scichat, Twitter, 8/9/2020 12:26:11 AM, 232190


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scichat_2020-08-08_17-00-45.xlsx
scichat_2020-08-08_17-00-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 09, 2020
Short Description:
scichat via NodeXL https://bit.ly/3kudgey
@ncse
@garym
@natgeoeducation
@middleweb
@thease
@stem_ai
@smr_foundation
@praxismedhat
@newshourextra
@ericcurts

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

Description:
Description
The graph represents a network of 2,125 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, 09 August 2020 at 00:17 UTC.

The requested start date was Saturday, 08 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 67-day, 15-hour, 18-minute period from Monday, 01 June 2020 at 08:41 UTC to Friday, 07 August 2020 at 23:59 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 : 2125
Unique Edges : 1215
Edges With Duplicates : 7264
Total Edges : 8479
Number of Edge Types : 5
Mentions : 806
Tweet : 1189
Retweet : 2875
MentionsInRetweet : 3594
Replies to : 15
Self-Loops : 1383
Reciprocated Vertex Pair Ratio : 0.0314285714285714
Reciprocated Edge Ratio : 0.0609418282548476
Connected Components : 158
Single-Vertex Connected Components : 65
Maximum Vertices in a Connected Component : 1670
Maximum Edges in a Connected Component : 7689
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.081164
Graph Density : 0.000639858203168273
Modularity : 0.312727
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 2,125 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, 09 August 2020 at 00:17 UTC.

The requested start date was Saturday, 08 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 67-day, 15-hour, 18-minute period from Monday, 01 June 2020 at 08:41 UTC to Friday, 07 August 2020 at 23:59 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
[43] https://www.controlaltachieve.com/p/science-links.html
[31] https://blog.google/products/search/travel-back-time-ar-dinosaurs-search/
[20] https://ncse.ngo/making-sense-COVID-19-mortality-disparities
[19] https://twitch.tv/sciencestreams
[16] 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
[13] https://alumni.berkeley.edu/california-magazine/summer-2020/michael-mann-on-climate-denial-and-doom

Top URLs in Tweet in G1:
[18] https://ncse.ngo/making-sense-COVID-19-mortality-disparities
[16] 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://naturalhistory.si.edu/events/video-webinar-science-how-smithsonians-dinosaurs-paleontologist-and-curator-dinosauria-matt
[8] https://www.smithsonianmag.com/smart-news/study-suggests-humans-invented-string-least-120000-years-ago-180975286/
[8] https://www.nationalgeographic.com/science/2020/06/what-100-degree-day-siberia-means-climate-change/
[7] https://www.theguardian.com/world/2020/jun/12/what-kind-of-face-mask-gives-the-best-protection-against-coronavirus
[7] https://ncse.ngo/new-ncsepenn-state-survey-finds-impressive-gains-evolution-education

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.edutopia.org/article/adapting-science-lessons-distance-learning
[7] https://www.pressreader.com/article/281771336460179
[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=229955
[5] https://www.cbc.ca/news/technology/comet-neowise-1.5639220?__vfz=medium%3Dsharebar

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://www.youtube.com/watch?v=-XXWHn2WT_E&list=PLLvbESajcYXXHvsRE-fycWHtZT64s_SXX&index=5&t=0s

[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:
[55] https://docs.google.com/forms/d/e/1FAIpQLSfcSTdZ_24ASquLUpzD6Df-t7Ib6ob4i2nJIqrt0vKpfLsJFQ/viewform?usp=sf_link
[1] https://www.pbs.org/newshour/extra/daily-videos/why-record-covid-19-testing-is-not-enough/
[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 G5:
[15] https://www.ase.org.uk/membership
[4] 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
[2] https://www.ase.org.uk/news/ase-coronavirus-resources-free-covid-19-science-education-support-webinar-series

Top URLs in Tweet in G6:
[41] https://www.controlaltachieve.com/p/science-links.html
[31] https://blog.google/products/search/travel-back-time-ar-dinosaurs-search/
[2] https://www.edutopia.org/article/12-inspiring-stem-books-girls-emelina-minero
[1] https://gizmodo.com/these-are-some-of-the-best-citizen-science-projects-you-1844243370

Top URLs in Tweet in G7:
[6] https://www.hmhco.com/blog/discussing-sensitive-topics-in-the-science-classroom
[4] https://eduk8.me/?p=12293
[4] https://eduk8.me/?p=9043
[4] https://eduk8.me/?p=11928
[2] https://blog.tcea.org/free-computer-science-tools/
[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

Top URLs in Tweet in G8:
[4] https://preview.edulastic.com/d/cp?eAId=135141
[4] https://www.edutopia.org/article/adapting-science-lessons-distance-learning
[3] http://www.nasa.gov/press-release/nasa-astronaut-aboard-space-station-to-answer-girl-scouts-questions
[3] http://www.nasa.gov/press-release/nasa-announces-astronauts-to-fly-on-spacex-crew-2-mission-to-space-station
[3] https://twitter.com/techinsider/status/1281437796289384448
[3] https://twitter.com/i/events/1290179809411129344
[3] https://www.youtube.com/watch?v=aIMWowoaDik&list=PLVmLElYhTdJN-wUOadxGgcbpyHNj5ck52&index=4

[3] https://edulastic.com/blog/robust-rubrics/
[2] http://www.nasa.gov/press-release/nasa-partner-space-agencies-amass-global-view-of-covid-19-impacts
[2] http://www.nasa.gov/press-release/nasa-astronauts-in-space-to-discuss-upcoming-spacex-crew-dragon-return

Top URLs in Tweet in G9:
[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
[6] https://www.proedtn.org/page/ERSTEM2
[4] https://globalscg.org/karachi-pakistan-teachers-needed/
[3] https://www.nytimes.com/interactive/2020/07/17/upshot/coronavirus-face-mask-map.html?smid=tw-share
[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://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://apps.momath.org/venus/

Top URLs in Tweet in G10:
[1] https://blog.tcea.org/lab-diagrams-with-chemix/
[1] https://blog.tcea.org/free-computer-science-tools/

Top Domains
Top Domains in Tweet in Entire Graph:
[428] twitter.com
[102] ncse.ngo
[82] google.com
[71] youtube.com
[69] nasa.gov
[62] sciencenews.org
[61] theguardian.com
[54] paper.li
[52] scitechdaily.com
[50] nytimes.com

Top Domains in Tweet in G1:
[94] ncse.ngo
[43] sciencenews.org
[42] theguardian.com
[35] twitter.com
[29] nytimes.com
[25] carbonbrief.org
[23] smithsonianmag.com
[18] yaleclimateconnections.org
[16] sciencemag.org
[14] anchor.fm

Top Domains in Tweet in G2:
[122] twitter.com
[52] scitechdaily.com
[44] cbc.ca
[37] theconversation.com
[28] pressreader.com
[26] nature.com
[25] wordpress.com
[25] paper.li
[23] youtube.com
[22] smithsonianmag.com

Top Domains in Tweet in G3:
[36] twitter.com
[30] nationalgeographic.org
[6] nationalgeographic.com
[4] google.com
[2] inqits.com
[1] youtube.com
[1] amazon.com
[1] festeredu.com
[1] edulastic.com
[1] steampoweredpoetry.com

Top Domains in Tweet in G4:
[55] google.com
[5] pbs.org
[3] twitter.com
[1] nature.com
[1] paper.li
[1] weareteachers.com

Top Domains in Tweet in G5:
[30] org.uk
[17] twitter.com
[9] rsc.org
[7] co.uk
[2] youtube.com
[1] vimeo.com

Top Domains in Tweet in G6:
[41] controlaltachieve.com
[31] blog.google
[2] edutopia.org
[1] gizmodo.com

Top Domains in Tweet in G7:
[38] twitter.com
[12] eduk8.me
[8] paper.li
[6] hmhco.com
[3] tcea.org
[2] nih.gov
[2] google.com
[2] blogspot.com
[2] youtube.com
[1] starinastar.com

Top Domains in Tweet in G8:
[62] nasa.gov
[41] twitter.com
[21] edulastic.com
[9] pbslearningmedia.org
[6] edutopia.org
[5] youtube.com
[3] sciencedaily.com
[1] arstechnica.com
[1] google.com
[1] wgbh.org

Top Domains in Tweet in G9:
[26] globalscg.org
[24] twitter.com
[6] sfchronicle.com
[6] proedtn.org
[4] theguardian.com
[4] tweenteacher.com
[3] economist.com
[3] nytimes.com
[3] amazon.com
[3] nativeamericanscience.org

Top Domains in Tweet in G10:
[2] tcea.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2141] scichat
[427] science
[343] stem
[342] scicomm
[282] edchat
[183] sschat
[175] climatechange
[151] scied
[144] mathchat
[138] engchat



Top Hashtags in Tweet in G1:
[392] scichat
[274] scicomm
[137] climatechange
[64] evolution
[50] scied
[48] covid
[45] coronavirus
[30] dinosaurs
[15] climate
[15] sciteachers

Top Hashtags in Tweet in G2:
[817] scichat
[227] science
[135] stem
[115] sschat
[107] mschat
[98] engchat
[90] edchat
[77] elachat
[72] mathchat
[71] medhat

Top Hashtags in Tweet in G3:
[67] scichat
[37] science
[33] edchat
[23] k12
[21] resourcelibrary
[19] resource
[13] stem
[13] infographic
[9] womeninstem
[9] ngsschat

Top Hashtags in Tweet in G4:
[17] civics
[15] scichat
[12] stem
[8] sschat
[8] ngsschat
[5] scitlap
[4] engchat
[3] ngss
[3] apush
[3] apgov

Top Hashtags in Tweet in G5:
[54] scied
[54] scichat
[32] prisci
[28] asechat
[25] edutwitter
[14] ukedchat
[7] edchat
[6] teamscience
[5] edutweet
[5] primary

Top Hashtags in Tweet in G6:
[75] scichat
[41] controlaltachieve
[31] gsuiteedu
[31] googleedu
[31] google3d
[3] edchat
[3] k12
[2] edtech
[2] stemchat
[1] tlap

Top Hashtags in Tweet in G7:
[73] scichat
[21] science
[12] edchat
[12] eduk8me
[11] ukedchat
[11] stem
[10] education
[9] educhat
[8] students
[7] ntchat

Top Hashtags in Tweet in G8:
[134] scichat
[57] space
[55] science
[54] stem
[53] aerospace
[22] edulasticscience
[16] edchat
[13] distancelearningday
[11] photo
[11] nasa

Top Hashtags in Tweet in G9:
[83] scichat
[34] mathchat
[22] edchat
[17] engchat
[17] education
[16] stem
[16] math
[15] teachers
[15] edu
[14] globlascg

Top Hashtags in Tweet in G10:
[2] scichat
[1] science
[1] stemchat
[1] compsci
[1] stem
[1] edtech

Top Words
Top Words in Tweet in Entire Graph:
[2136] #scichat
[785] science
[678] ncse
[428] #science
[406] garym
[342] #scicomm
[341] #stem
[334] natgeoeducation
[292] more
[286] students

Top Words in Tweet in G1:
[560] ncse
[391] #scichat
[274] #scicomm
[136] #climatechange
[103] climate
[93] science
[86] warming
[86] human
[84] planet
[71] caused

Top Words in Tweet in G2:
[816] #scichat
[376] garym
[227] #science
[195] science
[135] #stem
[125] news
[118] praxismedhat
[117] ncse
[117] 'science
[117] smarts'

Top Words in Tweet in G3:
[295] natgeoeducation
[78] insidenatgeo
[77] alert
[67] #scichat
[67] explorer
[63] learners
[58] collection
[49] take
[49] over
[48] marine

Top Words in Tweet in G4:
[118] newshourextra
[80] school
[70] voice
[69] reopening
[68] newshour
[56] pbs
[56] educators
[54] turn
[54] heard
[54] use

Top Words in Tweet in G5:
[222] thease
[115] ase
[98] resources
[93] 20
[77] join
[61] help
[58] members
[54] #scied
[54] left
[54] #scichat

Top Words in Tweet in G6:
[75] #scichat
[70] ericcurts
[43] science
[41] 100's
[41] best
[41] edtech
[41] links
[41] curated
[41] each
[41] month

Top Words in Tweet in G7:
[73] #scichat
[27] more
[25] science
[21] #science
[13] teachers
[12] #edchat
[12] teach
[12] #eduk8me
[11] #ukedchat
[11] #stem

Top Words in Tweet in G8:
[139] nasa
[132] #scichat
[57] #space
[55] #science
[53] #aerospace
[53] #stem
[39] science
[36] edulastic
[33] space
[23] students

Top Words in Tweet in G9:
[83] #scichat
[36] teachers
[34] #mathchat
[30] more
[28] visit
[28] science
[26] faculty
[26] searches
[26] needed
[26] information

Top Words in Tweet in G10:
[51] science
[49] tcea
[46] teachers
[46] love
[46] free
[46] online
[46] tool
[46] chemix
[46] allows
[46] students

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[287] #scichat,#scicomm
[145] #science,#scichat
[117] 'science,smarts'
[114] #scichat,#stem
[108] science,teachers
[99] praxis,'science
[97] #sschat,#scichat
[95] covid,19
[90] #climatechange,#scichat
[89] smarts',column

Top Word Pairs in Tweet in G1:
[256] #scichat,#scicomm
[72] #climatechange,#scichat
[71] human,caused
[56] first,half
[55] half,2020
[55] 2020,continued
[55] continued,reflect
[55] reflect,profound
[55] profound,impact
[55] impact,human

Top Word Pairs in Tweet in G2:
[117] 'science,smarts'
[99] praxis,'science
[98] #science,#scichat
[89] smarts',column
[69] #scichat,#stem
[62] #sschat,#scichat
[60] #medhat,news
[52] covid,19
[49] column,#medhat
[48] cbc,news

Top Word Pairs in Tweet in G3:
[67] insidenatgeo,explorer
[46] resource,alert
[42] natgeoeducation,resource
[31] collection,alert
[27] natgeoeducation,don
[25] don,take
[25] take,kids
[25] kids,over
[25] over,world
[25] world,expose

Top Word Pairs in Tweet in G4:
[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 G5:
[59] join,ase
[36] thease,join
[29] left,secure
[27] days,left
[26] 20,individual
[26] individual,memberships
[25] 20,membership
[23] thease,days
[23] current,members
[21] members,20

Top Word Pairs in Tweet in G6:
[41] 100's,best
[41] best,science
[41] science,edtech
[41] edtech,links
[41] links,curated
[41] curated,each
[41] each,month
[41] month,#scichat
[41] #scichat,#controlaltachieve
[40] ericcurts,100's

Top Word Pairs in Tweet in G7:
[10] call,whatsapp
[9] #science,#scichat
[9] more,details
[9] details,call
[9] whatsapp,91
[8] science,teachers
[7] teachers,tips
[7] tips,creating
[7] creating,safe
[7] safe,space

Top Word Pairs in Tweet in G8:
[59] nasa,#scichat
[53] #scichat,#aerospace
[46] #aerospace,#stem
[44] #stem,#science
[44] #science,#space
[18] space,station
[13] doemiso,nasa
[13] nasa,awards
[12] #scichat,#space
[11] #space,#photo

Top Word Pairs in Tweet in G9:
[26] faculty,searches
[26] teachers,needed
[26] needed,more
[26] more,information
[26] information,visit
[16] #mathchat,#scichat
[16] visit,contact
[16] contact,search
[15] search,globalscg
[15] globalscg,org

Top Word Pairs in Tweet in G10:
[46] science,teachers
[46] teachers,love
[46] love,free
[46] free,online
[46] online,tool
[46] tool,chemix
[46] chemix,allows
[46] allows,students
[46] students,create
[46] create,lab

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

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

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

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

Top Mentioned in G4:
@newshourextra
@newshour
@jhsph_chs
@jennifernuzzo
@wmbrangham
@ncse
@milesobrien
@alcsbmrhall
@gilder_lehrman

Top Mentioned in G5:
@thease
@bestevsciteach
@mrkishorevyas
@rsc_eic
@grevster73
@millgatehouseed
@flaviabelhamphd
@senecalearn
@chemdrk
@naomihiscock

Top Mentioned in G6:
@ericcurts
@terratarango
@jlubinsky

Top Mentioned in G8:
@nasa
@edulastic
@jenm42
@natgeoeducation
@doemiso
@gpbeducation
@edutopia
@wgbh_edu
@pbsteachers
@rimwellc

Top Mentioned in G9:
@karenblumberg
@middleweb
@leaderutn
@htheijsmeijer
@jackiegerstein
@judyarzt
@global_scg
@larryferlazzo
@amazonbooks
@robert_kalman

Top Mentioned in G10:
@tcea
@mglearn

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@independent
@evankirstel
@thehill
@femtech_
@rosenchild
@marthalynneowe1
@eddarrell
@billnigh
@loyalfan1

Top Tweeters in G1:
@independent
@thehill
@eddarrell
@mikereesem
@nytimes
@washingtonpost
@time
@vievararosel
@annie5133
@phpress

Top Tweeters in G2:
@marthalynneowe1
@billnigh
@globeandmail
@suepeac
@mjoehlerich
@larryferlazzo
@alan_poirier
@macchica26
@rnomics
@matthewshirts

Top Tweeters in G3:
@femtech_
@rosenchild
@loyalfan1
@birdwriter7
@vrikson_acosta
@southerngemgal
@jadaateawaffle
@bexxmodd
@bmooney12341
@blocht574

Top Tweeters in G4:
@robinmcouch
@johnnydee62
@weirmb
@raesnape
@gingin21
@korytellers
@newshour
@gawlinskilaura
@susansternberg
@geekeducator

Top Tweeters in G5:
@ambeautifulshow
@leotoaquarius
@13scidave
@dorothyaidulis
@hrogerson
@viciascience
@needhaml56
@berry1_mp
@drdav
@oboelizzy

Top Tweeters in G6:
@liwanageugene
@halegrex
@aktoman
@speechterepi
@coordenadortic
@jillbromen
@kwinsper
@lcarterdas
@jlubinsky
@shams_khairun

Top Tweeters in G7:
@takapapacom
@gothamknowledge
@dprindle
@permafrog
@mrbadura
@gregkulowiec
@internet4classr
@theselfishmeme
@kimberleymatt
@donaldorth

Top Tweeters in G8:
@cowboyscifibot
@designthinkbot
@northquahog48
@sprintbaseb
@edutopia
@wolfestew
@rimwellc
@nasa
@frontlinepbs
@crestwoodsupt

Top Tweeters in G9:
@zdnet
@theeconomist
@drmnikfar
@shellterrell
@campuscodi
@marick
@iteachmathall
@davidwees
@aquarium
@scornedwoman

Top Tweeters in G10:
@mglearn
@jroach4522
@instructionalle
@bluebutterflysm
@efrenr
@tcea
@eplybon
@scot_wright
@kelleyjandrews
@alliciasaldana


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