm
[35] cdnpoli
[30] science
[24] stem
[21] edchat
[19] twitch
[18] scitlap
[17] istandwithukraine
[17] edtech

Top Hashtags in Tweet in G3:
[456] edchat
[442] scichat
[400] edtech
[350] d123
[306] cpchat
[282] elemchat
[267] mschat
[255] ntchat
[251] hschat
[244] kinderchat

Top Hashtags in Tweet in G4:
[68] 3dthursday
[47] scichat
[39] nationaldonutday
[18] ngsschat
[14] edchat
[12] stem
[8] chemchat
[7] nsta22
[6] sciencefriday
[5] chemed

Top Hashtags in Tweet in G5:
[69] scichat
[32] edchat
[29] edtech
[27] engchat
[23] learning
[23] k12
[22] edleadership
[22] mathchat
[19] edreform
[16] literacy

Top Hashtags in Tweet in G6:
[83] scichat
[44] science
[8] k12
[7] edchat
[5] lessonplan
[5] sschat
[4] biology
[4] teachingscience
[4] stem
[4] astronomy101

Top Hashtags in Tweet in G7:
[69] edchat
[69] k12
[66] learning
[48] edleadership
[48] edtech
[44] scichat
[31] engchat
[29] literacy
[19] mathchat
[13] education

Top Hashtags in Tweet in G8:
[45] cell
[45] nucleus
[45] mitochondria
[2] er
[2] microscopy
[2] scicomm
[2] scichat
[1] lysosomes

Top Hashtags in Tweet in G9:
[58] scichat
[49] edchat
[38] sschat
[29] tlchat
[26] primarysources
[24] todayinhistory
[17] stem
[15] pbl
[11] teachertwitter
[10] pblchat

Top Hashtags in Tweet in G10:
[5] scichat
[1] spacesunleashed

Top Words
Top Words in Tweet in Entire Graph:
[3286] #scichat
[1085] garym
[946] science
[892] ncse
[814] #stem
[786] #edchat
[575] #scicomm
[563] #edtech
[470] students
[433] #science

Top Words in Tweet in G1:
[1683] #scichat
[935] garym
[614] #stem
[543] science
[315] #science
[313] praxismedhat
[297] ncse
[284] news
[252] gwardis
[246] #scied

Top Words in Tweet in G2:
[550] ncse
[526] #scichat
[398] #scicomm
[146] science
[99] book
[99] garym
[79] mark
[77] calendar
[61] register
[57] scientists

Top Words in Tweet in G3:
[454] #edchat
[442] #scichat
[400] #edtech
[350] #d123
[305] #cpchat
[282] #elemchat
[267] #mschat
[255] #ntchat
[250] #hschat
[244] #kinderchat

Top Words in Tweet in G4:
[99] savvaslearning
[70] use
[70] 3d
[69] class
[69] printer
[68] #3dthursday
[65] retweet
[65] comment
[65] sharing
[65] entered

Top Words in Tweet in G5:
[69] #scichat
[32] #edchat
[29] #edtech
[27] #engchat
[23] #learning
[23] #k12
[22] #edleadership
[22] #mathchat
[19] #edreform
[16] #literacy

Top Words in Tweet in G6:
[81] #scichat
[64] students
[44] #science
[34] resource
[31] novaeducation
[31] pbs
[30] learn
[30] learningmedia
[29] use
[28] gbheducation

Top Words in Tweet in G7:
[69] #edchat
[69] #k12
[66] #learning
[48] #edleadership
[48] #edtech
[44] #scichat
[31] #engchat
[29] #literacy
[27] students
[22] science

Top Words in Tweet in G8:
[45] life
[45] inside
[45] #cell
[45] videoed
[45] under
[45] microscope
[45] #nucleus
[45] green
[45] #mitochondria
[44] contribute

Top Words in Tweet in G9:
[58] #scichat
[49] #edchat
[38] #sschat
[29] #tlchat
[28] saintfester
[26] #primarysources
[24] #todayinhistory
[21] students
[17] #stem
[16] check

Top Words in Tweet in G10:
[31] scichat
[27] bunsenbernerbmd
[20] tomorrow
[17] dr
[17] companimalpsych
[17] lick
[16] k_zackowski
[15] one
[14] power
[14] cats

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[395] #scichat,#scicomm
[391] #stem,#scichat
[344] #d123,#edchat
[342] #edchat,#edtech
[312] #edtech,#cpchat
[298] #sschat,#scichat
[288] #cpchat,#elemchat
[270] #elemchat,#mschat
[250] #mschat,#hschat
[244] #hschat,#ntchat

Top Word Pairs in Tweet in G1:
[320] #stem,#scichat
[216] 'science,smarts'
[204] smarts',column
[198] latest,praxis
[193] medicine,news
[189] #science,#scichat
[188] column,medicine
[131] praxis,science
[131] science,outreach
[125] outreach,'science

Top Word Pairs in Tweet in G2:
[305] #scichat,#scicomm
[77] mark,calendar
[61] calendar,register
[60] ncse,mark
[42] #scicomm,#scichat
[36] discusses,book
[35] climate,change
[26] riley,black
[26] black,laelaps
[26] last,days

Top Word Pairs in Tweet in G3:
[329] #d123,#edchat
[323] #edchat,#edtech
[300] #edtech,#cpchat
[279] #cpchat,#elemchat
[266] #elemchat,#mschat
[250] #mschat,#hschat
[244] #hschat,#ntchat
[242] #ntchat,#pblchat
[241] #pblchat,#apchat
[241] #apchat,#suptchat

Top Word Pairs in Tweet in G4:
[69] 3d,printer
[66] use,3d
[65] #3dthursday,retweet
[65] retweet,comment
[65] comment,sharing
[65] sharing,use
[65] printer,class
[65] class,entered
[64] savvaslearning,#3dthursday
[40] gift,card

Top Word Pairs in Tweet in G5:
[20] #learning,#edleadership
[19] #edtech,#engchat
[17] #edchat,#k12
[17] #k12,#learning
[17] #edleadership,#edtech
[16] #engchat,#literacy
[16] #literacy,#scichat
[15] #scichat,#mathchat
[12] #mathchat,#edreform
[6] #mathchat,#scichat

Top Word Pairs in Tweet in G6:
[33] #scichat,#science
[27] pbs,learningmedia
[12] resource,novaeducation
[11] grades,12
[11] novaeducation,pbs
[11] third,arrest
[11] arrest,made
[11] made,murder
[11] murder,journalist
[11] journalist,indigenous

Top Word Pairs in Tweet in G7:
[59] #edchat,#k12
[57] #k12,#learning
[48] #learning,#edleadership
[46] #edleadership,#edtech
[31] #edtech,#engchat
[29] #engchat,#literacy
[26] #literacy,#scichat
[19] #scichat,#mathchat
[14] english_jrf,ugc
[14] ugc,net

Top Word Pairs in Tweet in G8:
[45] life,inside
[45] inside,#cell
[45] #cell,videoed
[45] videoed,under
[45] under,microscope
[45] microscope,#nucleus
[45] #nucleus,green
[44] contribute,energy
[43] green,#mitochondria
[43] #mitochondria,yellow

Top Word Pairs in Tweet in G9:
[27] #sschat,#scichat
[22] #tlchat,#sschat
[19] #scichat,#edchat
[16] #primarysources,#tlchat
[12] #edchat,#scichat
[9] caring,earth
[9] engage,students
[9] earthquake,happen
[9] happen,explore
[9] explore,forces

Top Word Pairs in Tweet in G10:
[14] cats,lick
[14] lick,make
[14] make,everything
[14] everything,smell
[14] smell,same
[14] same,part
[14] part,group
[14] group,companimalpsych
[14] companimalpsych,thank
[14] thank,dr

Top Replied-To
Top Replied-To in Entire Graph:
@rutgersaltroute
@stevebrusatte
@savvaslearning
@liverfig
@medfieldscience
@iste
@carbonbrief
@ayanaeliza
@meganjherbert
@juststephj

Top Replied-To in G2:
@stevebrusatte
@liverfig
@jenniferraff
@drlabos
@leedugatkin
@meganjherbert
@ayanaeliza
@carbonbrief
@juststephj
@celaurie

Top Replied-To in G3:
@ascd

Top Replied-To in G4:
@savvaslearning

Top Replied-To in G9:
@iste
@unesco_mgiep
@saintfester

Top Replied-To in G10:
@k_zackowski

Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@praxismedhat
@gwardis
@paulenderle
@savvaslearning
@gbheducation
@tcea
@medicinehatnews
@weareteachers

Top Mentioned in G1:
@garym
@praxismedhat
@ncse
@gwardis
@medicinehatnews
@gbheducation
@sciencebuddies
@gardenglen
@mcgilloss
@weareteachers

Top Mentioned in G2:
@ncse
@garym
@deepgreendesign
@laelaps
@paulenderle
@drcarlottaberry
@pentaclethra
@ct_bergstrom
@praxismedhat
@jevinwest

Top Mentioned in G3:
@paulenderle
@tcea
@mguhlin
@garym
@weareteachers
@ncse
@edutopia
@praxismedhat
@eduvickys
@getting_smart

Top Mentioned in G4:
@savvaslearning
@flinnscientific
@edutopia
@thestevieawards
@ramymahmoud21
@banlohannon
@jdeinhammer
@gergeselissar
@dasthannah
@chrismooresci

Top Mentioned in G5:
@belkhattare
@weteachmfl
@pburkevt
@megandubee

Top Mentioned in G6:
@novaeducation
@gbheducation
@newshourextra
@pbsteachers
@drrubidium
@arizonaeducator
@nasa
@gpbeducation
@newshour
@novapbs

Top Mentioned in G7:
@english_jrf
@paulsolarz
@eduvickys
@onlineclassusa
@teachersjourney
@lit_files
@wsgsc
@isaachieves
@teachconnect_in
@edulastic

Top Mentioned in G8:
@pj_saez
@focalplane_jcs

Top Mentioned in G9:
@saintfester
@psntps
@natgeoeducation
@jorgedoespbl
@parkbasedlearn
@educountswnit
@librarycongress
@natlparkservice
@unesco
@indianadunesnps

Top Mentioned in G10:
@bunsenbernerbmd
@companimalpsych
@k_zackowski
@bigblackwolf188
@maireadmontague

Top Tweeters
Top Tweeters in Entire Graph:
@cybersecurityn8
@jfsebastian146
@bob_stinson1234
@fabriciosx
@twitchsie
@ronaldclarke
@carolmaewy
@its_coachnorman
@ml_tweet_bot
@andrewmorrisuk

Top Tweeters in G1:
@jfsebastian146
@ml_tweet_bot
@andrewmorrisuk
@education_24x7
@artallks
@globeandmail
@slate
@nasrene41
@alisonborealis
@forbes

Top Tweeters in G2:
@bob_stinson1234
@fabriciosx
@twitchsie
@noybsk2017
@brlanray
@botfemale
@neilyoungsaveus
@eco1start
@torontostar
@halleverkehrt

Top Tweeters in G3:
@its_coachnorman
@ssxman2
@washingtonpost
@hlthiskrieger
@alicekeeler
@superteamup
@stem_nastics
@npr
@scalarhumanity
@chrispirillo

Top Tweeters in G4:
@jonilovevwbugs
@nicoleschoice1
@yesmomcandoit
@kimberlilarae
@ilonab1980
@nikkibankert34
@neonbeaver
@smethvin
@twenteries
@cl2n2

Top Tweeters in G5:
@mrsmurat
@jarowell
@raspberryberet3
@jcasatodd
@dgburris
@internet4classr
@pburkevt
@uf_ifas
@nytimeslearning
@megandubee

Top Tweeters in G6:
@nihaustin
@richardweiner
@drrubidium
@_cest_la_vie_21
@kqed
@googlemyrna
@pbsfortwayne
@alflint
@mgeoghegan22
@lpdoyle

Top Tweeters in G7:
@irasocol
@teacher2teacher
@jc_james_clark
@jamesdevaney2
@paulsolarz
@sra_djgc
@mk13of
@teachersjourney
@stoupasteresa
@ookssoccerkj

Top Tweeters in G8:
@rafaelg21253842
@_tlr_
@olu_gh
@andthehouserock
@flexi23
@phdgprotein86
@drellenlemosy
@okanecahir
@uraeus_nefer
@joachimgoedhart

Top Tweeters in G9:
@grammasheri
@iste
@missfield5
@johnshopkins
@unesco
@psntps
@librarycongress
@curiosity_films
@jorgedoespbl
@mwniehoff

Top Tweeters in G10:
@carolmaewy
@llhawaii
@jmedeiros71
@rudefulk
@sbram94
@mpweirdopodcast
@santanumalbum
@steeverv73
@sweettiki13
@kazurcher


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