scichat, Twitter, 11/26/2022 1:39:12 AM, 284984


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scichat_2022-11-25_17-16-48.xlsx
scichat_2022-11-25_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 26, 2022
Short Description:
scichat via NodeXL https://bit.ly/3gzHhN4
@plugusin
@garym
@praxismedhat
@bunsenbernerbmd
@tcea
@ncse
@ericcurts
@b0tsci
@jayaisales
@this0499154500

Top hashtags:
#scichat
#stem
#science
#scicomm
#edchat
#edtech
#d123
#sschat
#k12
#cpchat

Description:
Description
The graph represents a network of 2,479 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, 26 November 2022 at 01:34 UTC.

The requested start date was Saturday, 26 November 2022 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 108-day, 6-hour, 46-minute period from Monday, 08 August 2022 at 18:08 UTC to Friday, 25 November 2022 at 00:54 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 : 2479
Unique Edges : 1264
Edges With Duplicates : 12429
Total Edges : 13693
Number of Edge Types : 5
MentionsInRetweet : 5877
Mentions : 996
Retweet : 5404
Tweet : 1391
Replies to : 25
Self-Loops : 2044
Reciprocated Vertex Pair Ratio : 0.0274631936579841
Reciprocated Edge Ratio : 0.0534582529622486
Connected Components : 93
Single-Vertex Connected Components : 58
Maximum Vertices in a Connected Component : 2275
Maximum Edges in a Connected Component : 13366
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.438342
Graph Density : 0.000590757357769753
Modularity : 0.228015
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,479 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, 26 November 2022 at 01:34 UTC.

The requested start date was Saturday, 26 November 2022 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 108-day, 6-hour, 46-minute period from Monday, 08 August 2022 at 18:08 UTC to Friday, 25 November 2022 at 00:54 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:
[125] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[44] https://bunsenbernerbmd.buzzsprout.com/
[37] https://www.fodey.com/generators/newspaper/snippet.asp
[30] https://blog.tcea.org/math-science-oer/
[25] https://twitter.com/i/spaces/1eaKbrMkzDYKX
[25] https://ocr.org.uk/about/become-an-examiner-or-moderator/current-vacancies/?utm_source=Twitter&utm_medium=Webpage&utm_campaign=ExRec_Twitter22
[23] https://www.anyplaceamerica.com/
[21] https://schoolreportwriter.com/
[15] https://www.weareteachers.com/science-jokes/
[15] https://www.controlaltachieve.com/2022/08/creating-soundboard-with-google-slides.html

Top URLs in Tweet in G1:
[2] https://www.cbsnews.com/video/artemis-americas-new-moonshot-cbs-reports/#XiJinping
[1] https://fabiodisalvo.com/2022/05/22/science-root-words/
[1] https://twitter.com/plugusin/status/1558438253656670210

Top URLs in Tweet in G2:
[25] https://ocr.org.uk/about/become-an-examiner-or-moderator/current-vacancies/?utm_source=Twitter&utm_medium=Webpage&utm_campaign=ExRec_Twitter22
[21] https://schoolreportwriter.com/
[14] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[13] http://tinyurl.com/2yceyd4s
[11] https://blog.tcea.org/investigating-science-with-flipgrid/
[11] https://blog.tcea.org/math-science-oer/
[11] https://twitch.tv/sciencestreams
[9] https://link.medium.com/tTQMvpBajsb
[9] https://scitechdaily.com/astronomy-astrophysics-101-spectrographs-and-spectroscopy/
[9] https://sacredframework.com/are-you-a-pizza-based-learner/

Top URLs in Tweet in G3:
[109] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[34] https://www.fodey.com/generators/newspaper/snippet.asp
[20] https://www.anyplaceamerica.com/
[19] https://blog.tcea.org/math-science-oer/
[14] https://www.controlaltachieve.com/2022/08/creating-soundboard-with-google-slides.html
[9] https://learninglab.si.edu/
[9] https://www.jpl.nasa.gov/infographics
[8] https://www.weareteachers.com/science-jokes/
[6] https://www.controlaltachieve.com/p/science-links.html
[6] https://fabiodisalvo.com/2022/05/22/science-root-words/

Top URLs in Tweet in G4:
[44] https://bunsenbernerbmd.buzzsprout.com/
[14] https://twitter.com/i/spaces/1eaKbrMkzDYKX
[9] https://twitter.com/i/spaces/1lDGLnYWyOPxm
[8] https://twitter.com/i/spaces/1yNGaNrMOvDJj
[7] https://twitter.com/i/spaces/1DXxyvgQNERKM
[6] https://twitter.com/i/spaces/1BdGYyjNAPAGX
[3] https://twitter.com/i/spaces/1MYxNgrQdnZKw
[3] https://twitter.com/i/spaces/1rmxPkjrzMqJN
[2] https://twitter.com/i/spaces/1vOxwMlnYmVGB
[2] https://twitter.com/i/spaces/1mrxmkqjYadGy

Top URLs in Tweet in G5:
[4] https://ncse.ngo/deep-time-really-really-deep-man
[3] https://www.sapiens.org/archaeology/did-neanderthals-make-art/
[3] https://www.lrb.co.uk/the-paper/v44/n17/stefan-collini/chimps-and-bulldogs
[3] https://www.nytimes.com/video/health/100000008564410/nobel-prize-award-medicine.html
[3] https://www.bbc.com/future/article/20220812-dinosaur-extinction-why-did-mammals-survive
[2] https://www.nature.com/articles/d41586-022-02116-w
[2] https://www.theguardian.com/environment/audio/2022/aug/04/james-lovelock-and-the-legacy-of-his-gaia-hypothesis-podcast
[2] https://ncse.ngo/check-out-latest-videos-ncses-youtube-channel
[2] https://ncse.ngo/review-science-denial-why-it-happens-and-what-do-about-it
[2] https://ncse.ngo/rncse-424-now-online

Top URLs in Tweet in G6:
[7] https://edtechteacher.org/ett_events/mastery2022/
[6] https://www.jonbergmann.com/podcasts/making-mastery-learning-a-reality-one-day-at-a-time/episodes/2147799755
[5] https://shakeuplearning.com/blog/10-chrome-tips-and-tricks-for-teachers-and-students-suls0165/
[4] https://blog.neolms.com/data-literacy-skills/
[4] https://www.edutopia.org/article/3-ways-activate-student-engagement
[3] https://thejenalleeshow.com/2022/05/23/create-scratch-off-cards-in-canva/
[3] https://www.edutopia.org/article/balancing-friendliness-firmness
[3] https://www.edutopia.org/article/let-students-lead-dialogue-parents
[3] https://edtechmagazine.com/k12/article/2022/08/googles-adaptive-learning-technologies-help-amplify-educators-instruction
[3] https://spencerauthor.com/3-ways-empowered-culture/

Top URLs in Tweet in G7:
[7] https://twitter.com/i/spaces/1eaKbrMkzDYKX
[3] https://www.donorschoose.org/project/reading-is-fun/6664666/
[2] https://fromcanada.org/
[1] https://www.edcite.com/collection-staar-practice-tests-2021
[1] https://twitter.com/arpeggio_jay/status/1557754583719391232
[1] https://twitter.com/i/web/status/1559282126197035009
[1] https://www.fiverr.com/weauthentic/do-custom-trendy-retro-vintage-t-shirt-design-for-merch-brand?utm_source=169592&utm_medium=cx_affiliate&utm_campaign=&afp=random-hashtag&cxd_token=169592_19731717_|afp0:random-hashtag|afp1:weauthentic/do-custom-trendy-retro-vintage-t-shirt-design-for-merch-brand&show_join=true
[1] https://www.texasacademy.net/
[1] https://globallinkeducation.com/
[1] https://www.amazon.com/dp/B0B9LCKYJM

Top URLs in Tweet in G8:
[14] https://www.stemprintables.com/earth-science/nasa-artemis-program-webquest-mission-to-the-moon-and-beyond/
[5] https://www.youtube.com/watch?v=ovApt1joIu8&feature=youtu.be

[3] https://www.youtube.com/watch?v=qW-KgM1HKb4&feature=youtu.be

[2] https://www.youtube.com/watch?v=2jtmfq3d61E&feature=youtu.be

[2] https://www.youtube.com/watch?v=Vh9cM5ZQOJg&feature=youtu.be

[2] https://www.youtube.com/watch?v=JYk4ftvpNFE&feature=youtu.be

[2] https://info.classcraft.com/on-demand-webinar-teacher-admin-collaboration?utm_source=twitter&utm_medium=social&utm_campaign=20221020-Webinar-All-Teacher%26AdminColab
[1] https://theconversation.com/computer-science-benefits-students-with-learning-disabilities-but-not-always-for-the-long-term-185096
[1] https://www.edsurge.com/news/2022-09-26-computer-science-is-growing-in-k-12-schools-but-access-doesn-t-equal-participation
[1] https://twitter.com/i/web/status/1565131068851757056

Top URLs in Tweet in G9:
[4] https://www.stitcher.com/episode/206399551?c=sharelink&deep_link_value=stitcher%3A%2F%2Fepisode%2F206399551
[3] https://www.scientificamerican.com/article/how-to-stop-unwanted-thoughts/?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1666531579
[2] https://twitter.com/drabraml/status/1562424948483690496
[2] https://twitter.com/sciam/status/1577307281066262531
[2] https://twitter.com/physicstoday/status/1584533105510993920
[2] https://phys.org/news/2022-11-mathematical-theorem-encryption-algorithm.html
[2] https://twitter.com/middleweb/status/1594355010292580352
[1] https://twitter.com/i/web/status/1559177302784843776
[1] https://twitter.com/ucsusa/status/1567991655508090889
[1] https://twitter.com/sciam/status/1570752114099474432

Top URLs in Tweet in G10:
[6] https://www.innovatingplay.world/book
[1] https://twitter.com/i/web/status/1564797473499013122
[1] https://twitter.com/i/web/status/1564801208371617794
[1] https://twitter.com/i/web/status/1583177116757073920
[1] https://twitter.com/i/web/status/1565029300180500481
[1] https://padlet.com/manderson38/l9auc6k3hsu5a05h
[1] https://twitter.com/i/web/status/1569112826823823361
[1] https://twitter.com/i/web/status/1570830230520221697

Top Domains
Top Domains in Tweet in Entire Graph:
[509] twitter.com
[244] scitechdaily.com
[184] tcea.org
[88] nature.com
[80] phys.org
[64] medium.com
[62] cbc.ca
[57] futurity.org
[55] theguardian.com
[55] sciencenews.org

Top Domains in Tweet in G1:
[2] cbsnews.com
[1] fabiodisalvo.com
[1] twitter.com

Top Domains in Tweet in G2:
[244] scitechdaily.com
[217] twitter.com
[78] nature.com
[77] phys.org
[62] cbc.ca
[62] medium.com
[57] futurity.org
[50] wordpress.com
[48] sciencenews.org
[46] theconversation.com

Top Domains in Tweet in G3:
[133] tcea.org
[34] fodey.com
[23] controlaltachieve.com
[20] anyplaceamerica.com
[9] si.edu
[9] nasa.gov
[8] weareteachers.com
[6] fabiodisalvo.com
[4] google.com
[3] twitter.com

Top Domains in Tweet in G4:
[106] twitter.com
[47] buzzsprout.com
[1] co.uk

Top Domains in Tweet in G5:
[34] twitter.com
[16] ncse.ngo
[15] nytimes.com
[14] theguardian.com
[10] science.org
[9] nature.com
[9] buff.ly
[7] sciencenews.org
[6] smithsonianmag.com
[6] the-scientist.com

Top Domains in Tweet in G6:
[38] twitter.com
[24] edutopia.org
[13] edsurge.com
[11] edweek.org
[11] tcea.org
[9] shakeuplearning.com
[7] techlearning.com
[7] edtechteacher.org
[7] jonbergmann.com
[6] eschoolnews.com

Top Domains in Tweet in G7:
[22] twitter.com
[5] etsy.com
[5] donorschoose.org
[2] amazon.com
[2] google.com
[2] iconohash.com
[2] fromcanada.org
[1] edcite.com
[1] fiverr.com
[1] texasacademy.net

Top Domains in Tweet in G8:
[15] youtube.com
[14] stemprintables.com
[11] twitter.com
[2] classcraft.com
[2] youtu.be
[1] theconversation.com
[1] edsurge.com
[1] usnews.com
[1] the74million.org
[1] chalkbeat.org

Top Domains in Tweet in G9:
[26] twitter.com
[5] stitcher.com
[4] scientificamerican.com
[4] middleweb.com
[3] phys.org
[1] nature.com
[1] youtube.com
[1] qoto.org

Top Domains in Tweet in G10:
[6] twitter.com
[6] innovatingplay.world
[1] padlet.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3046] scichat
[822] stem
[631] science
[623] scicomm
[581] edchat
[415] edtech
[246] d123
[241] sschat
[206] k12
[200] cpchat



Top Hashtags in Tweet in G1:
[4] scichat

Top Hashtags in Tweet in G2:
[2003] scichat
[720] stem
[434] science
[386] scicomm
[213] edchat
[153] scied
[147] evolution
[135] biology
[122] steam
[110] edtech

Top Hashtags in Tweet in G3:
[100] science
[45] scichat
[36] edtech
[19] math
[14] mathchat
[14] controlaltachieve
[11] edutwitter
[9] stem
[8] sschat
[7] elachat

Top Hashtags in Tweet in G4:
[230] scichat
[17] catnip6
[9] petchat
[2] science
[1] catsoftwitter
[1] cats
[1] scienceoutreach
[1] stem
[1] edtech
[1] italiangreyhound

Top Hashtags in Tweet in G5:
[233] scichat
[191] scicomm
[11] climatechange
[4] evolution
[3] scied
[2] dinosaurs
[1] climatecrisis
[1] evolution2022

Top Hashtags in Tweet in G6:
[219] edchat
[213] edtech
[208] d123
[173] cpchat
[172] scichat
[164] elemchat
[153] mschat
[151] edleaders
[147] hschat
[145] ntchat

Top Hashtags in Tweet in G7:
[50] scichat
[19] edchat
[15] literacy
[14] k12
[14] learning
[14] edleadership
[14] engchat
[13] edtech
[12] mathchat
[9] edreform

Top Hashtags in Tweet in G8:
[94] edchat
[94] k12
[76] scichat
[64] learning
[51] forsanamericanschool
[35] fas
[33] edtech
[32] edleadership
[31] engchat
[28] edreform

Top Hashtags in Tweet in G9:
[60] scichat
[31] scicomm
[29] openscience
[22] educoach
[20] science
[18] cdnpoli
[18] stem
[18] sschat
[16] engchat
[12] mschat

Top Hashtags in Tweet in G10:
[27] steam
[27] scichat
[22] sd113a
[20] stem
[18] weareoq
[13] oqms
[7] innovatingplay
[7] kinderchat
[6] googlesheets
[4] seesawchat

Top Words
Top Words in Tweet in Entire Graph:
[3040] #scichat
[2096] science
[1410] garym
[1067] students
[869] amazing
[848] teachers
[820] #stem
[809] ncse
[804] teaching
[782] understand

Top Words in Tweet in G1:
[700] teaching
[699] science
[699] teachers
[699] resource
[698] plugusin
[698] students
[697] roots
[697] believe
[697] prefixes
[697] amazing

Top Words in Tweet in G2:
[1997] #scichat
[1404] garym
[777] science
[718] #stem
[638] ncse
[439] #science
[386] #scicomm
[290] news
[280] gwardis
[241] more

Top Words in Tweet in G3:
[204] tcea
[199] science
[180] interactive
[168] explore
[162] make
[161] periodic
[161] tables
[161] elements
[115] bit
[114] more

Top Words in Tweet in G4:
[418] bunsenbernerbmd
[308] love
[253] science
[230] #scichat
[216] show
[212] audio
[170] pawdcast
[159] podcast
[155] scichat
[149] main

Top Words in Tweet in G5:
[233] #scichat
[191] #scicomm
[171] ncse
[46] ncse's
[36] award
[31] evolution
[27] climate
[25] ancient
[22] science
[22] friend

Top Words in Tweet in G6:
[219] #edchat
[213] #edtech
[208] #d123
[173] #cpchat
[172] #scichat
[164] #elemchat
[153] #mschat
[151] #edleaders
[147] #hschat
[145] #suptchat

Top Words in Tweet in G7:
[50] #scichat
[19] #edchat
[15] #literacy
[14] #learning
[14] #edleadership
[14] #engchat
[14] #k12
[13] #edtech
[12] #mathchat
[11] students

Top Words in Tweet in G8:
[94] #edchat
[94] #k12
[76] #scichat
[64] #learning
[58] school
[57] forsanamerican
[52] students
[51] #forsanamericanschool
[47] american
[42] forsan

Top Words in Tweet in G9:
[60] #scichat
[31] #scicomm
[30] deepgreendesign
[29] #openscience
[22] #educoach
[22] middleweb
[20] #science
[20] science
[18] #cdnpoli
[18] stem

Top Words in Tweet in G10:
[41] weather
[32] ss
[28] gr
[27] #scichat
[27] #steam
[22] #sd113a
[21] seesaw
[20] #stem
[20] class
[18] #weareoq

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[730] students,understand
[726] science,teachers
[721] teaching,students
[720] understand,roots
[720] teachers,believe
[720] pretty,amazing
[720] believe,teaching
[720] amazing,resource
[720] resource,science
[716] roots,prefixes

Top Word Pairs in Tweet in G1:
[697] understand,roots
[697] believe,teaching
[697] students,understand
[697] science,teachers
[697] teachers,believe
[697] roots,prefixes
[697] teaching,students
[697] pretty,amazing
[697] amazing,resource
[697] resource,science

Top Word Pairs in Tweet in G2:
[239] #scichat,#scicomm
[238] #stem,#scichat
[196] praxis,science
[192] science,outreach
[180] 'science,smarts'
[179] smarts',column
[175] latest,praxis
[175] outreach,'science
[168] medicine,news
[153] column,medicine

Top Word Pairs in Tweet in G3:
[161] periodic,tables
[161] make,science
[161] tables,elements
[110] tcea,explore
[108] bit,more
[108] explore,bookmark
[108] bookmark,periodic
[108] science,bit
[108] more,interactive
[108] elements,make

Top Word Pairs in Tweet in G4:
[170] science,pawdcast
[170] audio,show
[148] show,science
[148] tweet,love
[148] pawdcast,podcast
[148] sites,main
[148] love,audio
[148] podcast,sites
[148] love,tweet
[84] bunsenbernerbmd,love

Top Word Pairs in Tweet in G5:
[181] #scichat,#scicomm
[20] board,directors
[18] ncse's,friend
[18] recipient,ncse's
[17] member,ncse's
[17] ncse's,board
[13] years,ago
[13] friend,darwin
[13] mark,calendar
[13] calendar,register

Top Word Pairs in Tweet in G6:
[200] #d123,#edchat
[198] #edchat,#edtech
[173] #edtech,#cpchat
[164] #cpchat,#elemchat
[153] #elemchat,#mschat
[147] #mschat,#hschat
[145] #pblchat,#apchat
[145] #sschat,#scichat
[145] #ntchat,#pblchat
[145] #hschat,#ntchat

Top Word Pairs in Tweet in G7:
[14] #literacy,#scichat
[13] #k12,#learning
[13] #edleadership,#edtech
[13] #edchat,#k12
[13] #learning,#edleadership
[12] #engchat,#literacy
[11] #edtech,#engchat
[10] #scichat,#mathchat
[9] #mathchat,#edreform
[3] help,ms

Top Word Pairs in Tweet in G8:
[65] #edchat,#k12
[47] american,school
[42] forsan,american
[42] #k12,#learning
[31] #edleadership,#edtech
[30] #edtech,#engchat
[29] prepare,students
[28] artemis,sls
[28] #engchat,#literacy
[28] #fas,#edchat

Top Word Pairs in Tweet in G9:
[17] #sschat,#scichat
[12] #scicomm,#openscience
[11] multilinguals,#mschat
[11] #educoach,larryferlazzo
[11] #scichat,#engchat
[11] teach,academic
[11] content,multilinguals
[11] #engchat,#educoach
[11] #mschat,#sschat
[11] academic,content

Top Word Pairs in Tweet in G10:
[17] weather,reporting
[15] gr,#steam
[14] seesaw,class
[13] weather,folder
[13] set,seesaw
[13] level,weather
[13] create,weather
[13] 7th,gr
[13] class,create
[12] folder,record

Top Replied-To
Top Replied-To in Entire Graph:
@bunsenbernerbmd
@naomioreskes
@paulbraterman
@playdoh
@witchjitsch
@drjengunter
@beebrookshire
@darreljorstad
@drcaberry
@jacquelyngill

Top Replied-To in G2:
@flinnscientific
@playdoh
@lectrifyit

Top Replied-To in G4:
@bunsenbernerbmd
@witchjitsch
@blackinchem
@beebrookshire
@drjengunter
@sherrygmusic
@cerra__

Top Replied-To in G5:
@naomioreskes
@jacquelyngill
@paulbraterman

Top Replied-To in G9:
@darreljorstad
@scottforsc
@mattwalshblog
@drcaberry

Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@plugusin
@bunsenbernerbmd
@gwardis
@tcea
@praxismedhat
@flinnscientific
@ericcurts

Top Mentioned in G1:
@plugusin
@flinnscientific
@garym
@rgesthuizen

Top Mentioned in G2:
@garym
@ncse
@gwardis
@praxismedhat
@flinnscientific
@sciencebuddies
@scistarter
@stemhub_se
@nature
@paulenderle

Top Mentioned in G3:
@tcea
@ericcurts
@mguhlin
@plugusin
@googlearts
@tmclain903
@googleforedu
@flinnscientific
@flip

Top Mentioned in G4:
@bunsenbernerbmd
@ldpharr
@cowboycatranch
@tea_francis
@shellyvphd
@zagrrl
@zedscience
@yanevaldezt
@hayrose12
@malikagrayson

Top Mentioned in G5:
@ncse
@michaelemann
@brianapobiner
@stevebrusatte
@laelaps
@gravesjl55
@nickjmatzke
@lisatoafault
@ecoevodevo_lab
@drmilks

Top Mentioned in G6:
@paulenderle
@edutopia
@jonbergmann
@edsurge
@technotesorg
@shakeuplearning
@ericcurts
@getting_smart
@ajjuliani
@catlin_tucker

Top Mentioned in G7:
@debbiemiya

Top Mentioned in G8:
@forsanamerican
@junioreinsteins
@stemprintables
@youtube
@deb_fillman
@scio_sophia
@2seetheglobe
@isaachieves
@calmansensitive
@pblworks

Top Mentioned in G9:
@deepgreendesign
@middleweb
@larryferlazzo
@gop
@nature
@ajollygal
@sciam
@forbes
@cpc_hq
@stemteachtools

Top Mentioned in G10:
@seesaw
@citgoiaoqms
@pintobeanz11
@andermm1
@sphero
@msmakecode
@tinkercad
@evnautilus
@jlabar2me
@officialngss

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@victormanuelje1
@iwd12
@fabriciosx
@gracemurphy2
@carolmaewy
@frecklesxx20
@education_24x7
@ken_crichlow
@godfrey_g_

Top Tweeters in G1:
@gvg1
@lookforsun
@aldoaria
@twistedmilkyway
@phunphunphun
@kiptw
@deborahyearyddd
@locat66
@grahamandre
@rosepillay1

Top Tweeters in G2:
@jornalistavitor
@fabriciosx
@ken_crichlow
@godfrey_g_
@andrewmorrisuk
@suestroud
@calcaware
@regamertron
@botfemale
@eco1start

Top Tweeters in G3:
@getiftech
@raspmarytea
@mdrechsler
@shellterrell
@blubberycrest
@mhairiforrest
@mguhlin
@erik_youngman
@jenniferagates
@richardklee1

Top Tweeters in G4:
@victormanuelje1
@iwd12
@gracemurphy2
@carolmaewy
@frecklesxx20
@ambiimoore
@trumpgot2go
@rrnunez
@llhawaii
@saranhe_aoo_598

Top Tweeters in G5:
@amazingchevvolt
@mr_spock
@argobagdr
@neilyoungsaveus
@3pennymovies
@englundbob
@ladylisadcantu1
@rrealneilnash
@petrine05647629
@mtanichthys

Top Tweeters in G6:
@advocatefored
@washingtonpost
@time
@3drenderbot
@alicekeeler
@npr
@scalarhumanity
@teachercast
@buncee
@mcleod

Top Tweeters in G7:
@pa
@iconohash
@fromcanada_org
@pha
@nevitdilmen
@ktalbot70
@techkev
@bsctc05
@vbardakos
@yashwantsaikish

Top Tweeters in G8:
@hephaistos_ai
@jc_james_clark
@skkyy__
@markedeschaine
@conversationedu
@deb_fillman
@usnewseducation
@unwokablepod
@kbean511
@the74

Top Tweeters in G9:
@education_24x7
@forbes
@deepgreendesign
@larryferlazzo
@redpilldetox
@drcaberry
@breitbartnews
@_open_science_
@openscitalk
@carolekingnyc

Top Tweeters in G10:
@darwin1800
@seesaw
@arcadiaunified
@tracipiltz
@newsela
@microbitg
@pintobeanz11
@tinkercad
@mrsgadkey
@gimkit