scichat, Twitter, 3/7/2021 9:42:15 AM, 250269


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scichat_2021-03-06_16-31-07.xlsx
scichat_2021-03-06_16-31-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 07, 2021
Short Description:
scichat via NodeXL https://bit.ly/3kPOQwW
@garym
@pj_saez
@praxismedhat
@ncse
@b0tsci
@mrmwilby
@weareteachers
@middleweb
@ericcurts
@markj_ohnson

Top hashtags:
#scichat
#edchat
#stem
#science
#scicomm
#edtech
#mathchat
#engchat
#sschat
#k12

Description:
Description
The graph represents a network of 1,900 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, 07 March 2021 at 00:40 UTC.

The requested start date was Saturday, 06 March 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 63-day, 18-hour, 59-minute period from Friday, 01 January 2021 at 05:00 UTC to Saturday, 06 March 2021 at 00:00 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 : 1900
Unique Edges : 1141
Edges With Duplicates : 6640
Total Edges : 7781
Number of Edge Types : 5
Tweet : 1046
Mentions : 1067
MentionsInRetweet : 3090
Retweet : 2560
Replies to : 18
Self-Loops : 1241
Reciprocated Vertex Pair Ratio : 0.0346751693901953
Reciprocated Edge Ratio : 0.0670261941448382
Connected Components : 162
Single-Vertex Connected Components : 73
Maximum Vertices in a Connected Component : 1476
Maximum Edges in a Connected Component : 7124
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.139071
Graph Density : 0.000719492253540645
Modularity : 0.298764
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 1,900 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, 07 March 2021 at 00:40 UTC.

The requested start date was Saturday, 06 March 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 63-day, 18-hour, 59-minute period from Friday, 01 January 2021 at 05:00 UTC to Saturday, 06 March 2021 at 00:00 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:
[38] https://twitch.tv/sciencestreams
[31] https://www.controlaltachieve.com/p/science-links.html
[25] https://www.weareteachers.com/tiktok-science-experiments/?utm_content=1608646381&utm_medium=social&utm_source=facebook
[16] https://www.weareteachers.com/circulatory-system-activities/?utm_content=1612454667&utm_medium=social&utm_source=twitter
[16] https://icograms.com/
[14] https://ncse.ngo/darwin-day-approaches-13
[14] https://timss2019.org/international-database/index.html
[13] https://www.shorturl.at/abezEand
[13] https://www.shorturl.at/nsAH3
[13] http://www.edjoin.org/Home/Jobs?countyID=0&districtID=3338&catID=1

Top URLs in Tweet in G1:
[10] https://www.edutopia.org/article/how-set-science-fair-during-pandemic
[10] https://www.edutopia.org/article/low-tech-scientific-exploration-students-home
[10] https://learn.twigeducation.com/l/272722/2020-09-18/954cs2
[9] https://www.pressreader.com/article/281857236250689
[7] https://blog.tcea.org/investigating-science-with-flipgrid/
[7] https://www.pressreader.com/article/281986084482700
[7] https://www.youtube.com/watch?v=rL4nPYo9fxA&feature=youtu.be

[7] https://www.youtube.com/watch?v=K3jJeGgXhHw&feature=youtu.be

[7] https://www.youtube.com/playlist?list=PLvisPb8FuBbbiLp2yT0BD-SolHxs8naGg

[7] https://www.sciencenews.org/article/upwelling-rock-beneath-atlantic-ocean-may-drive-continents-apart?utm_source=email&utm_medium=email&utm_campaign=latest-newsletter-v2&utm_source=Latest_Headlines&utm_medium=email&utm_campaign=Latest_Headlines

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/1363252842614706182

Top URLs in Tweet in G3:
[11] https://ncse.ngo/darwin-day-approaches-13
[7] https://www.theguardian.com/science/2021/jan/29/lewis-wolpert-obituary
[7] https://www.smithsonianmag.com/smithsonian-institution/ten-new-things-we-learned-about-human-origins-2020-180976632/
[5] https://www.nytimes.com/2020/12/20/science/pythons-fossils-snakes.html
[5] https://theconversation.com/why-creationism-bears-all-the-hallmarks-of-a-conspiracy-theory-153831
[5] https://www.theguardian.com/science/2021/feb/13/how-should-we-address-charles-darwin-complicated-legacy
[5] https://www.discovermagazine.com/planet-earth/continental-drift-a-revolutionary-theory-that-was-once-considered
[4] https://www.theguardian.com/science/audio/2021/feb/09/what-can-the-evolutionary-history-of-turtles-tell-us-about-their-future-podcast
[4] https://www.anthropology-news.org/index.php/2021/03/01/ten-things-archaeology-tells-us-about-neanderthals/
[3] https://www.scientificamerican.com/article/dire-wolves-were-not-really-wolves-new-genetic-clues-reveal/

Top URLs in Tweet in G4:
[13] https://www.shorturl.at/abezEand
[13] https://www.shorturl.at/nsAH3
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=246997
[2] https://whiteboard.fi/
[1] https://twitter.com/MrMWilby/status/1333051077810384896
[1] https://twitter.com/i/web/status/1348377720066084870
[1] https://twitter.com/i/web/status/1348378501951401985
[1] https://twitter.com/i/web/status/1365426423813529600
[1] https://twitter.com/i/web/status/1361247615724175361

Top URLs in Tweet in G5:
[4] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3474_the_newsela_daily_deck.htm
[3] https://twitter.com/EBTSOYP/status/1356047380781690880
[3] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3533_youtube_channels_use_your_classroom.htm
[3] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3512_3_excellent_free_science_podcasts_kids.htm
[3] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3527_20_of_the_best_free_science_apps_for_ipad__ios.htm
[2] https://twitter.com/NoFullAPexam/status/1350827556438745088
[1] https://twitter.com/i/web/status/1365297020035022851
[1] https://twitter.com/i/web/status/1367667706422583297
[1] https://twitter.com/i/web/status/1347750807341592586
[1] https://twitter.com/i/web/status/1348472703347519488

Top URLs in Tweet in G6:
[21] https://www.weareteachers.com/tiktok-science-experiments/?utm_content=1608646381&utm_medium=social&utm_source=facebook
[12] https://www.weareteachers.com/circulatory-system-activities/?utm_content=1612454667&utm_medium=social&utm_source=twitter
[2] https://www.weareteachers.com/science-kits-middle-high-school/?utm_source=MDR-WAT&utm_medium=TW&utm_campaign=VWR_2006_Art_3_Supplies&utm_content=1608582260
[2] https://www.weareteachers.com/black-scientist-posters/?utm_source=MDR-WAT&utm_medium=TW&utm_campaign=VWR_2006_Posters&utm_content=1611072910
[2] https://www.weareteachers.com/contest/science-distance-learning-survival-kit/?utm_source=DNB-WAT&utm_medium=TW&utm_campaign=VWR_2006_GIVE_SPRING_MEGA
[1] https://www.weareteachers.com/slime-space-virtual-field-trip/?utm_content=1614801619&utm_medium=social&utm_source=twitter
[1] https://twitter.com/i/web/status/1352375926915555329
[1] https://twitter.com/i/web/status/1364608034568351746

Top URLs in Tweet in G7:
[38] https://twitch.tv/sciencestreams
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=245404
[3] https://docs.google.com/presentation/d/e/2PACX-1vSjKK6ljIKYhI02LD3O3Tq461byBynTvqaQYrvw7ypG6-xgw6zY6hfurgcHhP_9tYb2J74zlu8z7QhS/pub?start=false&loop=false&delayms=3000&slide=id.p
[2] https://www.youtube.com/channel/UCq5IdUiWG50EhmNBFIS3dBw
[2] https://www.youtube.com/channel/UCQeDOnoCGPZHCAbsvgACRhw
[2] https://paper.li/giftedcanada/1321923448?edition_id=17edf9a0-6a72-11eb-87e8-0cc47a0d1609
[2] https://www.smithsonianmag.com/smithsonian-institution/ten-new-things-we-learned-about-human-origins-2020-180976632/
[2] https://ncse.ngo/darwin-day-approaches-13
[2] https://twitch.tv/roughsciencews
[1] https://twitter.com/i/web/status/1351707652141801476

Top URLs in Tweet in G8:
[4] https://eduk8.me/?p=13435
[2] https://www.je411.com/
[2] https://eduk8.me/?p=13648
[2] https://eduk8.me/2021/01/calculate-anything/
[1] https://www.cnn.com/2021/01/04/health/winter-weather-cold-flu-season-wellness-partner/index.html
[1] https://twitter.com/DrEricDing/status/1345926734227664901
[1] https://nces.ed.gov/NationsReportCard/nqt/link/itemlist/181564
[1] https://www.bluknowledge.com/?page_id=81
[1] https://www.labxchange.org/library
[1] https://twitter.com/i/web/status/1348706995059236865

Top URLs in Tweet in G9:
[29] https://www.controlaltachieve.com/p/science-links.html
[13] https://icograms.com/
[13] https://www.freetech4teachers.com/2021/01/nine-neat-nasa-resources-for-students.html
[1] https://blog.tcea.org/another-new-infographic-tool-icograms-designer/
[1] https://www.youtube.com/watch?v=TzaqdcWRiDc&feature=youtu.be

[1] https://twitter.com/i/web/status/1358499578375409664

Top URLs in Tweet in G10:
[7] https://www.mystemkits.com/
[7] http://go.info.amplify.com/download-whitepaper-fy20_general_remoteadoptionguide_national_decide
[5] https://go.info.amplify.com/thank-you_ebook_howtotrainyourrobot
[5] https://amplify.com/review/science68virtualsampling/
[5] https://www.teacherspayteachers.com/Product/Women-in-Medicine-6490241
[2] https://shadowfaxrant.blogspot.com/2021/01/happy-new-year-2021.html?spref=tw
[2] https://shadowfaxrant.blogspot.com/2021/02/mat225-week01-of-unit02-partial.html?m=0
[2] https://edulastic.zoom.us/webinar/register/1316101446971/WN_KKFEO2XwQFiwTeS_iPSNBA
[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DkfJsqwu6Yzc&q=EgS4SO-bGOSg-IAGIhkA8aeDS64Tn6S6JRSM32GWAlxnBxUxvZzPMgFy
[1] https://twitter.com/AldrinFamilyFdn/status/1349790927120969729

Top Domains
Top Domains in Tweet in Entire Graph:
[506] twitter.com
[94] nasa.gov
[74] youtube.com
[61] scitechdaily.com
[55] smithsonianmag.com
[53] paper.li
[51] cbc.ca
[50] weareteachers.com
[48] sciencenews.org
[40] savvas.com

Top Domains in Tweet in G1:
[204] twitter.com
[92] nasa.gov
[61] scitechdaily.com
[48] cbc.ca
[43] youtube.com
[40] smithsonianmag.com
[39] sciencenews.org
[28] pressreader.com
[27] edutopia.org
[23] heritagedaily.com

Top Domains in Tweet in G2:
[1] twitter.com

Top Domains in Tweet in G3:
[20] twitter.com
[17] ncse.ngo
[17] theguardian.com
[11] smithsonianmag.com
[10] discovermagazine.com
[7] nytimes.com
[6] sciencenews.org
[5] theconversation.com
[4] nationalgeographic.com
[4] scientificamerican.com

Top Domains in Tweet in G4:
[26] shorturl.at
[5] twitter.com
[2] nodexlgraphgallery.org
[2] whiteboard.fi

Top Domains in Tweet in G5:
[26] twitter.com
[13] teacheridea.com
[2] scienceopen.com
[1] edutopia.org
[1] gov.au
[1] apple.com
[1] sciall.org
[1] google.com
[1] symbolsalad.com
[1] youtube.com

Top Domains in Tweet in G6:
[40] weareteachers.com
[2] twitter.com

Top Domains in Tweet in G7:
[40] twitch.tv
[19] twitter.com
[8] youtube.com
[6] google.com
[4] paper.li
[3] smithsonianmag.com
[3] nodexlgraphgallery.org
[2] blogspot.com
[2] sciencenews.org
[2] nationalgeographic.com

Top Domains in Tweet in G8:
[29] twitter.com
[8] eduk8.me
[7] youtube.com
[6] paper.li
[3] co.uk
[2] je411.com
[2] youngzine.org
[1] cnn.com
[1] ed.gov
[1] bluknowledge.com

Top Domains in Tweet in G9:
[29] controlaltachieve.com
[13] icograms.com
[13] freetech4teachers.com
[1] tcea.org
[1] youtube.com
[1] twitter.com

Top Domains in Tweet in G10:
[38] twitter.com
[17] amplify.com
[11] blogspot.com
[7] mystemkits.com
[7] teacherspayteachers.com
[6] youtube.com
[4] edulastic.com
[2] zoom.us
[2] google.com
[1] mimio.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2034] scichat
[448] edchat
[442] stem
[373] science
[372] scicomm
[256] edtech
[197] mathchat
[156] engchat
[155] sschat
[116] k12



Top Hashtags in Tweet in G1:
[938] scichat
[266] stem
[222] science
[111] medhat
[104] edchat
[90] scicomm
[72] evolution
[66] scied
[65] edtech
[54] space

Top Hashtags in Tweet in G2:
[83] cells
[67] actin
[18] cytoskeleton
[3] scicomm
[3] scichat
[3] science
[1] microtubules
[1] cell
[1] immunology
[1] sciencetwitter

Top Hashtags in Tweet in G3:
[187] scichat
[169] scicomm
[15] evolution
[11] climatechange
[11] darwinday
[7] sciteachers
[7] scied
[3] cells
[2] becauseipcc
[2] climatescience

Top Hashtags in Tweet in G4:
[6] scichat
[4] stemclub
[4] ukedchat
[2] stem
[2] sschat
[2] engchat
[1] science
[1] scicomm
[1] edchat
[1] mathchat

Top Hashtags in Tweet in G5:
[95] edchat
[92] edtech
[71] scichat
[63] k12
[54] elearning
[50] mlearning
[38] mathchat
[31] engchat
[31] literacy
[25] education

Top Hashtags in Tweet in G6:
[79] scichat
[65] sponsored
[35] edchat
[30] blackhistorymonth
[21] science
[3] stem
[2] teacherperks
[1] virtualfieldtrip

Top Hashtags in Tweet in G7:
[94] scichat
[75] scicomm
[26] scitlap
[19] science
[10] twitch
[5] stanyschat
[4] citizenscience
[4] stem
[4] edchat
[4] tlap

Top Hashtags in Tweet in G8:
[83] scichat
[32] stem
[30] mathchat
[29] edchat
[22] engchat
[22] education
[21] edtech
[21] students
[20] sschat
[19] classroom

Top Hashtags in Tweet in G9:
[33] scichat
[29] controlaltachieve
[14] science
[13] teachers
[2] edtechchat
[2] edchat
[1] sschat
[1] astronomy
[1] jeopardy
[1] hashtag

Top Hashtags in Tweet in G10:
[72] scichat
[38] stem
[30] edtech
[25] stemed
[20] scienceteachers
[19] science
[17] edchat
[13] ngss
[13] edulasticscience
[13] careers

Top Words
Top Words in Tweet in Entire Graph:
[2033] #scichat
[921] science
[482] garym
[446] #edchat
[442] #stem
[373] #science
[369] #scicomm
[330] ncse
[328] praxismedhat
[307] students

Top Words in Tweet in G1:
[937] #scichat
[461] science
[433] garym
[320] praxismedhat
[266] #stem
[222] #science
[194] nasa
[143] praxis
[138] news
[138] day

Top Words in Tweet in G2:
[188] pj_saez
[177] observed
[177] under
[109] immune
[109] cells
[109] patrol
[109] body
[109] search
[109] danger
[109] signals

Top Words in Tweet in G3:
[199] ncse
[187] #scichat
[169] #scicomm
[34] science
[34] mark
[31] two
[31] calendar
[29] desilva_jerry
[28] more
[26] book

Top Words in Tweet in G4:
[118] forms
[105] mrmwilby
[104] science
[103] quizzes
[93] use
[90] ks3
[89] learning
[88] ms
[88] remote
[80] free

Top Words in Tweet in G5:
[95] #edchat
[92] #edtech
[71] #scichat
[68] vedajunction
[63] #k12
[54] #elearning
[50] #mlearning
[44] classroom
[44] teaching
[43] become

Top Words in Tweet in G6:
[85] weareteachers
[79] #scichat
[65] #sponsored
[35] #edchat
[30] teaching
[30] virtually
[30] add
[30] slides
[30] prompt
[30] conversations

Top Words in Tweet in G7:
[94] #scichat
[75] #scicomm
[50] ncse
[32] pentaclethra
[26] #scitlap
[25] garym
[22] science
[19] #science
[19] conversation
[18] join

Top Words in Tweet in G8:
[83] #scichat
[32] #stem
[30] #mathchat
[29] #edchat
[22] #engchat
[22] #education
[21] #edtech
[21] #students
[20] #sschat
[19] #classroom

Top Words in Tweet in G9:
[52] ericcurts
[33] #scichat
[30] science
[29] 100's
[29] best
[29] edtech
[29] links
[29] curated
[29] each
[29] month

Top Words in Tweet in G10:
[72] #scichat
[56] science
[38] #stem
[30] #edtech
[25] #stemed
[22] kit
[21] edulastic
[20] #scienceteachers
[19] #science
[19] women

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[189] #scichat,#scicomm
[183] observed,under
[151] #scichat,#stem
[134] 'science,smarts'
[134] smarts',column
[129] #science,#scichat
[128] praxis,'science
[127] #scicomm,#scichat
[111] immune,cells
[111] cells,patrol

Top Word Pairs in Tweet in G1:
[134] 'science,smarts'
[134] smarts',column
[128] praxis,'science
[117] #scichat,#stem
[107] praxismedhat,icymi
[96] international,day
[88] day,women
[88] women,girls
[88] girls,science
[84] #science,#scichat

Top Word Pairs in Tweet in G2:
[177] observed,under
[109] immune,cells
[109] cells,patrol
[109] patrol,body
[109] body,search
[109] search,danger
[109] danger,signals
[109] signals,leukocyte
[109] leukocyte,scanning
[109] scanning,microenvironment

Top Word Pairs in Tweet in G3:
[106] #scichat,#scicomm
[58] #scicomm,#scichat
[31] mark,calendar
[24] ncse,mark
[21] calendar,register
[19] interesting,problem
[16] descent,man
[15] learn,more
[15] more,two
[15] two,skeletons

Top Word Pairs in Tweet in G4:
[88] quizzes,ms
[88] ms,forms
[88] science,remote
[88] remote,learning
[78] feel,free
[78] free,use
[77] ks3,gcse
[77] gcse,science
[76] learning,feel
[76] use,save

Top Word Pairs in Tweet in G5:
[54] #edtech,#edchat
[41] start,vedajunction
[41] vedajunction,classroom
[41] classroom,pilot
[41] pilot,become
[41] become,champion
[41] champion,teaching
[41] teaching,#k12
[41] #k12,#edtech
[41] #edchat,#mlearning

Top Word Pairs in Tweet in G6:
[30] teaching,virtually
[30] virtually,add
[30] add,slides
[30] slides,prompt
[30] prompt,conversations
[30] conversations,#scichat
[30] #scichat,#blackhistorymonth
[30] #blackhistorymonth,#sponsored
[28] weareteachers,teaching
[23] #sponsored,wardsscience

Top Word Pairs in Tweet in G7:
[30] #scicomm,#scichat
[28] #scichat,#scicomm
[15] #scitlap,#scichat
[10] next,week
[9] happy,year
[8] year,let's
[8] let's,kick
[8] kick,2021
[8] 2021,positive
[8] positive,note

Top Word Pairs in Tweet in G8:
[23] #mathchat,#scichat
[18] #edoxi,#virtual
[18] #virtual,#classroom
[18] #classroom,#edchat
[18] #edchat,#edtech
[18] #edtech,#education
[18] #education,#edapp
[18] #edapp,#teaching
[18] #teaching,#edreform
[18] #edreform,#globaled

Top Word Pairs in Tweet in G9:
[29] 100's,best
[29] best,science
[29] science,edtech
[29] edtech,links
[29] links,curated
[29] curated,each
[29] each,month
[29] month,#scichat
[29] #scichat,#controlaltachieve
[28] ericcurts,100's

Top Word Pairs in Tweet in G10:
[13] #scienceteachers,#careers
[12] women,science
[11] #scichat,#stem
[11] #ngss,#ngsschat
[10] international,women
[10] science,day
[10] #sltchat,#schoolleadership
[9] ready,inspire
[9] inspire,future
[9] future,engineers

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@praxismedhat
@pj_saez
@savvaslearning
@mrmwilby
@weareteachers
@gwardis
@nasa
@middleweb

Top Mentioned in G1:
@garym
@praxismedhat
@gwardis
@nasa
@ncse
@medicinehatnews
@educatoral
@twigeducation
@genomealberta
@doemiso

Top Mentioned in G2:
@pj_saez
@ukehamburg

Top Mentioned in G3:
@ncse
@lemoustier
@garym
@desilva_jerry
@hollydunsworth
@theleakeyfndtn
@nathanlents
@michaelemann
@laelaps
@baskeptics

Top Mentioned in G4:
@mrmwilby
@bt_uk
@garym
@ncse
@weareteachers
@seneca_k12
@pj_saez
@praxismedhat
@chemdrk
@middleweb

Top Mentioned in G5:
@smartixedtech
@vedajunction
@budengineering
@kevpluck
@glewisoct
@sydney_uni
@scanjournal
@wespprtteachers
@atomicheroes
@uclopen_env

Top Mentioned in G6:
@weareteachers
@wardsscience
@kiwico_inc
@nickelodeon

Top Mentioned in G7:
@ncse
@pentaclethra
@garym
@thease
@swankykindaguy
@themorgantrail
@chriskentjones
@youtube
@aminart
@pj_saez

Top Mentioned in G8:
@intelligian

Top Mentioned in G9:
@ericcurts
@catlin_tucker
@mguhlin
@rmbyrne
@youtube
@vhopekennedy
@ysabortiz
@dr3w_b3ar
@mrs_dsherwood
@tcea

Top Mentioned in G10:
@edulastic
@mystemkits
@teachpasci
@njscnews
@rspb_ribble
@tes
@njstanews
@liu12_stem
@mrsfisher_sci
@glenyshart

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@femtech_
@coopmike48
@xaelbot
@padakitty
@cipherequality
@codedailybot
@astwisa
@guardian
@bexxmodd

Top Tweeters in G1:
@cowboyscifibot
@femtech_
@viralvideovlogs
@mailonline
@artificialbra1n
@genecowan
@ctvnews
@flipgrid
@yahoonews
@imagine_garden

Top Tweeters in G2:
@estarianne
@equateall
@sweetpotat0314
@exarmyofficer1
@brendaschory
@deserthawk09
@celticvisionorg
@mgmglobal
@global79619367
@amainsight

Top Tweeters in G3:
@padakitty
@astwisa
@guardian
@dvanhook822
@kimellis9
@quick13
@mauiwahini
@rmathematicus
@ineeshadvs
@3pennymovies

Top Tweeters in G4:
@bt_uk
@michaelbathurst
@chemdrk
@nichilessdey
@staffdb66
@mrz__black
@blewis09
@spiritedthriftr
@drjohnodonoghue
@dodiscimus

Top Tweeters in G5:
@xaelbot
@codedailybot
@trendsinai
@women_who_code
@openmarketingtv
@thecuriousluke
@30xcodes
@morolswediu
@scalarhumanity
@altf4hashbot

Top Tweeters in G6:
@cipherequality
@riyadhalrifai
@fourcornersrock
@mabr3moaden
@grahamandre
@ritawirtz
@joe4rialtousd
@booksyalove
@vxjoe
@yabooknerd

Top Tweeters in G7:
@katelaity
@retweelgend
@drjoanvinallcox
@jalopnik
@awwwbritt
@vivianfrancos
@hechternacht
@swankykindaguy
@sta
@khayhoe

Top Tweeters in G8:
@gothamknowledge
@karenvaites
@bagnararod
@cyberteacher
@ljconrad
@fizzicsed
@rynki24
@lessontoolbox
@mcricker
@mr_rcollins

Top Tweeters in G9:
@pevoplaneacion
@catlin_tucker
@trichick17
@justinstallings
@shuggins67
@ericcurts
@kellygrillo
@b_ballcoach
@abel_jennifer
@williamfranzell

Top Tweeters in G10:
@epuujee
@robotconsumer
@education_24x7
@undefinedzack
@tes
@grahambm
@distancelrnbot
@in_stemm
@theeducateri
@allaboutstem


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