scichat, Twitter, 3/16/2021 10:07:50 PM, 250766


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scichat_2021-03-14_17-31-07.xlsx
scichat_2021-03-14_17-31-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 16, 2021
Short Description:
scichat via NodeXL https://bit.ly/3rTy4Qg
@garym
@praxismedhat
@pj_saez
@ncse
@b0tsci
@mrmwilby
@weareteachers
@middleweb
@ericcurts
@savvaslearning

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

Description:
Description
The graph represents a network of 2,027 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 Monday, 15 March 2021 at 00:40 UTC.

The requested start date was Saturday, 13 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 70-day, 19-hour, 44-minute period from Friday, 01 January 2021 at 05:00 UTC to Saturday, 13 March 2021 at 00:45 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 : 2027
Unique Edges : 1269
Edges With Duplicates : 7316
Total Edges : 8585
Number of Edge Types : 5
Tweet : 1162
Retweet : 2819
MentionsInRetweet : 3454
Mentions : 1131
Replies to : 19
Self-Loops : 1372
Reciprocated Vertex Pair Ratio : 0.0345078096621867
Reciprocated Edge Ratio : 0.0667134831460674
Connected Components : 167
Single-Vertex Connected Components : 78
Maximum Vertices in a Connected Component : 1620
Maximum Edges in a Connected Component : 7981
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.1458
Graph Density : 0.000693500526700014
Modularity : 0.294977
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 2,027 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 Monday, 15 March 2021 at 00:40 UTC.

The requested start date was Saturday, 13 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 70-day, 19-hour, 44-minute period from Friday, 01 January 2021 at 05:00 UTC to Saturday, 13 March 2021 at 00:45 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:
[48] 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://learn.twigeducation.com/l/272722/2020-09-18/954cs2
[14] https://www.praxismedhat.com/events/international-day-of-women-and-girls-in-science-2021
[14] https://ncse.ngo/darwin-day-approaches-13
[14] https://timss2019.org/international-database/index.html
[13] https://www.shorturl.at/abezEand

Top URLs in Tweet in G1:
[14] https://www.praxismedhat.com/events/international-day-of-women-and-girls-in-science-2021
[14] https://learn.twigeducation.com/l/272722/2020-09-18/954cs2
[10] https://www.edutopia.org/article/how-set-science-fair-during-pandemic
[10] https://www.edutopia.org/article/low-tech-scientific-exploration-students-home
[9] https://www.pressreader.com/article/281857236250689
[8] https://www.youtube.com/playlist?list=PLvisPb8FuBbbiLp2yT0BD-SolHxs8naGg

[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.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:
[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 G3:
[1] https://twitter.com/i/web/status/1363252842614706182

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:
[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
[6] https://www.weareteachers.com/slime-space-virtual-field-trip/?utm_content=1614801619&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://twitter.com/i/web/status/1352375926915555329
[1] https://twitter.com/i/web/status/1368593036075278336
[1] https://twitter.com/i/web/status/1364608034568351746
[1] https://www.weareteachers.com/contest/win-kiwico-steam-kits/?utm_content=1612809368&utm_medium=social&utm_source=facebook

Top URLs in Tweet in G6:
[12] https://www.donorschoose.org/project/cordless-and-organized-classroom/5406006/
[4] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3474_the_newsela_daily_deck.htm
[4] https://twitter.com/EBTSOYP/status/1356047380781690880
[3] https://shadowfaxrant.blogspot.com/2021/02/mat225-week01-of-unit02-partial.html?m=0
[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/1369291727685746691
[1] https://twitter.com/i/web/status/1365297020035022851

Top URLs in Tweet in G7:
[4] https://eduk8.me/?p=13648
[4] https://eduk8.me/?p=13435
[2] https://www.je411.com/
[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/1349105453385588736

Top URLs in Tweet in G8:
[48] 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/UCQeDOnoCGPZHCAbsvgACRhw
[2] https://www.youtube.com/channel/UCq5IdUiWG50EhmNBFIS3dBw
[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 G9:
[3] https://twitter.com/middleweb/status/1351218818664828932
[1] https://twitter.com/middleweb/status/1366034861912391681
[1] https://twitter.com/i/web/status/1348650915792908294
[1] https://twitter.com/i/web/status/1350876848247472128
[1] https://www.middleweb.com/middlewebs-most-popular-articles/
[1] https://twitter.com/middleweb/status/1362090002260365321
[1] https://twitter.com/i/web/status/1368643532446199809
[1] https://twitter.com/i/web/status/1370413923036499973
[1] https://www.middleweb.com/44464/transforming-learning-with-translanguage/
[1] https://www.middleweb.com/44695/using-systems-thinking-to-deepen-understanding/

Top URLs in Tweet in G10:
[28] 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 Domains
Top Domains in Tweet in Entire Graph:
[589] twitter.com
[105] nasa.gov
[76] youtube.com
[67] scitechdaily.com
[57] smithsonianmag.com
[57] paper.li
[57] weareteachers.com
[53] cbc.ca
[50] twitch.tv
[49] sciencenews.org

Top Domains in Tweet in G1:
[239] twitter.com
[103] nasa.gov
[66] scitechdaily.com
[49] cbc.ca
[46] youtube.com
[41] smithsonianmag.com
[40] sciencenews.org
[29] twigeducation.com
[28] pressreader.com
[27] edutopia.org

Top Domains in Tweet in G2:
[24] twitter.com
[18] theguardian.com
[17] ncse.ngo
[12] 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 G3:
[1] twitter.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:
[46] weareteachers.com
[3] twitter.com

Top Domains in Tweet in G6:
[45] twitter.com
[13] teacheridea.com
[12] donorschoose.org
[11] blogspot.com
[2] scienceopen.com
[1] symbolsalad.com
[1] edutopia.org
[1] gov.au
[1] apple.com
[1] sciall.org

Top Domains in Tweet in G7:
[34] twitter.com
[10] eduk8.me
[8] paper.li
[7] youtube.com
[3] com.au
[2] je411.com
[2] co.uk
[2] youngzine.org
[1] cnn.com
[1] ed.gov

Top Domains in Tweet in G8:
[50] twitch.tv
[20] 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 G9:
[12] middleweb.com
[10] twitter.com
[1] zoom.us
[1] edweek.org

Top Domains in Tweet in G10:
[28] controlaltachieve.com
[13] icograms.com
[13] freetech4teachers.com
[1] tcea.org
[1] youtube.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2177] scichat
[491] edchat
[486] stem
[400] scicomm
[391] science
[277] edtech
[210] mathchat
[177] sschat
[169] engchat
[142] k12



Top Hashtags in Tweet in G1:
[972] scichat
[294] stem
[213] science
[120] medhat
[93] edchat
[90] scicomm
[72] evolution
[71] scied
[56] space
[56] aerospace

Top Hashtags in Tweet in G2:
[203] scichat
[184] scicomm
[15] evolution
[11] climatechange
[11] darwinday
[7] sciteachers
[7] scied
[3] cells
[2] becauseipcc
[2] climatescience

Top Hashtags in Tweet in G3:
[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 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:
[87] scichat
[82] sponsored
[35] edchat
[30] blackhistorymonth
[21] science
[6] virtualfieldtrip
[6] stem
[2] teacherperks
[1] stemchat

Top Hashtags in Tweet in G6:
[144] edchat
[134] edtech
[100] scichat
[92] k12
[76] elearning
[65] mathchat
[60] mlearning
[53] engchat
[46] education
[38] literacy

Top Hashtags in Tweet in G7:
[91] scichat
[35] stem
[31] mathchat
[30] edchat
[23] engchat
[23] education
[22] teaching
[21] edtech
[21] sschat
[21] students

Top Hashtags in Tweet in G8:
[94] scichat
[83] scicomm
[29] scitlap
[19] science
[10] twitch
[7] marinebiology
[5] stanyschat
[4] citizenscience
[4] stem
[4] edchat

Top Hashtags in Tweet in G9:
[91] scichat
[90] sschat
[83] mschat
[60] elachat
[47] mathchat
[47] ellchat
[41] educoach
[40] engchat
[32] edchat
[23] ellchat_bkclub

Top Hashtags in Tweet in G10:
[32] scichat
[28] controlaltachieve
[12] science
[12] teachers
[2] edchat
[2] edtechchat
[1] sschat
[1] astronomy
[1] jeopardy
[1] hashtag

Top Words
Top Words in Tweet in Entire Graph:
[2176] #scichat
[988] science
[511] garym
[489] #edchat
[486] #stem
[397] #scicomm
[391] #science
[369] ncse
[368] praxismedhat
[335] students

Top Words in Tweet in G1:
[971] #scichat
[520] science
[454] garym
[361] praxismedhat
[294] #stem
[218] nasa
[213] #science
[174] praxis
[170] day
[160] women

Top Words in Tweet in G2:
[225] ncse
[203] #scichat
[184] #scicomm
[42] mark
[41] science
[39] calendar
[35] more
[34] book
[31] two
[31] desilva_jerry

Top Words in Tweet in G3:
[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 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:
[98] weareteachers
[87] #scichat
[82] #sponsored
[35] #edchat
[31] more
[30] teaching
[30] virtually
[30] add
[30] slides
[30] prompt

Top Words in Tweet in G6:
[144] #edchat
[134] #edtech
[100] #scichat
[92] #k12
[86] vedajunction
[76] #elearning
[65] #mathchat
[60] #mlearning
[58] teaching
[55] classroom

Top Words in Tweet in G7:
[91] #scichat
[35] #stem
[31] #mathchat
[30] #edchat
[23] #engchat
[23] #education
[22] #teaching
[21] #edtech
[21] #sschat
[21] #students

Top Words in Tweet in G8:
[94] #scichat
[83] #scicomm
[56] ncse
[40] pentaclethra
[29] #scitlap
[27] garym
[26] conversation
[23] science
[19] next
[19] week

Top Words in Tweet in G9:
[91] #scichat
[90] #sschat
[83] #mschat
[79] middleweb
[60] #elachat
[47] #ellchat
[46] #mathchat
[41] #educoach
[40] #engchat
[34] els

Top Words in Tweet in G10:
[51] ericcurts
[32] #scichat
[29] science
[28] 100's
[28] best
[28] edtech
[28] links
[28] curated
[28] each
[28] month

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[208] #scichat,#scicomm
[183] observed,under
[167] #scichat,#stem
[135] #science,#scichat
[134] praxismedhat,icymi
[134] 'science,smarts'
[134] smarts',column
[128] #scicomm,#scichat
[128] praxis,'science
[116] international,day

Top Word Pairs in Tweet in G1:
[134] 'science,smarts'
[134] smarts',column
[133] praxismedhat,icymi
[131] #scichat,#stem
[128] praxis,'science
[114] international,day
[105] day,women
[105] women,girls
[105] girls,science
[89] #science,#scichat

Top Word Pairs in Tweet in G2:
[121] #scichat,#scicomm
[58] #scicomm,#scichat
[39] mark,calendar
[30] ncse,mark
[29] calendar,register
[20] interesting,problem
[16] descent,man
[16] deutsche,welle
[16] welle,discusses
[16] discusses,interesting

Top Word Pairs in Tweet in G3:
[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 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:
[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 G6:
[66] #edtech,#edchat
[51] start,vedajunction
[51] vedajunction,classroom
[51] classroom,pilot
[51] pilot,become
[51] become,champion
[51] champion,teaching
[51] teaching,#k12
[51] #k12,#edtech
[51] #edchat,#mlearning

Top Word Pairs in Tweet in G7:
[24] #mathchat,#scichat
[19] #edreform,#globaled
[19] #mlearning,#elearning
[19] #elearning,#engchat
[19] #engchat,#sschat
[19] #sschat,#mathchat
[18] #edoxi,#virtual
[18] #virtual,#classroom
[18] #classroom,#edchat
[18] #edchat,#edtech

Top Word Pairs in Tweet in G8:
[30] #scicomm,#scichat
[30] #scichat,#scicomm
[17] next,week
[17] #scitlap,#scichat
[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 G9:
[30] #scichat,#mathchat
[27] #sschat,#scichat
[24] #mathchat,#sschat
[23] translanguaging,lets
[23] lets,els
[23] els,use
[23] use,tools
[23] tools,#mschat
[23] #mschat,#ellchat_bkclub
[23] #ellchat_bkclub,#ellchat

Top Word Pairs in Tweet in G10:
[28] 100's,best
[28] best,science
[28] science,edtech
[28] edtech,links
[28] links,curated
[28] curated,each
[28] each,month
[28] month,#scichat
[28] #scichat,#controlaltachieve
[27] ericcurts,100's

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

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

Top Mentioned in G2:
@ncse
@lemoustier
@garym
@desilva_jerry
@hollydunsworth
@theleakeyfndtn
@nathanlents
@michaelemann
@neilshubin
@laelaps

Top Mentioned in G3:
@pj_saez
@ukehamburg

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

Top Mentioned in G5:
@weareteachers
@wardsscience
@kiwico_inc
@nickelodeon

Top Mentioned in G6:
@vedajunction
@smartixedtech
@glewisoct
@kevpluck
@atomicheroes
@sydney_uni
@scanjournal
@rellatink
@wespprtteachers
@uclopen_env

Top Mentioned in G7:
@intelligian

Top Mentioned in G8:
@ncse
@pentaclethra
@garym
@thease
@themorgantrail
@swankykindaguy
@overbrainbows
@chriskentjones
@atthebenchtop
@youtube

Top Mentioned in G9:
@middleweb
@larr
@stenhousepub
@larryferlazzo
@ilatoday
@naesp
@tankhuynh
@routledgeeoe
@amle

Top Mentioned in G10:
@ericcurts
@catlin_tucker
@mguhlin
@rmbyrne
@youtube
@vhopekennedy
@ysabortiz
@dr3w_b3ar
@mrs_dsherwood
@garym

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

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

Top Tweeters in G2:
@padakitty
@astwisa
@guardian
@dvanhook822
@kimellis9
@quick13
@mauiwahini
@rmathematicus
@3pennymovies
@ineeshadvs

Top Tweeters in G3:
@estarianne
@equateall
@sweetpotat0314
@exarmyofficer1
@brendaschory
@deserthawk09
@celticvisionorg
@global79619367
@mgmglobal
@amainsight

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

Top Tweeters in G5:
@cipherequality
@riyadhalrifai
@fourcornersrock
@mabr3moaden
@grahamandre
@ritawirtz
@joe4rialtousd
@booksyalove
@vxjoe
@yabooknerd

Top Tweeters in G6:
@trendsinai
@openmarketingtv
@thecuriousluke
@scalarhumanity
@markj_ohnson
@pyscalellc
@jc_james_clark
@api_daily
@kevpluck
@api_learnn

Top Tweeters in G7:
@gothamknowledge
@karenvaites
@bagnararod
@cyberteacher
@ljconrad
@fizzicsed
@rynki24
@lessontoolbox
@mcricker
@mr_rcollins

Top Tweeters in G8:
@katelaity
@retweelgend
@drjoanvinallcox
@jalopnik
@awwwbritt
@vivianfrancos
@swankykindaguy
@sta
@khayhoe
@aeonmag

Top Tweeters in G9:
@coopmike48
@macchica26
@larryferlazzo
@shellterrell
@ncte
@smgaillard
@bivey
@heinemannpub
@mssalvac
@ilatoday

Top Tweeters in G10:
@pevoplaneacion
@catlin_tucker
@trichick17
@justinstallings
@shuggins67
@ericcurts
@kellygrillo
@b_ballcoach
@abel_jennifer
@williamfranzell


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