scichat, Twitter, 7/11/2020 12:56:46 AM, 230482


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scichat_2020-07-10_17-12-56.xlsx
scichat_2020-07-10_17-12-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 11, 2020
Short Description:
scichat via NodeXL https://bit.ly/2DnUxQS
@garym
@natgeoeducation
@ncse
@praxismedhat
@stem_ai
@weareteachers
@middleweb
@thease
@mrmwilby
@ericcurts

Top hashtags:
#scichat
#stem
#science
#scicomm
#edchat
#sschat
#engchat
#scied
#climatechange
#edtech

Description:
Description
The graph represents a network of 2,234 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, 11 July 2020 at 00:14 UTC.

The requested start date was Saturday, 11 July 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 73-day, 2-hour, 0-minute period from Monday, 27 April 2020 at 13:22 UTC to Thursday, 09 July 2020 at 15:23 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 : 2234
Unique Edges : 1305
Edges With Duplicates : 7902
Total Edges : 9207
Number of Edge Types : 5
Mentions : 896
Retweet : 3117
MentionsInRetweet : 3894
Tweet : 1287
Replies to : 13
Self-Loops : 1475
Reciprocated Vertex Pair Ratio : 0.0336247478143914
Reciprocated Edge Ratio : 0.0650618087182824
Connected Components : 176
Single-Vertex Connected Components : 83
Maximum Vertices in a Connected Component : 1808
Maximum Edges in a Connected Component : 8347
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.373718
Graph Density : 0.000616214582194887
Modularity : 0.306907
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 2,234 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, 11 July 2020 at 00:14 UTC.

The requested start date was Saturday, 11 July 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 73-day, 2-hour, 0-minute period from Monday, 27 April 2020 at 13:22 UTC to Thursday, 09 July 2020 at 15:23 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:
[54] https://www.weareteachers.com/national-geographic-learn-at-home/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=NatGeo_1904_ART2&utm_content=1589403221
[45] http://www.controlaltachieve.com/p/science-links.html
[30] https://blog.google/products/search/travel-back-time-ar-dinosaurs-search/
[23] https://www.twitch.tv/sciencestreams
[18] https://www.sciencenews.org/article/rainforest-antarctica-south-pole-roughly-90-million-years-ago
[18] https://www.pltw.org/blog/why-pltw-for-science
[15] https://schoolreportwriter.com/
[14] https://ncse.ngo/making-sense-COVID-19-mortality-disparities
[14] https://anchor.fm/climate-scientists/episodes/Michael-Mann-The-New-Climate-War-eg0pd4
[13] https://alumni.berkeley.edu/california-magazine/summer-2020/michael-mann-on-climate-denial-and-doom

Top URLs in Tweet in G1:
[15] https://www.sciencenews.org/article/rainforest-antarctica-south-pole-roughly-90-million-years-ago
[14] https://anchor.fm/climate-scientists/episodes/Michael-Mann-The-New-Climate-War-eg0pd4
[13] https://ncse.ngo/making-sense-COVID-19-mortality-disparities
[11] https://alumni.berkeley.edu/california-magazine/summer-2020/michael-mann-on-climate-denial-and-doom
[10] https://naturalhistory.si.edu/events/video-webinar-science-how-smithsonians-dinosaurs-paleontologist-and-curator-dinosauria-matt
[8] https://www.nationalgeographic.com/science/2020/06/what-100-degree-day-siberia-means-climate-change/
[7] https://ncse.ngo/new-ncsepenn-state-survey-finds-impressive-gains-evolution-education
[7] https://www.theguardian.com/world/2020/jun/12/what-kind-of-face-mask-gives-the-best-protection-against-coronavirus
[7] https://www.yaleclimateconnections.org/2020/05/as-u-s-lakes-and-rivers-warm-reports-of-harmful-algal-blooms-are-on-the-rise/
[6] https://www.youtube.com/watch?v=1cvMX82iwRM&feature=youtu.be


Top URLs in Tweet in G2:
[3] https://docs.google.com/document/d/1b_Cm7POSZulIZjVQvBVENO6LKIY59uQ7u8RNLShMdKI/edit#bookmark=id.ws51wi9hogzl
[2] https://www.nationalgeographic.org/education/student-experiences/explorer-classroom/
[2] http://www.nasa.gov/press-release/nasa-partner-space-agencies-amass-global-view-of-covid-19-impacts
[1] https://www.nationalgeographic.org/article/explorer-profile-martina-capriotti-marine-biologist-and-environmentalist/
[1] https://www.nationalgeographic.org/media/real-time-data-mt-everest/
[1] https://twitter.com/i/web/status/1255273337493827585
[1] https://twitter.com/i/web/status/1255454531787337729
[1] https://twitter.com/i/web/status/1255530523285508098
[1] https://twitter.com/i/web/status/1255816829777346560
[1] https://twitter.com/i/web/status/1255935350930898947

Top URLs in Tweet in G3:
[11] https://makeprojects.com/ysc/project/fungus-in-snow
[11] https://makeprojects.com/ysc/project/what-are-microplastics-and-why-should-you-care
[11] https://makeprojects.com/ysc/project/ysc-online-stem-fair-2020-template-zrogb
[11] https://makeprojects.com/ysc/project/worm-phun
[9] https://thekidshouldseethis.com/post/lego-tensegrity-sculpture-physics-explanation
[8] https://www.pressreader.com/article/281779926367657
[7] https://globalnews.ca/
[7] https://www.weareteachers.com/national-geographic-learn-at-home/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=NatGeo_1904_ART2&utm_content=1589403221
[7] https://www.pressreader.com/article/281771336460179
[6] http://fw.to/AQsKqNV

Top URLs in Tweet in G4:
[8] https://www.ase.org.uk/membership
[3] https://www.ase.org.uk/news/help-us-shape-delivery-of-quality-practical-science-post-lockdown
[3] https://www.ase.org.uk/ase-coronavirus-hub-primary-remote-learning-resources
[3] https://www.millgatehouse.co.uk/product/enquiring-explorers-space/
[3] https://edu.rsc.org/ideas/how-to-use-hinge-point-questions-effectively/4011966.article
[3] https://edu.rsc.org/soundbite/will-doggy-detectors-sniff-out-covid-19/4011928.article
[2] https://www.eventbrite.co.uk/e/ase-online-futures-conference-2020-tickets-91285602695?aff=social
[1] https://twitter.com/i/web/status/1255093626318790656
[1] https://twitter.com/i/web/status/1272969736213708801
[1] https://twitter.com/i/web/status/1273873540228489216

Top URLs in Tweet in G5:
[2] https://www.middleweb.com/1153/review-for-us/
[2] https://www.middleweb.com/43191/in-covid-teaching-limbo-check-out-hyperdocs/
[2] https://www.middleweb.com/42850/find-classroom-books-without-breaking-the-bank/
[2] https://www.amazon.com/Rigor-Remote-Learning-Classroom-Instructional/dp/0367615460/ref=sr_1_2?dchild=1&keywords=Rigor%20in%20the%20remote%20learning%20classroom&qid=1593287156&sr=8-2
[1] https://twitter.com/MsSalvac/status/1281178612998254592
[1] https://twitter.com/i/web/status/1255559978301227008
[1] https://twitter.com/i/web/status/1256233358302105611
[1] https://twitter.com/i/web/status/1263098444740263937
[1] https://twitter.com/MindShiftKQED/status/1259952722972946433
[1] https://twitter.com/i/web/status/1278400071210590209

Top URLs in Tweet in G6:
[45] https://www.weareteachers.com/national-geographic-learn-at-home/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=NatGeo_1904_ART2&utm_content=1589403221
[5] https://www.weareteachers.com/slime-space-virtual-field-trip/?utm_content=1588702126&utm_medium=social&utm_source=twitter
[1] https://twitter.com/i/web/status/1256344146371100676
[1] https://www.weareteachers.com/contest/hydroponics-giveaway/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=RealityWorks_1912_GIVE_MEGA&utm_content=1588269731
[1] https://twitter.com/i/web/status/1265222648683995136
[1] https://twitter.com/i/web/status/1262007466809794560
[1] https://twitter.com/i/web/status/1263147224831229954
[1] https://www.sciencenews.org/article/fossil-footprints-crocodile-ancestors-bipedal-walk?utm_source=Editors_Picks&utm_medium=email&utm_campaign=editorspicks061420

Top URLs in Tweet in G7:
[6] https://www.hmhco.com/blog/discussing-sensitive-topics-in-the-science-classroom
[4] https://eduk8.me/?p=9043
[2] https://www.educatorstechnology.com/2020/02/3-science-websites-for-teachers-and.html
[2] https://twitter.com/NPR/status/1263976318728843268
[2] https://www.nytimes.com/interactive/2020/04/30/climate/antarctica-ice-climate-change.html?smid=tw-share
[2] https://www.youtube.com/watch?v=JaVqSRY6Hvk&feature=youtu.be

[2] https://www.internet4classrooms.com/assessment_assistance/state_standards_tests_to_print_3rd_third_grade.htm
[2] https://blog.tcea.org/free-computer-science-tools/
[1] https://twitter.com/i/web/status/1254813816707301376
[1] http://paper.li/IEGSolar/1493839383

Top URLs in Tweet in G8:
[4] http://www.inqits.com
[3] https://www.npr.org/sections/goatsandsoda/2020/05/21/858087604/all-girl-robotics-team-in-afghanistan-works-on-low-cost-ventilator-with-car-part?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[3] https://www.youtube.com/watch?v=dQa3kdH1OlE

[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=229766
[2] https://www.washingtonpost.com/world/asia_pacific/new-zealand-edges-back-to-normal-after-routing-coronavirus-in-49-days/2020/05/15/c8f43f46-950e-11ea-87a3-22d324235636_story.html
[2] https://apps.momath.org/venus/
[1] https://twitter.com/OfficialNGSS/status/1265669423286964225
[1] https://twitter.com/BridgetA007/status/1265719431642087424
[1] https://twitter.com/physorg_com/status/1272600154944811009
[1] https://calendly.com/inq-itsteam/veteran-teacher-webinar?month=2020-05

Top URLs in Tweet in G9:
[42] http://www.controlaltachieve.com/p/science-links.html
[30] https://blog.google/products/search/travel-back-time-ar-dinosaurs-search/

Top URLs in Tweet in G10:
[23] https://www.twitch.tv/sciencestreams
[5] https://technologypursuit.edublogs.org/2020/01/06/multimedia-book-responses/
[1] https://theconversation.com/a-new-type-of-chemical-bond-the-charge-shift-bond-130087?utm_source=twitter&utm_medium=bylinetwitterbutton
[1] https://twitter.com/i/web/status/1264006010261438466
[1] https://twitter.com/i/web/status/1274172473379033089
[1] https://www.edutopia.org/article/adapting-science-lessons-distance-learning
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1638425/notes
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1572846/notes
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1607152/notes
[1] https://read.activelylearn.com/#teacher/reader/authoring/preview/1471973/notes

Top Domains
Top Domains in Tweet in Entire Graph:
[465] twitter.com
[127] ncse.ngo
[89] sciencenews.org
[79] youtube.com
[68] weareteachers.com
[56] nytimes.com
[53] nasa.gov
[48] cbc.ca
[47] makeprojects.com
[45] controlaltachieve.com

Top Domains in Tweet in G1:
[109] ncse.ngo
[63] sciencenews.org
[33] twitter.com
[32] yaleclimateconnections.org
[29] nytimes.com
[25] smithsonianmag.com
[20] theguardian.com
[18] sciencemag.org
[15] carbonbrief.org
[15] berkeley.edu

Top Domains in Tweet in G2:
[45] nasa.gov
[36] nationalgeographic.org
[30] twitter.com
[5] nationalgeographic.com
[3] google.com
[2] youtube.com
[1] cinemaculturas.com
[1] colorado.edu
[1] technologyreview.com

Top Domains in Tweet in G3:
[120] twitter.com
[47] cbc.ca
[47] makeprojects.com
[40] scitechdaily.com
[37] theconversation.com
[30] youtube.com
[24] sciencenews.org
[22] nature.com
[22] pressreader.com
[20] heritagedaily.com

Top Domains in Tweet in G4:
[14] twitter.com
[14] org.uk
[10] rsc.org
[7] co.uk
[2] youtube.com

Top Domains in Tweet in G5:
[14] middleweb.com
[10] twitter.com
[2] amazon.com
[1] weareteachers.com
[1] youtube.com

Top Domains in Tweet in G6:
[51] weareteachers.com
[4] twitter.com
[1] sciencenews.org

Top Domains in Tweet in G7:
[38] twitter.com
[6] hmhco.com
[4] paper.li
[4] instagram.com
[4] eduk8.me
[3] blogspot.com
[3] nytimes.com
[3] youtube.com
[2] educatorstechnology.com
[2] internet4classrooms.com

Top Domains in Tweet in G8:
[30] twitter.com
[21] twigeducation.com
[12] youtube.com
[5] washingtonpost.com
[4] inqits.com
[4] npr.org
[4] theguardian.com
[4] fastcompany.com
[3] sciencealert.com
[3] nodexlgraphgallery.org

Top Domains in Tweet in G9:
[42] controlaltachieve.com
[30] blog.google

Top Domains in Tweet in G10:
[23] twitch.tv
[6] edublogs.org
[5] twitter.com
[5] activelylearn.com
[1] theconversation.com
[1] edutopia.org
[1] ajc.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2501] scichat
[471] stem
[455] science
[444] scicomm
[376] edchat
[242] sschat
[226] engchat
[203] scied
[200] climatechange
[144] edtech



Top Hashtags in Tweet in G1:
[440] scichat
[339] scicomm
[168] climatechange
[71] evolution
[65] scinews
[54] scied
[53] coronavirus
[52] covid
[38] sciteachers
[21] climatescience

Top Hashtags in Tweet in G2:
[98] scichat
[60] science
[38] space
[37] aerospace
[37] stem
[31] edchat
[17] k12
[14] teacherstrong
[14] map
[11] resourcelibrary

Top Hashtags in Tweet in G3:
[807] scichat
[229] science
[222] stem
[102] medhat
[85] scied
[79] scicomm
[72] edchat
[66] covid19
[54] evolution
[51] edtech

Top Hashtags in Tweet in G4:
[42] scichat
[38] scied
[25] prisci
[19] edutwitter
[14] ukedchat
[13] asechat
[10] mooc
[9] biochemistry
[8] parentsprimer
[8] chemistry

Top Hashtags in Tweet in G5:
[135] scichat
[117] mschat
[97] engchat
[97] sschat
[95] educoach
[91] elachat
[74] ellchat
[66] edchat
[49] mathchat
[32] ngsschat

Top Hashtags in Tweet in G6:
[82] scichat
[45] natgeo
[45] sschat
[31] teacherappreciationweek
[31] teacherperks
[5] elemchat
[5] slime
[4] sponsored
[2] ngss
[1] scicomm

Top Hashtags in Tweet in G7:
[85] scichat
[19] edchat
[18] science
[14] stem
[13] edutwitter
[13] ukedchat
[11] educhat
[10] learning
[10] education
[9] teacher

Top Hashtags in Tweet in G8:
[103] scichat
[43] edchat
[28] twigsciencereporter
[25] stem
[22] ngsschat
[22] edtech
[18] science
[18] ngss
[17] distancelearning
[16] womeninstem

Top Hashtags in Tweet in G9:
[72] scichat
[42] controlaltachieve
[30] gsuiteedu
[30] googleedu
[30] google3d

Top Hashtags in Tweet in G10:
[47] scichat
[24] scitlap
[18] games4ed
[15] engchat
[12] sschat
[11] pbl
[10] tlap
[10] elachat
[8] mathchat
[8] sstlap

Top Words
Top Words in Tweet in Entire Graph:
[2498] #scichat
[918] science
[725] ncse
[471] #stem
[455] #science
[444] #scicomm
[374] natgeoeducation
[371] garym
[366] students
[352] #edchat

Top Words in Tweet in G1:
[596] ncse
[439] #scichat
[339] #scicomm
[167] #climatechange
[113] science
[110] climate
[77] evolution
[71] #evolution
[66] 19
[65] #scinews

Top Words in Tweet in G2:
[344] natgeoeducation
[111] nasa
[98] insidenatgeo
[98] #scichat
[70] explorer
[61] collection
[60] #science
[58] ss
[52] activity
[48] alert

Top Words in Tweet in G3:
[806] #scichat
[322] garym
[269] science
[229] #science
[222] #stem
[169] praxismedhat
[120] ncse
[120] 'science
[120] smarts'
[119] gt

Top Words in Tweet in G4:
[111] thease
[94] resources
[64] 20
[60] join
[57] time
[53] worksheets
[53] ase
[51] learning
[49] miss
[47] members

Top Words in Tweet in G5:
[135] #scichat
[119] middleweb
[117] #mschat
[97] #engchat
[97] #sschat
[95] #educoach
[91] #elachat
[74] #ellchat
[49] #mathchat
[44] #edchat

Top Words in Tweet in G6:
[97] weareteachers
[82] #scichat
[45] visit
[45] volcanoes
[45] engineer
[45] robots
[45] explore
[45] oceans
[45] yes
[45] please

Top Words in Tweet in G7:
[85] #scichat
[33] science
[19] #edchat
[18] #science
[14] teachers
[14] #stem
[13] #edutwitter
[13] #ukedchat
[12] resources
[11] students

Top Words in Tweet in G8:
[103] #scichat
[43] #edchat
[28] #twigsciencereporter
[25] #stem
[22] #ngsschat
[22] #edtech
[20] karenblumberg
[18] #science
[18] #ngss
[17] #distancelearning

Top Words in Tweet in G9:
[72] #scichat
[69] ericcurts
[42] 100's
[42] best
[42] science
[42] edtech
[42] links
[42] curated
[42] each
[42] month

Top Words in Tweet in G10:
[47] #scichat
[24] learning
[24] #scitlap
[22] join
[22] students
[20] tonight
[20] science
[18] #games4ed
[17] mpilakow
[16] based

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[348] #scichat,#scicomm
[162] #scichat,#stem
[146] #science,#scichat
[123] covid,19
[120] 'science,smarts'
[106] #stem,#scichat
[97] science,teachers
[93] #scichat,#sschat
[88] #scichat,#edchat
[76] #edchat,#scichat

Top Word Pairs in Tweet in G1:
[298] #scichat,#scicomm
[58] #climatechange,#scichat
[50] #covid,19
[40] #scicomm,#scinews
[37] climate,change
[30] settled,science
[24] ncsereid,explains
[24] evolution,settled
[23] years,ago
[21] glenn,branch

Top Word Pairs in Tweet in G2:
[70] insidenatgeo,explorer
[42] nasa,#scichat
[40] collection,alert
[39] activity,idea
[38] #science,#space
[37] #scichat,#aerospace
[37] #aerospace,#stem
[36] natgeoeducation,activity
[36] #stem,#science
[33] natgeoeducation,collection

Top Word Pairs in Tweet in G3:
[120] 'science,smarts'
[92] #stem,#scichat
[79] #scichat,#stem
[74] #science,#scichat
[73] smarts',article
[64] covid,19
[62] enjoy,experimenting
[57] 2020,'science
[52] #medhat,#stem
[51] experimenting,home

Top Word Pairs in Tweet in G4:
[44] spent,lots
[44] lots,time
[44] time,making
[44] making,independent
[44] independent,learning
[44] learning,resources
[44] resources,including
[44] including,worksheets
[44] worksheets,quizzes
[44] quizzes,ks3

Top Word Pairs in Tweet in G5:
[48] #sschat,#scichat
[45] #engchat,#elachat
[33] #mschat,#engchat
[31] #scichat,#ngsschat
[31] #mschat,#ellchat
[29] #scichat,#sschat
[28] #engchat,#scichat
[27] #elachat,#ellchat
[25] #scichat,#mathchat
[24] #edchat,#educoach

Top Word Pairs in Tweet in G6:
[45] visit,volcanoes
[45] volcanoes,engineer
[45] engineer,robots
[45] explore,oceans
[45] oceans,yes
[45] yes,please
[45] please,#natgeo
[45] #natgeo,#scichat
[44] robots,explore
[44] #scichat,#sschat

Top Word Pairs in Tweet in G7:
[10] #educhat,#ukedchat
[9] #science,#scichat
[8] science,teachers
[8] #ukedchat,#teachers
[7] #stem,#steam
[7] teachers,tips
[7] tips,creating
[7] creating,safe
[7] safe,space
[7] space,teaching

Top Word Pairs in Tweet in G8:
[14] #scichat,#edchat
[13] #edchat,#scichat
[9] #scichat,#scied
[9] #twigsciencereporter,summer
[9] summer,school
[8] #scied,#stem
[7] #twigsciencereporter,fact
[7] fact,pack
[7] œ,elects
[7] elects,first

Top Word Pairs in Tweet in G9:
[42] 100's,best
[42] best,science
[42] science,edtech
[42] edtech,links
[42] links,curated
[42] curated,each
[42] each,month
[42] month,#scichat
[42] #scichat,#controlaltachieve
[40] ericcurts,100's

Top Word Pairs in Tweet in G10:
[9] #engchat,#elachat
[8] join,#games4ed
[8] assignment,explores
[8] explores,animal
[8] animal,behavior
[8] behavior,asking
[8] asking,students
[8] students,make
[8] make,predictions
[8] predictions,based

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ncse
@natgeoeducation
@garym
@praxismedhat
@middleweb
@thease
@weareteachers
@insidenatgeo
@ericcurts
@nasa

Top Mentioned in G1:
@ncse
@ncsereid
@garym
@michaelemann
@johnfocook
@cc_yale
@nytimes
@danjonesocean
@khayhoe
@natgeo

Top Mentioned in G2:
@natgeoeducation
@insidenatgeo
@nasa
@googleearth
@natgeomuseum
@wasfia
@garym
@mrqphoto
@paulsalopek
@raewynngrant

Top Mentioned in G3:
@garym
@praxismedhat
@ncse
@gwardis
@medicinehatnews
@edulastic
@ysc_sjc
@natgeoeducation
@thekidshouldsee
@educatoral

Top Mentioned in G4:
@thease
@mrmwilby
@rsc_eic
@dave2004b
@uniofyork
@mrkishorevyas
@benrogersedu
@grevster73
@millgatehouseed
@uottawa

Top Mentioned in G5:
@middleweb
@tanellclassroom
@larryferlazzo
@amle
@jheiding
@nsta
@ritaplatt
@ncte
@sundaycummins
@pmgmcgee

Top Mentioned in G6:
@weareteachers
@nickelodeon
@pintobeanz11
@ncse

Top Mentioned in G7:
@tcbird1
@iegsolar
@mjjohnson1216

Top Mentioned in G8:
@karenblumberg
@twigeducation
@inqits
@sciencebits
@ngssphenomena
@youtube
@ngss_tweeps
@natgeoeducation
@insidenatgeo
@officialngss

Top Mentioned in G9:
@ericcurts

Top Mentioned in G10:
@mpilakow
@pentaclethra
@activelylearn
@teacher2teacher
@jcasatodd
@matthewfarber
@joshieg9
@33heupel
@beyondbluegame
@kayedsabrina

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@hrblock_21
@evankirstel
@bannerite
@upma23
@femtech_
@eddarrell
@lizditz
@billnigh
@frecklesxx20

Top Tweeters in G1:
@lizditz
@frecklesxx20
@huffpost
@nytimes
@washingtonpost
@annie5133
@phpress
@cnn
@wildwestpie
@shitake_reverse

Top Tweeters in G2:
@southerngemgal
@bar_zie
@saludhealthinfo
@thecuriousluke
@apuelhindu
@lethalwc_usa
@jag_____
@kellyklock4
@prqosjdyofn1ylj
@evereeze

Top Tweeters in G3:
@billnigh
@suepeac
@softgrasswalker
@feralartist
@keelingcurve_9
@alan_poirier
@matthewshirts
@rnomics
@megloops
@losivad

Top Tweeters in G4:
@ambeautifulshow
@drpaulitious
@doc_kristy
@everburningfire
@viciascience
@radley_and_me
@needhaml56
@berry1_mp
@drdav
@oboelizzy

Top Tweeters in G5:
@larryferlazzo
@ncte
@terriah01
@courosa
@pdkmom
@wndxlori
@paulsolarz
@heinemannpub
@bivey
@mssalvac

Top Tweeters in G6:
@vievararosel
@ahmedmanik3
@katherineislay
@elizawallace27
@poetsmom
@nickelodeon
@goldenapplefoun
@svta08
@weareteachers
@yegnho

Top Tweeters in G7:
@takapapacom
@gothamknowledge
@clcsimon
@mjjohnson1216
@noapp4pedagogy
@mrbadura
@ieducator
@drmcgettigan
@suddenlyquiet
@internet4classr

Top Tweeters in G8:
@femtech_
@hdpr2016
@spark_radio_net
@grammasheri
@undecidedname4
@mackmckelvey
@karenblumberg
@jimlynchcodes
@youtube
@nbpts

Top Tweeters in G9:
@liwanageugene
@halegrex
@aktoman
@speechterepi
@coordenadortic
@kwinsper
@lcarterdas
@shams_khairun
@jodylo
@amolarora

Top Tweeters in G10:
@lilbumblebeartv
@ajc
@stream_caster
@rdene915
@teacher2teacher
@skymazef3
@tarafarah7
@outbackeco
@irvspanish
@conversationus


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