scichat, Twitter, 8/30/2020 12:49:53 AM, 233860


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scichat_2020-08-29_17-00-45.xlsx
scichat_2020-08-29_17-00-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 30, 2020
Short Description:
scichat via NodeXL https://bit.ly/3lpNdWF
@ncse
@garym
@natgeoeducation
@middleweb
@thease
@stem_ai
@praxismedhat
@newshourextra
@weareteachers
@ericcurts

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

Description:
Description
The graph represents a network of 2,628 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 Sunday, 30 August 2020 at 00:15 UTC.

The requested start date was Saturday, 29 August 2020 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 88-day, 15-hour, 3-minute period from Monday, 01 June 2020 at 08:41 UTC to Friday, 28 August 2020 at 23:45 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 : 2628
Unique Edges : 1482
Edges With Duplicates : 9556
Total Edges : 11038
Number of Edge Types : 5
Retweet : 3736
MentionsInRetweet : 4670
Mentions : 1028
Tweet : 1580
Replies to : 24
Self-Loops : 1833
Reciprocated Vertex Pair Ratio : 0.0329701834862385
Reciprocated Edge Ratio : 0.0638356924784901
Connected Components : 192
Single-Vertex Connected Components : 77
Maximum Vertices in a Connected Component : 2135
Maximum Edges in a Connected Component : 10228
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.149157
Graph Density : 0.000521889823452625
Modularity : 0.296551
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 2,628 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 Sunday, 30 August 2020 at 00:15 UTC.

The requested start date was Saturday, 29 August 2020 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 88-day, 15-hour, 3-minute period from Monday, 01 June 2020 at 08:41 UTC to Friday, 28 August 2020 at 23:45 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:
[57] https://docs.google.com/forms/d/e/1FAIpQLSfcSTdZ_24ASquLUpzD6Df-t7Ib6ob4i2nJIqrt0vKpfLsJFQ/viewform?usp=sf_link
[50] https://www.patreon.com/calcpage2020
[42] https://www.controlaltachieve.com/p/science-links.html
[32] https://blog.google/products/search/travel-back-time-ar-dinosaurs-search/
[30] https://twitch.tv/sciencestreams
[26] https://ncse.ngo/making-sense-COVID-19-mortality-disparities
[20] https://www.theguardian.com/us-news/2020/aug/04/what-can-you-do-to-fight-the-climate-crisis
[15] https://www.ase.org.uk/membership
[15] https://www.edutopia.org/article/adapting-science-lessons-distance-learning
[14] https://anchor.fm/climate-scientists/episodes/Michael-Mann-The-New-Climate-War-eg0pd4

Top URLs in Tweet in G1:
[24] https://ncse.ngo/making-sense-COVID-19-mortality-disparities
[18] https://www.theguardian.com/us-news/2020/aug/04/what-can-you-do-to-fight-the-climate-crisis
[14] https://anchor.fm/climate-scientists/episodes/Michael-Mann-The-New-Climate-War-eg0pd4
[11] https://alumni.berkeley.edu/california-magazine/summer-2020/michael-mann-on-climate-denial-and-doom
[10] https://www.carbonbrief.org/scientists-discover-new-human-fingerprint-on-global-drought-patterns
[10] https://www.scientificamerican.com/article/antarcticas-ice-shelves-have-lost-millions-of-metric-tons-of-ice/
[10] https://naturalhistory.si.edu/events/video-webinar-science-how-smithsonians-dinosaurs-paleontologist-and-curator-dinosauria-matt
[9] https://ncse.ngo/will-herd-immunity-save-us
[8] https://www.nationalgeographic.com/science/2020/06/what-100-degree-day-siberia-means-climate-change/
[8] https://www.smithsonianmag.com/smart-news/study-suggests-humans-invented-string-least-120000-years-ago-180975286/

Top URLs in Tweet in G2:
[9] https://sharemylesson.com/todays-news-tomorrows-lesson/stem-lesson-plans
[8] https://globalnews.ca/
[8] https://www.pressreader.com/article/281779926367657
[7] https://www.nytimes.com/2020/08/08/science/dolphins-fingers-ichthyosaurs.html?smid=tw-share
[7] https://www.pressreader.com/article/281771336460179
[7] https://medicalxpress.com/news/2020-08-antiviral-cat-coronavirus-sars-cov-.html
[6] https://www.futurity.org/bitter-tastes-beer-preference-2392902/
[6] https://scitechdaily.com/fascinating-evolution-of-white-thistle-down-velvet-ants-which-are-actually-wasps-in-disguise/
[6] https://www.pressreader.com/article/281822876053973
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=232190

Top URLs in Tweet in G3:
[3] https://docs.google.com/document/d/1b_Cm7POSZulIZjVQvBVENO6LKIY59uQ7u8RNLShMdKI/edit#bookmark=id.ws51wi9hogzl
[2] https://www.nationalgeographic.org/media/simoc/
[2] http://www.inqits.com
[1] https://kids.nationalgeographic.com/videos/weirdest-bestest-truest/#/1322542147625
[1] https://www.nationalgeographic.org/maps/earths-tectonic-plates/
[1] https://www.nationalgeographic.org/topics/resource-library-age-earth/?q=&page=1&per_page=25
[1] https://www.nationalgeographic.com/family/3-easy-science-experiments-for-kids-to-try/
[1] https://www.nationalgeographic.org/activity/how-scientists-name-things/
[1] https://twitter.com/i/web/status/1273753083147927554
[1] https://www.nationalgeographic.org/topics/dinosaurs/?q=&page=1&per_page=25

Top URLs in Tweet in G4:
[15] https://www.ase.org.uk/membership
[8] https://www.ase.org.uk/news/ase-coronavirus-resources-free-covid-19-science-education-support-webinar-series
[5] https://www.ase.org.uk/news/best-steps-brand-new-free-ase-resource-gcse-science-teachers
[4] https://www.millgatehouse.co.uk/product/enquiring-explorers-space/
[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.ase.org.uk/news/ase-summer-conference-session-recordings-now-available
[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

Top URLs in Tweet in G5:
[55] https://docs.google.com/forms/d/e/1FAIpQLSfcSTdZ_24ASquLUpzD6Df-t7Ib6ob4i2nJIqrt0vKpfLsJFQ/viewform?usp=sf_link
[1] https://twitter.com/i/web/status/1293152968984997890
[1] https://www.pbs.org/newshour/extra/daily-videos/coronavirus-update-where-things-stand-three-months-into-quarantine/
[1] https://www.pbs.org/newshour/extra/lessons-plans/lesson-plan-inventing-beyond-recycling/
[1] https://www.pbs.org/newshour/extra/daily-videos/summer-coronavirus-wave-scrambles-re-opening-plans/
[1] https://twitter.com/i/web/status/1273740441217830915
[1] https://twitter.com/i/web/status/1282336586944872455
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-02083-0
[1] https://twitter.com/nick_kapur/status/1283261781008437248
[1] https://www.pbs.org/newshour/extra/daily-videos/what-does-spacex-and-nasas-partnership-really-mean/

Top URLs in Tweet in G6:
[6] https://www.hmhco.com/blog/discussing-sensitive-topics-in-the-science-classroom
[3] https://immersive-theatres.com/book-now
[2] https://iconohash.com:443/scichat/2020-08-23
[1] https://starinastar.com/moon-phases-names-an-easy-way-to-remember/
[1] http://gitwisters.com/gitwisters/
[1] https://www.nimh.nih.gov/health/publications/get-excited-about-the-brain/index.shtml
[1] https://paper.li/takapapacom/fav?edition_id=3135e0e0-a6fe-11ea-9cc6-0cc47a0d164b
[1] https://twitter.com/i/web/status/1270408734032961542
[1] https://twitter.com/i/web/status/1270521310611820544
[1] https://twitter.com/i/web/status/1270641078522216450

Top URLs in Tweet in G7:
[39] https://www.controlaltachieve.com/p/science-links.html
[31] https://blog.google/products/search/travel-back-time-ar-dinosaurs-search/
[4] http://chemcollective.org/vlabs
[2] https://artsexperiments.withgoogle.com/nasasvisualuniverse
[2] https://www.edutopia.org/article/12-inspiring-stem-books-girls-emelina-minero
[1] http://www.controlaltachieve.com/p/science-links.html

Top URLs in Tweet in G8:
[9] https://globalscg.org/south-jakarta-secondary-teachers-needed/
[8] https://globalscg.org/west-jakarta-teachers-needed/
[6] https://www.sfchronicle.com/health/article/With-coronavirus-antibodies-fading-fast-focus-15414533.php?utm_campaign=CMS%20Sharing%20Tools%20(Premium)&utm_source=t.co&utm_medium=referral
[4] https://globalscg.org/karachi-pakistan-teachers-needed/
[3] http://tweenteacher.com/2014/10/30/the-full-interview-with-dr-spiros-michalakis/
[3] https://www.amazon.com/dp/B01I499BNA?ref_=assoc_tag_ph_1515018135680&_encoding=UTF8&camp=1789&creative=9325&linkCode=pf4&tag=berbunson-20&linkId=0791a119ea96f59085976104cf0309b8
[3] https://www.nytimes.com/interactive/2020/07/17/upshot/coronavirus-face-mask-map.html?smid=tw-share
[3] https://globalscg.org/faculty-search-oman-western-asia/
[3] http://www.nativeamericanscience.org/courses/native-and-western-views-of-nature/indigenous-concepts-of-science/indigenous-science-notes
[2] https://www.proedtn.org/page/ERSTEM2

Top URLs in Tweet in G9:
[2] https://blog.tcea.org/lab-diagrams-with-chemix/
[1] https://blog.tcea.org/digital-physics-with-physics-classroom/
[1] https://blog.tcea.org/free-computer-science-tools/
[1] https://www.weareteachers.com/free-science-activity-guide/

Top URLs in Tweet in G10:
[50] https://www.patreon.com/calcpage2020
[5] https://docs.google.com/forms/d/e/1FAIpQLSdUlg-FNa0A7cv4VXOHJuCMdr48mUyShV5E8l0k4nd_cx-GZg/viewform
[4] https://www.edutopia.org/article/adapting-science-lessons-distance-learning
[4] https://educatoral.wordpress.com/2020/07/13/sharing-diigo-links-and-resources-weekly-123/
[4] https://www.patreon.com:443/calcpage2020?utm_medium=social&utm_source=twitter&utm_campaign=creatorshare
[4] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3246_the_smithsonian_national_zoo_activities_you_can_do_at_home.htm
[3] http://educatoral.com/wordpress/2020/05/29/11th-week-of-school-closure/
[3] http://educatoral.com/wordpress/2020/06/12/blended-and-flipped-the-new-norm/
[3] https://educatoral.wordpress.com/2020/06/28/sharing-diigo-links-and-resources-weekly-121/
[3] https://educatoral.wordpress.com/2020/08/02/sharing-diigo-links-and-resources-weekly-126/

Top Domains
Top Domains in Tweet in Entire Graph:
[551] twitter.com
[140] ncse.ngo
[133] patreon.com
[91] nasa.gov
[82] google.com
[78] sciencenews.org
[76] cbc.ca
[74] youtube.com
[71] paper.li
[69] smithsonianmag.com

Top Domains in Tweet in G1:
[126] ncse.ngo
[55] sciencenews.org
[44] theguardian.com
[41] twitter.com
[37] nytimes.com
[35] smithsonianmag.com
[26] carbonbrief.org
[18] scientificamerican.com
[17] yaleclimateconnections.org
[15] sciencemag.org

Top Domains in Tweet in G2:
[135] twitter.com
[72] cbc.ca
[58] scitechdaily.com
[43] theconversation.com
[34] smithsonianmag.com
[32] pressreader.com
[31] nature.com
[30] paper.li
[26] youtube.com
[23] sciencenews.org

Top Domains in Tweet in G3:
[45] twitter.com
[37] nationalgeographic.org
[8] nationalgeographic.com
[4] google.com
[2] inqits.com
[1] youtube.com
[1] lithub.com
[1] rutgers.edu
[1] bit.ly
[1] festeredu.com

Top Domains in Tweet in G4:
[38] org.uk
[23] twitter.com
[9] rsc.org
[8] co.uk
[2] vimeo.com
[2] youtube.com

Top Domains in Tweet in G5:
[55] google.com
[5] pbs.org
[4] twitter.com
[1] nature.com
[1] paper.li
[1] weareteachers.com

Top Domains in Tweet in G6:
[46] twitter.com
[10] paper.li
[6] hmhco.com
[4] immersive-theatres.com
[2] nih.gov
[2] google.com
[2] blogspot.com
[2] youtube.com
[2] iconohash.com
[1] starinastar.com

Top Domains in Tweet in G7:
[40] controlaltachieve.com
[31] blog.google
[4] chemcollective.org
[2] withgoogle.com
[2] edutopia.org

Top Domains in Tweet in G8:
[26] globalscg.org
[24] twitter.com
[6] sfchronicle.com
[5] tweenteacher.com
[4] theguardian.com
[4] nytimes.com
[3] amazon.com
[3] economist.com
[3] nativeamericanscience.org
[2] proedtn.org

Top Domains in Tweet in G9:
[4] tcea.org
[1] weareteachers.com

Top Domains in Tweet in G10:
[125] patreon.com
[51] twitter.com
[29] instagram.com
[19] teacheridea.com
[17] wordpress.com
[8] educatoral.com
[5] google.com
[4] edutopia.org
[3] pugetsoundinstitute.org
[3] freetech4teachers.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2808] scichat
[608] science
[511] stem
[474] scicomm
[353] edchat
[280] edtech
[273] mathchat
[230] climatechange
[216] scied
[209] sschat



Top Hashtags in Tweet in G1:
[514] scichat
[368] scicomm
[174] climatechange
[97] evolution
[69] scied
[64] covid
[47] dinosaurs
[45] coronavirus
[26] sciteachers
[15] climatescience

Top Hashtags in Tweet in G2:
[1062] scichat
[271] science
[202] stem
[124] sschat
[124] mschat
[105] engchat
[98] medhat
[89] mathchat
[88] edchat
[88] elachat

Top Hashtags in Tweet in G3:
[86] scichat
[47] science
[41] edchat
[27] infographic
[24] k12
[21] resourcelibrary
[20] interactive
[19] resource
[15] stem
[10] womeninstem

Top Hashtags in Tweet in G4:
[70] scied
[63] scichat
[40] asechat
[36] prisci
[32] edutwitter
[14] ukedchat
[10] mooc
[7] edchat
[6] teamscience
[5] edutweet

Top Hashtags in Tweet in G5:
[22] civics
[15] scichat
[12] stem
[8] sschat
[8] ngsschat
[7] currentevents
[5] scitlap
[4] engchat
[3] ngss
[3] apush

Top Hashtags in Tweet in G6:
[76] scichat
[18] edchat
[14] stem
[13] science
[13] ukedchat
[10] educhat
[10] education
[9] ntchat
[9] students
[8] steam

Top Hashtags in Tweet in G7:
[75] scichat
[40] controlaltachieve
[31] gsuiteedu
[31] googleedu
[31] google3d
[7] edtech
[2] edchat
[2] stemchat
[2] k12

Top Hashtags in Tweet in G8:
[90] scichat
[35] mathchat
[29] edchat
[19] engchat
[17] education
[16] math
[15] sschat
[15] teachers
[15] edu
[14] globlascg

Top Hashtags in Tweet in G9:
[5] scichat
[3] physics
[3] stem
[2] steam
[2] science
[1] compsci
[1] edtech
[1] edchat
[1] edleaders
[1] education

Top Hashtags in Tweet in G10:
[183] scichat
[162] edtech
[116] science
[111] mathchat
[106] maths
[98] mathematics
[96] math
[83] mathteacher
[78] computerscience
[76] calculus

Top Words
Top Words in Tweet in Entire Graph:
[2803] #scichat
[1003] ncse
[1002] science
[609] #science
[546] garym
[509] #stem
[474] #scicomm
[429] natgeoeducation
[429] more
[351] #edchat

Top Words in Tweet in G1:
[833] ncse
[513] #scichat
[368] #scicomm
[173] #climatechange
[166] science
[142] michaelemann
[140] more
[110] climate
[98] warming
[97] #evolution

Top Words in Tweet in G2:
[1061] #scichat
[526] garym
[271] #science
[250] science
[202] #stem
[178] news
[167] ncse
[162] 'science
[161] smarts'
[159] praxismedhat

Top Words in Tweet in G3:
[375] natgeoeducation
[89] learners
[86] #scichat
[86] alert
[84] insidenatgeo
[72] explorer
[62] use
[58] collection
[56] resource
[56] human

Top Words in Tweet in G4:
[252] thease
[125] ase
[101] resources
[99] 20
[77] join
[70] #scied
[67] help
[64] left
[63] #scichat
[60] one

Top Words in Tweet in G5:
[122] newshourextra
[80] school
[70] voice
[69] reopening
[68] newshour
[56] pbs
[56] educators
[54] turn
[54] heard
[54] use

Top Words in Tweet in G6:
[76] #scichat
[28] more
[21] science
[18] #edchat
[15] teachers
[14] #stem
[13] #science
[13] teach
[13] #ukedchat
[11] call

Top Words in Tweet in G7:
[75] #scichat
[73] ericcurts
[41] science
[40] 100's
[40] best
[40] edtech
[40] links
[40] curated
[40] each
[40] month

Top Words in Tweet in G8:
[90] #scichat
[39] teachers
[35] #mathchat
[29] science
[29] #edchat
[28] more
[28] visit
[26] faculty
[26] searches
[26] needed

Top Words in Tweet in G9:
[56] science
[55] tcea
[51] teachers
[51] love
[51] free
[51] online
[51] tool
[51] chemix
[51] allows
[51] students

Top Words in Tweet in G10:
[183] #scichat
[162] #edtech
[116] #science
[111] #mathchat
[106] #maths
[98] #mathematics
[96] #math
[88] patreon
[83] #mathteacher
[78] #computerscience

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[403] #scichat,#scicomm
[188] #science,#scichat
[161] 'science,smarts'
[150] #mathchat,#scichat
[143] #scichat,#stem
[143] praxis,'science
[140] covid,19
[121] science,teachers
[120] #climatechange,#scichat
[118] smarts',column

Top Word Pairs in Tweet in G1:
[347] #scichat,#scicomm
[97] #climatechange,#scichat
[70] human,caused
[62] #covid,19
[62] ncse,more
[55] first,half
[54] half,2020
[54] 2020,continued
[54] continued,reflect
[54] reflect,profound

Top Word Pairs in Tweet in G2:
[161] 'science,smarts'
[143] praxis,'science
[136] #science,#scichat
[118] smarts',column
[98] #scichat,#stem
[89] covid,19
[84] #medhat,news
[72] cbc,news
[64] column,#medhat
[64] #sschat,#scichat

Top Word Pairs in Tweet in G3:
[72] insidenatgeo,explorer
[55] resource,alert
[50] natgeoeducation,resource
[31] collection,alert
[27] natgeoeducation,don
[25] #scichat,#science
[25] don,take
[25] take,kids
[25] kids,over
[25] over,world

Top Word Pairs in Tweet in G4:
[59] join,ase
[36] thease,join
[30] left,secure
[27] days,left
[26] 20,individual
[26] individual,memberships
[26] recent,webinar
[26] 20,membership
[24] summer,conference
[24] week,left

Top Word Pairs in Tweet in G5:
[69] school,reopening
[56] pbs,newshour
[54] educators,turn
[54] turn,voice
[54] voice,heard
[54] heard,school
[54] reopening,use
[54] use,link
[54] link,send
[54] newshourextra,educators

Top Word Pairs in Tweet in G6:
[11] call,whatsapp
[10] more,details
[10] details,call
[10] whatsapp,91
[9] science,teachers
[8] teach,more
[8] #students,#school
[8] #educhat,#ukedchat
[7] teachers,tips
[7] tips,creating

Top Word Pairs in Tweet in G7:
[40] 100's,best
[40] best,science
[40] science,edtech
[40] edtech,links
[40] links,curated
[40] curated,each
[40] each,month
[40] month,#scichat
[40] #scichat,#controlaltachieve
[39] ericcurts,100's

Top Word Pairs in Tweet in G8:
[26] faculty,searches
[26] teachers,needed
[26] needed,more
[26] more,information
[26] information,visit
[16] visit,contact
[16] contact,search
[15] search,globalscg
[15] globalscg,org
[15] #teachers,#education

Top Word Pairs in Tweet in G9:
[51] science,teachers
[51] teachers,love
[51] love,free
[51] free,online
[51] online,tool
[51] tool,chemix
[51] chemix,allows
[51] allows,students
[51] students,create
[51] create,lab

Top Word Pairs in Tweet in G10:
[109] #edtech,#mathchat
[104] #mathchat,#scichat
[96] #scichat,#math
[96] #math,#maths
[96] #maths,#mathematics
[83] #mathematics,#mathteacher
[71] #mathteacher,#computerscience
[71] #computerscience,#computer
[66] #calculus,#sagemath
[66] #sagemath,#sagecell

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

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

Top Mentioned in G2:
@garym
@ncse
@praxismedhat
@middleweb
@medicinehatnews
@gwardis
@weareteachers
@natgeoeducation
@thease
@innovatemyschl

Top Mentioned in G3:
@natgeoeducation
@insidenatgeo
@wasfia
@inqits
@imogennapper
@ashadevos
@mrpiercey
@karenblumberg
@paulsalopek
@rutgersu

Top Mentioned in G4:
@thease
@bestevsciteach
@mrkishorevyas
@dave2004b
@uniofyork
@rsc_eic
@schoolscience
@grevster73
@millgatehouseed
@flaviabelhamphd

Top Mentioned in G5:
@newshourextra
@newshour
@texastribune
@ncse
@milesobrien
@jhsph_chs
@jennifernuzzo
@wmbrangham
@alcsbmrhall

Top Mentioned in G7:
@ericcurts
@jlubinsky

Top Mentioned in G8:
@karenblumberg
@middleweb
@schill_dawg
@htheijsmeijer
@jackiegerstein
@judyarzt
@global_scg
@readysetgrowth
@mpilakow
@tweenteacher

Top Mentioned in G9:
@tcea
@mglearn
@weareteachers

Top Mentioned in G10:
@calcpage
@educatoral
@justonegiantlab
@ludigencia
@mmnu
@opencovid19
@drleorios
@coetail
@melloluiz2
@networkscied

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@independent
@evankirstel
@thehill
@femtech_
@givemepie360
@rosenchild
@marthalynneowe1
@eddarrell
@billnigh

Top Tweeters in G1:
@independent
@thehill
@givemepie360
@eddarrell
@ken_crichlow
@cnbsnana
@mikereesem
@nytimes
@neilyoungsaveus
@washingtonpost

Top Tweeters in G2:
@marthalynneowe1
@billnigh
@globeandmail
@allan_crawshaw
@suepeac
@mjoehlerich
@larryferlazzo
@macchica26
@alan_poirier
@engadget

Top Tweeters in G3:
@femtech_
@rosenchild
@loyalfan1
@birdwriter7
@southerngemgal
@vrikson_acosta
@jadaateawaffle
@sanketdhende
@bexxmodd
@bmooney12341

Top Tweeters in G4:
@ambeautifulshow
@leotoaquarius
@13scidave
@dorothyaidulis
@hrogerson
@phoare1963
@viciascience
@needhaml56
@drdav
@oboelizzy

Top Tweeters in G5:
@robinmcouch
@johnnydee62
@weirmb
@raesnape
@gingin21
@voter1vote
@korytellers
@newshour
@gawlinskilaura
@susansternberg

Top Tweeters in G6:
@courosa
@ictmagic
@iconohash
@takapapacom
@gothamknowledge
@kimcormack
@dprindle
@permafrog
@mrbadura
@gregkulowiec

Top Tweeters in G7:
@liwanageugene
@halegrex
@aktoman
@dannynic
@speechterepi
@coordenadortic
@crimminskm
@jillbromen
@kwinsper
@lcarterdas

Top Tweeters in G8:
@zdnet
@nikfarmath
@shellterrell
@campuscodi
@marick
@iteachmathall
@davidwees
@aquarium
@scornedwoman
@fnoschese

Top Tweeters in G9:
@naomiharm
@jroach4522
@instructionalle
@bluebutterflysm
@efrenr
@tcea
@nlakusta
@eplybon
@scot_wright
@kelleyjandrews

Top Tweeters in G10:
@evankirstel
@newsneus
@scalarhumanity
@eco1start
@sardimperium
@techinsider
@mcleod
@classroomcrafts
@ismamullor
@seriousgames123


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